[{"data":1,"prerenderedAt":38075},["ShallowReactive",2],{"header-counts":3,"new-tools":6,"footer-counts":38074},{"tools":4,"reviews":5},65,7,[7,1048,1810,2550,3322,3952,4616,5252,6007,6726,7284,7826,8380,8964,9646,10259,10963,11516,12379,12905,13503,14027,14517,15199,15930,16657,17313,17831,18611,19244,19919,20392,20925,21403,22003,22545,23035,23529,24498,24984,25444,25928,26408,26826,27300,27753,28227,28713,29177,29642,30134,30691,31197,31705,32231,33141,33988,34959,36012,36937],{"id":8,"title":9,"alternatives":10,"api_compatible":20,"body":21,"category":983,"chinese_friendly":277,"cover":984,"description":985,"domestic":986,"extension":987,"faq":988,"free":986,"github":944,"languages":1001,"meta":1003,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":1004,"pillar":1005,"platforms":1006,"priceTable":1010,"pricing":1017,"published":1018,"relatedPlaybooks":1019,"relatedReviews":20,"score":1023,"self_host":317,"seo":1024,"slug":1025,"sources":1026,"stem":1038,"suitable":20,"tagline":1039,"tags":1040,"updated":1029,"verdict":1046,"website":936,"__hash__":1047},"tools\u002Ftools\u002Fagent\u002Fprotocol\u002Fmcp-toolbox.md","MCP Toolbox",[11,14,17],{"name":12,"url":13},"smithery","\u002Ftools\u002Fagent\u002Fprotocol\u002Fsmithery",{"name":15,"url":16},"composio","\u002Ftools\u002Fagent\u002Fprotocol\u002Fcomposio",{"name":18,"url":19},"langflow","\u002Ftools\u002Fagent\u002Fplatform\u002Flangflow",null,{"type":22,"value":23,"toc":971},"minimark",[24,29,55,58,61,156,159,173,179,183,188,217,222,253,257,602,609,612,799,802,869,873,904,907,925,928,967],[25,26,28],"h2",{"id":27},"tldr","TL;DR",[30,31,32,33,37,38,41,42,46,47,50,51,54],"p",{},"MCP Toolbox for Databases（前 ",[34,35,36],"code",{},"genai-toolbox","）是 Google 开源的 MCP 数据库网关，由 ",[34,39,40],{},"googleapis"," GitHub 组织维护，Apache 2.0 协议。它的差异点：",[43,44,45],"strong",{},"42+ 预置数据源","（AlloyDB \u002F BigQuery \u002F Cloud SQL PostgreSQL\u002FMySQL\u002FSQL Server \u002F Spanner \u002F Firestore \u002F Bigtable \u002F 自管 PostgreSQL \u002F MySQL \u002F SQL Server \u002F SQLite \u002F Oracle \u002F MongoDB \u002F Redis \u002F Elasticsearch \u002F Neo4j \u002F Snowflake \u002F ClickHouse \u002F Couchbase \u002F CockroachDB \u002F TiDB \u002F OceanBase \u002F Trino），外加 Looker \u002F Cloud Storage \u002F Cloud Monitoring \u002F Cloud Logging \u002F Dataproc \u002F Gemini Data Analytics。",[43,48,49],{},"双重角色","：(a) 即装即用的通用 MCP 服务器，让 Gemini CLI \u002F Claude Code \u002F Codex \u002F Antigravity 等 MCP 客户端 0 行代码连数据库；(b) 自定义工具框架，用 ",[34,52,53],{},"tools.yaml"," 声明参数化 SQL \u002F 语义搜索 \u002F NL2SQL，构建生产级 Agent 数据访问层。",[30,56,57],{},"适合：要让 AI Agent 安全读写企业数据库的团队；GCP 重度用户（AlloyDB \u002F Spanner \u002F BigQuery）；要审计 AI 数据库操作的合规场景；多 Agent 共享同一数据访问层的多框架团队。不适合：纯 SaaS 集成（用 Composio）；非数据库工具发现（用 Smithery）；不想引入 Go 二进制 \u002F Docker 的极简场景。",[25,59,60],{"id":60},"核心能力",[62,63,64,71,80,96,102,108,114,120,126,135,144,150],"ul",{},[65,66,67,70],"li",{},[43,68,69],{},"42+ 数据源","：GCP 全家桶 + 主流自管 DB + NoSQL + 图 DB + Lake\u002FOLAP",[65,72,73,76,77,79],{},[43,74,75],{},"声明式工具","：",[34,78,53],{}," 定义 name \u002F source \u002F 参数化 SQL \u002F 描述",[65,81,82,76,85,88,89,88,92,95],{},[43,83,84],{},"预置工具",[34,86,87],{},"execute_sql"," \u002F ",[34,90,91],{},"list_tables",[34,93,94],{},"get_table_info"," 开箱即用",[65,97,98,101],{},[43,99,100],{},"连接池","：高并发 Agent 不打挂数据库",[65,103,104,107],{},[43,105,106],{},"IAM \u002F OAuth2 \u002F OIDC","：按用户\u002F角色限制可调工具",[65,109,110,113],{},[43,111,112],{},"OpenTelemetry","：metrics + tracing 出厂集成",[65,115,116,119],{},[43,117,118],{},"多语言 SDK","：Python \u002F TypeScript \u002F Go \u002F Java（v1.0+）",[65,121,122,125],{},[43,123,124],{},"框架集成","：LangChain \u002F LlamaIndex \u002F Genkit \u002F Google ADK 原生",[65,127,128,131,132,134],{},[43,129,130],{},"动态热重载","：dev 模式改 ",[34,133,53],{}," 不需重启",[65,136,137,143],{},[43,138,139,142],{},[34,140,141],{},"--ui"," 交互模式","：本地调试 tool 的可视化界面",[65,145,146,149],{},[43,147,148],{},"MCP 协议兼容","：任何 MCP 客户端可接入",[65,151,152,155],{},[43,153,154],{},"Apache 2.0","：可商用、可自托管、可改",[25,157,158],{"id":158},"价格",[62,160,161,167],{},[65,162,163,166],{},[43,164,165],{},"OSS","：$0；完整功能 + 42+ 数据源",[65,168,169,172],{},[43,170,171],{},"GCP 托管","：只付 Cloud Run \u002F GKE \u002F DB 资源费，Toolbox 自身不收费",[174,175,176],"blockquote",{},[30,177,178],{},"对比：Composio 按 action 量收费、Smithery 托管按用量收费。Toolbox 完全自托管 → 长期成本最低，但要自己承担 ops。",[25,180,182],{"id":181},"实测gcp-alloydb-claude-code","实测（GCP + AlloyDB + Claude Code）",[30,184,185],{},[43,186,187],{},"亮点：",[62,189,190,197,202,205,208,211,214],{},[65,191,192,193,196],{},"5 分钟从 ",[34,194,195],{},"docker run"," 到 Claude Code 用 NL 查询数据库",[65,198,199,201],{},[34,200,53],{}," 声明式比写 LangChain Python tool 干净很多",[65,203,204],{},"连接池让 100 个并发 Agent 不会拖垮 PG",[65,206,207],{},"IAM 集成让生产环境合规过关",[65,209,210],{},"OpenTelemetry trace 直接连到 Cloud Trace，慢查询定位简单",[65,212,213],{},"兼容 Claude Code \u002F Gemini CLI \u002F Codex \u002F Antigravity 等多客户端，不锁定",[65,215,216],{},"Java SDK 让 Spring Boot 项目零外接",[30,218,219],{},[43,220,221],{},"踩坑：",[62,223,224,227,232,235,238,241,244,247],{},[65,225,226],{},"全英文文档，国内开发者要硬啃",[65,228,229,231],{},[34,230,53],{}," 语法有学习曲线，复杂 query 不如直接写代码",[65,233,234],{},"非 GCP 用户用不上一半预置 source",[65,236,237],{},"LLM 仍会 hallucinate 表名 \u002F 列名 → 要在 description 写清 schema",[65,239,240],{},"冷门数据源（OceanBase \u002F TiDB）prebuilt 工具浅，要写自定义",[65,242,243],{},"多客户端共享同一 Toolbox 时，权限粒度仍偏粗",[65,245,246],{},"Go binary + Docker 部署对纯 Python team 是新栈",[65,248,249,250,252],{},"改 ",[34,251,53],{}," 后 LLM context 会更新，要重启对话才彻底生效",[25,254,256],{"id":255},"上手postgresql-5-分钟","上手（PostgreSQL 5 分钟）",[258,259,264],"pre",{"className":260,"code":261,"language":262,"meta":263,"style":263},"language-bash shiki shiki-themes github-light github-dark","# 1. 拉镜像\ndocker run -p 5000:5000 -v $PWD\u002Ftools.yaml:\u002Fconfig\u002Ftools.yaml \\\n  us-central1-docker.pkg.dev\u002Fdatabase-toolbox\u002Ftoolbox\u002Ftoolbox:latest\n\n# 2. tools.yaml\nsources:\n  my-pg:\n    kind: postgres\n    host: localhost\n    port: 5432\n    database: shop\n    user: agent\n    password: ***\n\ntools:\n  search_products:\n    kind: postgres-sql\n    source: my-pg\n    description: \"Search products by name (case-insensitive, top 10)\"\n    parameters:\n      - name: name\n        type: string\n        description: Product name keyword\n    statement: |\n      SELECT id, name, price FROM products\n      WHERE name ILIKE '%' || $1 || '%' LIMIT 10\n\n# 3. 注册到 Claude Desktop（mcp config）\n{\n  \"mcpServers\": {\n    \"toolbox\": { \"url\": \"http:\u002F\u002Flocalhost:5000\u002Fmcp\" }\n  }\n}\n","bash","",[34,265,266,275,306,312,319,325,331,336,345,354,363,372,381,390,395,401,407,415,427,436,442,454,465,480,490,511,542,547,553,559,570,590,596],{"__ignoreMap":263},[267,268,271],"span",{"class":269,"line":270},"line",1,[267,272,274],{"class":273},"sJ8bj","# 1. 拉镜像\n",[267,276,278,282,286,290,293,296,300,303],{"class":269,"line":277},2,[267,279,281],{"class":280},"sScJk","docker",[267,283,285],{"class":284},"sZZnC"," run",[267,287,289],{"class":288},"sj4cs"," -p",[267,291,292],{"class":284}," 5000:5000",[267,294,295],{"class":288}," -v",[267,297,299],{"class":298},"sVt8B"," $PWD",[267,301,302],{"class":284},"\u002Ftools.yaml:\u002Fconfig\u002Ftools.yaml",[267,304,305],{"class":288}," \\\n",[267,307,309],{"class":269,"line":308},3,[267,310,311],{"class":284},"  us-central1-docker.pkg.dev\u002Fdatabase-toolbox\u002Ftoolbox\u002Ftoolbox:latest\n",[267,313,315],{"class":269,"line":314},4,[267,316,318],{"emptyLinePlaceholder":317},true,"\n",[267,320,322],{"class":269,"line":321},5,[267,323,324],{"class":273},"# 2. tools.yaml\n",[267,326,328],{"class":269,"line":327},6,[267,329,330],{"class":280},"sources:\n",[267,332,333],{"class":269,"line":5},[267,334,335],{"class":280},"  my-pg:\n",[267,337,339,342],{"class":269,"line":338},8,[267,340,341],{"class":280},"    kind:",[267,343,344],{"class":284}," postgres\n",[267,346,348,351],{"class":269,"line":347},9,[267,349,350],{"class":280},"    host:",[267,352,353],{"class":284}," localhost\n",[267,355,357,360],{"class":269,"line":356},10,[267,358,359],{"class":280},"    port:",[267,361,362],{"class":288}," 5432\n",[267,364,366,369],{"class":269,"line":365},11,[267,367,368],{"class":280},"    database:",[267,370,371],{"class":284}," shop\n",[267,373,375,378],{"class":269,"line":374},12,[267,376,377],{"class":280},"    user:",[267,379,380],{"class":284}," agent\n",[267,382,384,387],{"class":269,"line":383},13,[267,385,386],{"class":280},"    password:",[267,388,389],{"class":288}," ***\n",[267,391,393],{"class":269,"line":392},14,[267,394,318],{"emptyLinePlaceholder":317},[267,396,398],{"class":269,"line":397},15,[267,399,400],{"class":280},"tools:\n",[267,402,404],{"class":269,"line":403},16,[267,405,406],{"class":280},"  search_products:\n",[267,408,410,412],{"class":269,"line":409},17,[267,411,341],{"class":280},[267,413,414],{"class":284}," postgres-sql\n",[267,416,418,421,424],{"class":269,"line":417},18,[267,419,420],{"class":288},"    source",[267,422,423],{"class":284},":",[267,425,426],{"class":284}," my-pg\n",[267,428,430,433],{"class":269,"line":429},19,[267,431,432],{"class":280},"    description:",[267,434,435],{"class":284}," \"Search products by name (case-insensitive, top 10)\"\n",[267,437,439],{"class":269,"line":438},20,[267,440,441],{"class":280},"    parameters:\n",[267,443,445,448,451],{"class":269,"line":444},21,[267,446,447],{"class":280},"      -",[267,449,450],{"class":284}," name:",[267,452,453],{"class":284}," name\n",[267,455,457,460,462],{"class":269,"line":456},22,[267,458,459],{"class":288},"        type",[267,461,423],{"class":284},[267,463,464],{"class":284}," string\n",[267,466,468,471,474,477],{"class":269,"line":467},23,[267,469,470],{"class":280},"        description:",[267,472,473],{"class":284}," Product",[267,475,476],{"class":284}," name",[267,478,479],{"class":284}," keyword\n",[267,481,483,486],{"class":269,"line":482},24,[267,484,485],{"class":280},"    statement:",[267,487,489],{"class":488},"szBVR"," |\n",[267,491,493,496,499,502,505,508],{"class":269,"line":492},25,[267,494,495],{"class":280},"      SELECT",[267,497,498],{"class":284}," id,",[267,500,501],{"class":284}," name,",[267,503,504],{"class":284}," price",[267,506,507],{"class":284}," FROM",[267,509,510],{"class":284}," products\n",[267,512,514,517,519,522,525,528,532,534,536,539],{"class":269,"line":513},26,[267,515,516],{"class":280},"      WHERE",[267,518,476],{"class":284},[267,520,521],{"class":284}," ILIKE",[267,523,524],{"class":284}," '%'",[267,526,527],{"class":488}," ||",[267,529,531],{"class":530},"s4XuR"," $1",[267,533,527],{"class":488},[267,535,524],{"class":280},[267,537,538],{"class":284}," LIMIT",[267,540,541],{"class":288}," 10\n",[267,543,545],{"class":269,"line":544},27,[267,546,318],{"emptyLinePlaceholder":317},[267,548,550],{"class":269,"line":549},28,[267,551,552],{"class":273},"# 3. 注册到 Claude Desktop（mcp config）\n",[267,554,556],{"class":269,"line":555},29,[267,557,558],{"class":298},"{\n",[267,560,562,565,567],{"class":269,"line":561},30,[267,563,564],{"class":280},"  \"mcpServers\"",[267,566,423],{"class":288},[267,568,569],{"class":284}," {\n",[267,571,573,576,578,581,584,587],{"class":269,"line":572},31,[267,574,575],{"class":280},"    \"toolbox\"",[267,577,423],{"class":288},[267,579,580],{"class":284}," {",[267,582,583],{"class":284}," \"url\":",[267,585,586],{"class":284}," \"http:\u002F\u002Flocalhost:5000\u002Fmcp\"",[267,588,589],{"class":284}," }\n",[267,591,593],{"class":269,"line":592},32,[267,594,595],{"class":298},"  }\n",[267,597,599],{"class":269,"line":598},33,[267,600,601],{"class":298},"}\n",[30,603,604,605,608],{},"启动后 Claude 看到 ",[34,606,607],{},"search_products"," 工具，模型自然语言『查一下叫 iPhone 的产品』就会调用，绝不会暴露原始 DB connection。",[25,610,611],{"id":611},"对比",[613,614,615,636],"table",{},[616,617,618],"thead",{},[619,620,621,625,627,630,633],"tr",{},[622,623,624],"th",{},"维度",[622,626,9],{},[622,628,629],{},"Composio",[622,631,632],{},"Smithery",[622,634,635],{},"LangChain SQL Tool",[637,638,639,657,674,689,704,719,733,750,766,782],"tbody",{},[619,640,641,645,648,651,654],{},[642,643,644],"td",{},"焦点",[642,646,647],{},"DB + 数据源",[642,649,650],{},"SaaS 集成",[642,652,653],{},"MCP server 发现",[642,655,656],{},"DB only",[619,658,659,662,665,668,671],{},[642,660,661],{},"数据源数",[642,663,664],{},"42+",[642,666,667],{},"1000+ SaaS",[642,669,670],{},"3300+ MCP server",[642,672,673],{},"~10",[619,675,676,678,681,684,686],{},[642,677,100],{},[642,679,680],{},"✅ 内置",[642,682,683],{},"N\u002FA",[642,685,683],{},[642,687,688],{},"❌",[619,690,691,694,697,700,702],{},[642,692,693],{},"IAM",[642,695,696],{},"✅ OAuth2\u002FOIDC",[642,698,699],{},"✅ 托管 OAuth",[642,701,688],{},[642,703,688],{},[619,705,706,708,711,714,717],{},[642,707,112],{},[642,709,710],{},"✅ 原生",[642,712,713],{},"✅",[642,715,716],{},"部分",[642,718,688],{},[619,720,721,723,726,728,730],{},[642,722,75],{},[642,724,725],{},"✅ tools.yaml",[642,727,716],{},[642,729,688],{},[642,731,732],{},"代码",[619,734,735,738,741,744,747],{},[642,736,737],{},"MCP 客户端",[642,739,740],{},"✅ 全部",[642,742,743],{},"✅ + LC\u002FCrewAI\u002FAutogen",[642,745,746],{},"MCP only",[642,748,749],{},"LC only",[619,751,752,755,758,761,763],{},[642,753,754],{},"自托管",[642,756,757],{},"✅ Apache 2.0",[642,759,760],{},"❌ SaaS",[642,762,716],{},[642,764,765],{},"✅ MIT",[619,767,768,771,774,777,780],{},[642,769,770],{},"起价",[642,772,773],{},"$0",[642,775,776],{},"Free + 按 action",[642,778,779],{},"Free",[642,781,773],{},[619,783,784,787,790,793,796],{},[642,785,786],{},"适合",[642,788,789],{},"DB 重度 \u002F GCP",[642,791,792],{},"多 SaaS",[642,794,795],{},"server 发现",[642,797,798],{},"LC quick demo",[25,800,801],{"id":801},"避坑",[62,803,804,810,816,822,828,834,845,851,857,863],{},[65,805,806,809],{},[43,807,808],{},"description 写清 schema","：LLM 靠 description 决策，写好 column 名 + 业务含义",[65,811,812,815],{},[43,813,814],{},"参数化 SQL 必须用","：永远不要让 LLM 拼字符串",[65,817,818,821],{},[43,819,820],{},"最小权限 DB user","：给 Agent 专用 user + 只读 \u002F 表级权限",[65,823,824,827],{},[43,825,826],{},"OpenTelemetry 配上","：Cloud Trace 或 Grafana 接管，慢查询第一时间发现",[65,829,830,833],{},[43,831,832],{},"冷门 source","：先看 prebuilt 工具够不够，不够要自己写",[65,835,836,841,842,844],{},[43,837,838,840],{},[34,839,141],{}," 调 tool","：上线前用 ",[34,843,141],{}," 把每个 tool 跑一遍",[65,846,847,850],{},[43,848,849],{},"国内访问","：GCR 镜像国内拉慢 → 推到 ACR \u002F 阿里云镜像服务",[65,852,853,856],{},[43,854,855],{},"Spanner \u002F AlloyDB 锁定","：非 GCP 别选这两个 source",[65,858,859,862],{},[43,860,861],{},"多 Agent 共享","：用 IAM scope 隔离 prod \u002F dev \u002F 团队",[65,864,865,868],{},[43,866,867],{},"Java SDK 版本","：Spring Boot 项目锁定 toolbox-sdk-java 主版本号",[25,870,872],{"id":871},"适合-不适合","适合 \u002F 不适合",[62,874,875,878,881,884,887,890,893,896,899],{},[65,876,877],{},"✅ 要 Agent 安全读写企业数据库",[65,879,880],{},"✅ GCP 重度（AlloyDB \u002F Spanner \u002F BigQuery）",[65,882,883],{},"✅ 多 Agent 框架（LC + ADK + Claude Desktop）共享数据访问层",[65,885,886],{},"✅ 合规 \u002F 审计 \u002F 多租户",[65,888,889],{},"✅ Spring Boot \u002F Java 企业栈（Java SDK）",[65,891,892],{},"❌ 纯 SaaS 集成（Composio）",[65,894,895],{},"❌ MCP server 发现（Smithery）",[65,897,898],{},"❌ 不引入 Docker\u002FGo binary 的极简部署",[65,900,901,902],{},"❌ DB schema 频繁变动且不愿维护 ",[34,903,53],{},[25,905,906],{"id":906},"相关阅读",[62,908,909,915,920],{},[65,910,911],{},[912,913,914],"a",{"href":13},"Smithery 评测",[65,916,917],{},[912,918,919],{"href":16},"Composio 评测",[65,921,922],{},[912,923,924],{"href":19},"Langflow 评测",[25,926,927],{"id":927},"来源",[929,930,931,939,946,953,960],"ol",{},[65,932,933,934],{},"MCP Toolbox 官网 ",[912,935,936],{"href":936,"rel":937},"https:\u002F\u002Fmcp-toolbox.dev\u002F",[938],"nofollow",[65,940,941,942],{},"GitHub googleapis\u002Fmcp-toolbox（前 genai-toolbox） ",[912,943,944],{"href":944,"rel":945},"https:\u002F\u002Fgithub.com\u002Fgoogleapis\u002Fmcp-toolbox",[938],[65,947,948,949],{},"Google Cloud Blog — MCP Toolbox for Databases supports MCP ",[912,950,951],{"href":951,"rel":952},"https:\u002F\u002Fcloud.google.com\u002Fblog\u002Fproducts\u002Fai-machine-learning\u002Fmcp-toolbox-for-databases-now-supports-model-context-protocol",[938],[65,954,955,956],{},"Google Cloud Blog — MCP Toolbox Java SDK 公告 ",[912,957,958],{"href":958,"rel":959},"https:\u002F\u002Fcloud.google.com\u002Fblog\u002Ftopics\u002Fdevelopers-practitioners\u002Fannouncing-the-mcp-toolbox-java-sdk",[938],[65,961,962,963],{},"Google Codelabs — Install & Setup MCP Toolbox for AlloyDB ",[912,964,965],{"href":965,"rel":966},"https:\u002F\u002Fcodelabs.developers.google.com\u002Fgenai-toolbox-for-alloydb",[938],[968,969,970],"style",{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":972},[973,974,975,976,977,978,979,980,981,982],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":181,"depth":277,"text":182},{"id":255,"depth":277,"text":256},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"protocol","\u002Fimg\u002Ftools\u002Fmcp-toolbox.webp","MCP Toolbox for Databases（前 GenAI Toolbox）真实评测：Google 开源的 MCP 数据库网关，让 AI Agent \u002F IDE \u002F 应用通过 MCP 协议安全访问企业数据库。差异点：42+ 数据源（AlloyDB \u002F BigQuery \u002F Cloud SQL \u002F Spanner \u002F Firestore \u002F Bigtable \u002F 自管 PG \u002F MySQL \u002F SQL Server \u002F MongoDB \u002F Redis \u002F Elasticsearch \u002F Neo4j \u002F Snowflake \u002F ClickHouse \u002F Trino 等）+ 内置连接池 + IAM 集成 + OpenTelemetry 可观测 + 声明式 tools.yaml + Python\u002FTS\u002FGo\u002FJava SDK + 兼容 LangChain \u002F LlamaIndex \u002F Genkit \u002F Google ADK + Apache 2.0。",false,"md",[989,992,995,998],{"q":990,"a":991},"MCP Toolbox 解决什么问题？","Agent 直连数据库有三个痛点：(1) SQL 注入风险；(2) 权限控制（每个 LLM 用户能看到哪些表 \u002F 行）；(3) 工具定义重复。MCP Toolbox 用声明式 tools.yaml 把这些痛点封装：每个 tool 只能跑预定义的参数化 SQL，无法注入；IAM \u002F OAuth2 \u002F OIDC 决定哪些用户可调用哪些 tool；一次定义到处复用（LangChain \u002F ADK \u002F Claude Desktop 共享同一个 Toolbox server）。Google 给它当『企业 AI Agent 与数据库之间的 control plane』。",{"q":993,"a":994},"和直接用 MCP PostgreSQL Server 有什么区别？","MCP 官方 PostgreSQL server 是『裸 SQL 执行器』——你给它一个 connection string，Agent 直接发 SELECT。Toolbox 多了：声明式工具（不暴露原始 SQL 给 LLM）+ 连接池（高并发 Agent 不会打挂 DB）+ IAM\u002FOAuth2 鉴权 + OpenTelemetry tracing\u002Fmetrics + 多数据源 + 动态热重载工具配置。换言之 Toolbox = MCP server + 企业治理层。生产部署优先 Toolbox；开发阶段 quick demo 用裸 MCP server 就够。",{"q":996,"a":997},"必须用 GCP 吗？","不必须。Toolbox 是开源 Go 程序，能跑在任何 Docker\u002FVM 上，连任何 PostgreSQL \u002F MySQL \u002F SQL Server \u002F MongoDB \u002F Redis \u002F Elasticsearch \u002F Neo4j \u002F Snowflake \u002F ClickHouse \u002F Trino \u002F Oracle \u002F SQLite。但 Spanner \u002F AlloyDB \u002F BigQuery \u002F Bigtable \u002F Firestore \u002F Cloud Storage \u002F Cloud Monitoring 等专属源只有用 GCP 才能发挥价值。非 GCP 用户主要享受的是『连接池 + 声明式工具 + Auth + OTel』，依然有用但 GCP 用户回报最高。",{"q":999,"a":1000},"和 Composio \u002F Smithery 怎么选？","Toolbox 专门面向『数据库 + 数据源』；Composio 是『SaaS 集成层』（GitHub \u002F Slack \u002F Gmail \u002F Notion 等 1000+ 工具）；Smithery 是『MCP server 注册中心』（去哪里发现 MCP server）。三者互补：Toolbox 解决『让 Agent 读写企业数据库』+ Composio 解决『让 Agent 用 SaaS』+ Smithery 解决『去哪儿找 MCP server』。GCP + 数据库重度场景必上 Toolbox。",[1002],"en",{},"\u002Ftools\u002Fagent\u002Fprotocol\u002Fmcp-toolbox","agent",[1007,1008,1009],"windows","macos","linux",[1011,1013],{"plan":165,"price":773,"features":1012,"notes":154},"完整功能 + 42+ 数据源 + Python\u002FTS\u002FGo\u002FJava SDK + Docker + OpenTelemetry",{"plan":171,"price":1014,"features":1015,"notes":1016},"GCP 资源费","在 Cloud Run \u002F GKE 上跑 Toolbox + 集成 IAM","无 Toolbox 单独收费","开源免费（Apache 2.0）","2026-06-21",[1020],{"name":1021,"url":1022},"Agent 数据库访问层选型","\u002Fplaybook\u002Fonboarding\u002Fagent-database-access-layer",{"power":321,"ux":308,"price":321,"cn_support":277,"stability":314},{"title":9,"description":985},"agent\u002Fprotocol\u002Fmcp-toolbox",[1027,1030,1032,1034,1036],{"name":1028,"url":936,"accessed":1029},"MCP Toolbox 官网","2026-06-24",{"name":1031,"url":944,"accessed":1029},"GitHub googleapis\u002Fmcp-toolbox",{"name":1033,"url":951,"accessed":1029},"Google Cloud Blog — MCP Toolbox 公告",{"name":1035,"url":958,"accessed":1029},"Google Cloud Blog — Java SDK 公告",{"name":1037,"url":965,"accessed":1029},"Google Codelabs — Install & Setup","tools\u002Fagent\u002Fprotocol\u002Fmcp-toolbox","Google 出品的 MCP 数据库网关——42+ 数据源 + 声明式工具 + 连接池 + IAM + OpenTelemetry",[1041,983,1042,1043,1044,1045],"mcp","database","google","opensource","apache-2.0","Google 出品的 MCP 数据库网关——42+ 数据源 + 连接池 + IAM + OpenTelemetry 一站式。GCP 用户首选；非 GCP 也能用，但价值打折。声明式 tools.yaml 学习曲线偏陡。","HHOS3sOsgzko-acUJAIuYZey47zdXqa-g31uUwfb-9o",{"id":1049,"title":632,"alternatives":1050,"api_compatible":20,"body":1057,"category":983,"chinese_friendly":308,"cover":1747,"description":1748,"domestic":986,"extension":987,"faq":1749,"free":986,"github":1702,"languages":1762,"meta":1763,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":13,"pillar":1005,"platforms":1764,"priceTable":1766,"pricing":1782,"published":1018,"relatedPlaybooks":1783,"relatedReviews":20,"score":1787,"self_host":317,"seo":1788,"slug":1789,"sources":1790,"stem":1803,"suitable":20,"tagline":1804,"tags":1805,"updated":1029,"verdict":1808,"website":1695,"__hash__":1809},"tools\u002Ftools\u002Fagent\u002Fprotocol\u002Fsmithery.md",[1051,1052,1054],{"name":15,"url":16},{"name":1053,"url":1004},"mcp-toolbox",{"name":1055,"url":1056},"claude-desktop","\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop",{"type":22,"value":1058,"toc":1735},[1059,1061,1084,1087,1089,1161,1163,1188,1193,1197,1201,1232,1236,1262,1266,1391,1394,1396,1566,1568,1637,1639,1668,1670,1686,1688,1732],[25,1060,28],{"id":27},[30,1062,1063,1064,1067,1068,1071,1072,1075,1076,1079,1080,1083],{},"Smithery.ai 是 MCP server 的『npm registry + 一键安装器』，2024 年成立，2026 年已收录 3300+ MCP server。差异点：",[43,1065,1066],{},"一键 CLI 安装","（",[34,1069,1070],{},"npx @smithery\u002Fcli install \u003Cserver> --client claude"," 自动改配置文件）+ ",[43,1073,1074],{},"远程托管","（Smithery infra 跑 server，HTTP 直连，无需本地 Node.js）+ ",[43,1077,1078],{},"本地分发","（TypeScript bundle 一键 import）+ ",[43,1081,1082],{},"自托管注册","（用 Smithery 做 directory，server 跑你自己机器）+ TypeScript \u002F Python SDK（FastMCP v1\u002Fv2）+ STDIO\u002FHTTP 传输 + 安全扫描 + 社区评分（winnoai 4.0\u002F5，108 reviews）。",[30,1085,1086],{},"适合：Claude Desktop \u002F Cursor \u002F Windsurf \u002F Cline \u002F Codex 等 MCP 客户端用户；MCP server 开发者要发布 + 一键分发；想快速试一个 MCP server 不愿意手写 JSON 的；MCP 生态调研。不适合：极致安全 + 闭源场景（用官方 MCP Registry 或自建）；TypeScript 之外的 server 一键分发（本地 bundle 当前 TS only）；创作者要直接分成（Smithery 无 monetization）。",[25,1088,60],{"id":60},[62,1090,1091,1097,1105,1111,1117,1122,1127,1132,1137,1143,1149,1155],{},[65,1092,1093,1096],{},[43,1094,1095],{},"3300+ MCP server 注册中心","（业界最大之一）",[65,1098,1099,76,1102],{},[43,1100,1101],{},"CLI 一键安装",[34,1103,1104],{},"npx @smithery\u002Fcli install \u003Cserver> --client \u003Cclaude\u002Fcursor\u002Fwindsurf\u002Fcline\u002Fcodex>",[65,1106,1107,1110],{},[43,1108,1109],{},"三种部署","：远程托管 \u002F 本地分发 \u002F 自托管注册",[65,1112,1113,1116],{},[43,1114,1115],{},"多客户端兼容","：Claude Desktop \u002F Cursor \u002F Windsurf \u002F Cline \u002F Codex \u002F Continue 等",[65,1118,1119],{},[43,1120,1121],{},"TypeScript SDK + Python SDK（FastMCP v1\u002Fv2）",[65,1123,1124],{},[43,1125,1126],{},"STDIO + HTTP 传输",[65,1128,1129],{},[43,1130,1131],{},"安全扫描 + 版本管理 + 依赖解析",[65,1133,1134],{},[43,1135,1136],{},"社区评分 + reviews",[65,1138,1139,1142],{},[43,1140,1141],{},"分类浏览","：Development \u002F Productivity \u002F Data \u002F APIs",[65,1144,1145,1148],{},[43,1146,1147],{},"server 发布平台","：开发者 publish 自己的 server",[65,1150,1151,1154],{},[43,1152,1153],{},"基础分析","：调用量 \u002F 错误率",[65,1156,1157,1160],{},[43,1158,1159],{},"CLI 跨平台","：Win \u002F macOS \u002F Linux",[25,1162,158],{"id":158},[62,1164,1165,1170,1176,1182],{},[65,1166,1167,1169],{},[43,1168,779],{},"：$0；浏览全部 + 10 安装额度",[65,1171,1172,1175],{},[43,1173,1174],{},"Pro","：$19\u002Fmo；无限安装 + 自定义 server 托管 + 高级分析",[65,1177,1178,1181],{},[43,1179,1180],{},"Team","：$49\u002Fmo；SSO + 团队 server 注册",[65,1183,1184,1187],{},[43,1185,1186],{},"Hosted","：按用量；server 跑在 Smithery infra",[174,1189,1190],{},[30,1191,1192],{},"列出 server 永远免费、浏览永远免费；安装免费 server 有 10 次限额（Free 档）。Pro 主要解锁『无限安装 + 自定义 server 远程托管』。",[25,1194,1196],{"id":1195},"实测claude-desktop-5-个-server","实测（Claude Desktop + 5 个 server）",[30,1198,1199],{},[43,1200,187],{},[62,1202,1203,1206,1213,1216,1219,1226,1229],{},[65,1204,1205],{},"装 PostgreSQL \u002F GitHub \u002F Filesystem \u002F Slack \u002F Playwright server 全部 \u003C 30 秒",[65,1207,1208,1209,1212],{},"CLI 自动改 ",[34,1210,1211],{},"claude_desktop_config.json","，不用手写 JSON",[65,1214,1215],{},"远程托管让低配 Mac 也能跑重型 server",[65,1217,1218],{},"server 详情页有 README + 评分 + 示例 prompt，决策成本低",[65,1220,1221,1222,1225],{},"多客户端切换无痛（",[34,1223,1224],{},"--client cursor"," 换个 flag）",[65,1227,1228],{},"自托管 + 注册让企业既享发现又控运行",[65,1230,1231],{},"3300+ server 业界最广，长尾需求基本能找到",[30,1233,1234],{},[43,1235,221],{},[62,1237,1238,1241,1244,1247,1250,1253,1256,1259],{},[65,1239,1240],{},"2025-06 path traversal 漏洞（已修复，但提示要审 server）",[65,1242,1243],{},"server 质量参差，需自己看 GitHub star + 维护活跃度",[65,1245,1246],{},"部分 server 文档浅，参数靠猜",[65,1248,1249],{},"远程托管 server 偶有冷启动延迟",[65,1251,1252],{},"创作者无 monetization（开源情怀）",[65,1254,1255],{},"本地分发当前 TypeScript only",[65,1257,1258],{},"国内访问 Smithery infra 偶发慢",[65,1260,1261],{},"Free 档 10 次安装上限对长期用户太紧",[25,1263,1265],{"id":1264},"上手5-分钟","上手（5 分钟）",[258,1267,1269],{"className":260,"code":1268,"language":262,"meta":263,"style":263},"# 1. 安装 CLI\nnpm install -g @smithery\u002Fcli\n\n# 2. 搜索\nsmithery search postgres\n\n# 3. 装到 Claude Desktop\nsmithery install @modelcontextprotocol\u002Fserver-postgres --client claude\n\n# 4. 装到 Cursor\nsmithery install @modelcontextprotocol\u002Fserver-filesystem --client cursor\n\n# 5. 列出已装\nsmithery list --client claude\n\n# 发布自己的 server\nsmithery publish\n",[34,1270,1271,1276,1290,1294,1299,1308,1312,1317,1332,1336,1341,1355,1359,1364,1375,1379,1384],{"__ignoreMap":263},[267,1272,1273],{"class":269,"line":270},[267,1274,1275],{"class":273},"# 1. 安装 CLI\n",[267,1277,1278,1281,1284,1287],{"class":269,"line":277},[267,1279,1280],{"class":280},"npm",[267,1282,1283],{"class":284}," install",[267,1285,1286],{"class":288}," -g",[267,1288,1289],{"class":284}," @smithery\u002Fcli\n",[267,1291,1292],{"class":269,"line":308},[267,1293,318],{"emptyLinePlaceholder":317},[267,1295,1296],{"class":269,"line":314},[267,1297,1298],{"class":273},"# 2. 搜索\n",[267,1300,1301,1303,1306],{"class":269,"line":321},[267,1302,12],{"class":280},[267,1304,1305],{"class":284}," search",[267,1307,344],{"class":284},[267,1309,1310],{"class":269,"line":327},[267,1311,318],{"emptyLinePlaceholder":317},[267,1313,1314],{"class":269,"line":5},[267,1315,1316],{"class":273},"# 3. 装到 Claude Desktop\n",[267,1318,1319,1321,1323,1326,1329],{"class":269,"line":338},[267,1320,12],{"class":280},[267,1322,1283],{"class":284},[267,1324,1325],{"class":284}," @modelcontextprotocol\u002Fserver-postgres",[267,1327,1328],{"class":288}," --client",[267,1330,1331],{"class":284}," claude\n",[267,1333,1334],{"class":269,"line":347},[267,1335,318],{"emptyLinePlaceholder":317},[267,1337,1338],{"class":269,"line":356},[267,1339,1340],{"class":273},"# 4. 装到 Cursor\n",[267,1342,1343,1345,1347,1350,1352],{"class":269,"line":365},[267,1344,12],{"class":280},[267,1346,1283],{"class":284},[267,1348,1349],{"class":284}," @modelcontextprotocol\u002Fserver-filesystem",[267,1351,1328],{"class":288},[267,1353,1354],{"class":284}," cursor\n",[267,1356,1357],{"class":269,"line":374},[267,1358,318],{"emptyLinePlaceholder":317},[267,1360,1361],{"class":269,"line":383},[267,1362,1363],{"class":273},"# 5. 列出已装\n",[267,1365,1366,1368,1371,1373],{"class":269,"line":392},[267,1367,12],{"class":280},[267,1369,1370],{"class":284}," list",[267,1372,1328],{"class":288},[267,1374,1331],{"class":284},[267,1376,1377],{"class":269,"line":397},[267,1378,318],{"emptyLinePlaceholder":317},[267,1380,1381],{"class":269,"line":403},[267,1382,1383],{"class":273},"# 发布自己的 server\n",[267,1385,1386,1388],{"class":269,"line":409},[267,1387,12],{"class":280},[267,1389,1390],{"class":284}," publish\n",[30,1392,1393],{},"安装后重启 Claude \u002F Cursor \u002F Windsurf，MCP server 自动 spawn，模型即可调用。",[25,1395,611],{"id":611},[613,1397,1398,1416],{},[616,1399,1400],{},[619,1401,1402,1404,1406,1409,1412,1414],{},[622,1403,624],{},[622,1405,632],{},[622,1407,1408],{},"官方 MCP Registry",[622,1410,1411],{},"mcp.so",[622,1413,629],{},[622,1415,9],{},[637,1417,1418,1437,1453,1467,1486,1502,1517,1533,1548],{},[619,1419,1420,1423,1426,1429,1432,1434],{},[642,1421,1422],{},"server 数",[642,1424,1425],{},"3300+",[642,1427,1428],{},"命名空间验证",[642,1430,1431],{},"大目录",[642,1433,667],{},[642,1435,1436],{},"42+ DB",[619,1438,1439,1442,1445,1447,1449,1451],{},[642,1440,1441],{},"一键 CLI",[642,1443,1444],{},"✅ 旗舰",[642,1446,688],{},[642,1448,688],{},[642,1450,683],{},[642,1452,683],{},[619,1454,1455,1457,1459,1461,1463,1465],{},[642,1456,1074],{},[642,1458,713],{},[642,1460,688],{},[642,1462,688],{},[642,1464,713],{},[642,1466,754],{},[619,1468,1469,1472,1475,1478,1480,1483],{},[642,1470,1471],{},"多客户端配置",[642,1473,1474],{},"✅ 自动",[642,1476,1477],{},"❌ 手动",[642,1479,688],{},[642,1481,1482],{},"LC\u002FCrewAI\u002FAutogen",[642,1484,1485],{},"MCP",[619,1487,1488,1491,1493,1495,1497,1500],{},[642,1489,1490],{},"安全扫描",[642,1492,713],{},[642,1494,688],{},[642,1496,688],{},[642,1498,1499],{},"沙箱",[642,1501,688],{},[619,1503,1504,1506,1508,1511,1513,1515],{},[642,1505,754],{},[642,1507,713],{},[642,1509,1510],{},"✅ Docker",[642,1512,688],{},[642,1514,688],{},[642,1516,713],{},[619,1518,1519,1521,1523,1526,1528,1530],{},[642,1520,770],{},[642,1522,779],{},[642,1524,1525],{},"Free OSS",[642,1527,779],{},[642,1529,776],{},[642,1531,1532],{},"$0 OSS",[619,1534,1535,1538,1540,1542,1544,1546],{},[642,1536,1537],{},"创作者分成",[642,1539,688],{},[642,1541,688],{},[642,1543,688],{},[642,1545,688],{},[642,1547,688],{},[619,1549,1550,1552,1555,1558,1561,1563],{},[642,1551,786],{},[642,1553,1554],{},"日常装 \u002F 发现",[642,1556,1557],{},"命名空间权威",[642,1559,1560],{},"大目录浏览",[642,1562,650],{},[642,1564,1565],{},"DB 网关",[25,1567,801],{"id":801},[62,1569,1570,1580,1590,1596,1602,1608,1614,1619,1625,1631],{},[65,1571,1572,1575,1576,1579],{},[43,1573,1574],{},"server 来源审查","：优先 ",[34,1577,1578],{},"@modelcontextprotocol\u002F*"," 等官方组织",[65,1581,1582,1585,1586,1589],{},[43,1583,1584],{},"锁定版本","：生产环境 ",[34,1587,1588],{},"--version"," 锁定，不要 latest",[65,1591,1592,1595],{},[43,1593,1594],{},"隔离 token","：每个 server 用独立 OAuth scope \u002F API key",[65,1597,1598,1601],{},[43,1599,1600],{},"filesystem server 路径限制","：明确白名单目录，避免 path traversal",[65,1603,1604,1607],{},[43,1605,1606],{},"远程托管延迟","：高频调用用本地；低频用 hosted 省心",[65,1609,1610,1613],{},[43,1611,1612],{},"重启客户端","：装完必须重启 Claude Desktop \u002F Cursor，否则不加载",[65,1615,1616,1618],{},[43,1617,849],{},"：CLI 走 npm registry 国内偶发慢，用 cnpm \u002F 镜像",[65,1620,1621,1624],{},[43,1622,1623],{},"付费档","：Pro 主要换『无限安装 + 自定义 server hosting』，没此需求 Free 够",[65,1626,1627,1630],{},[43,1628,1629],{},"官方 Registry 双重发布","：发布到 Smithery 同时发到 modelcontextprotocol.io，覆盖更广",[65,1632,1633,1636],{},[43,1634,1635],{},"2025-06 漏洞","：CLI 升到最新版（已修复）",[25,1638,872],{"id":871},[62,1640,1641,1644,1647,1650,1653,1656,1659,1662,1665],{},[65,1642,1643],{},"✅ Claude Desktop \u002F Cursor \u002F Windsurf \u002F Cline \u002F Codex 用户",[65,1645,1646],{},"✅ 快速试 server 不愿手写 JSON",[65,1648,1649],{},"✅ MCP server 开发者要分发",[65,1651,1652],{},"✅ MCP 生态调研",[65,1654,1655],{},"✅ 团队共享 server 注册",[65,1657,1658],{},"❌ 极致安全 + 闭源（用官方 Registry \u002F 自建）",[65,1660,1661],{},"❌ 创作者要分成（Smithery 无 monetization）",[65,1663,1664],{},"❌ 非 TypeScript server 本地分发",[65,1666,1667],{},"❌ 完全离线 \u002F 内网（注册中心在公网）",[25,1669,906],{"id":906},[62,1671,1672,1676,1681],{},[65,1673,1674],{},[912,1675,919],{"href":16},[65,1677,1678],{},[912,1679,1680],{"href":1004},"MCP Toolbox 评测",[65,1682,1683],{},[912,1684,1685],{"href":1056},"Claude Desktop 评测",[25,1687,927],{"id":927},[929,1689,1690,1697,1704,1711,1718,1725],{},[65,1691,1692,1693],{},"Smithery 官网 + Pricing ",[912,1694,1695],{"href":1695,"rel":1696},"https:\u002F\u002Fsmithery.ai",[938],[65,1698,1699,1700],{},"Smithery CLI GitHub ",[912,1701,1702],{"href":1702,"rel":1703},"https:\u002F\u002Fgithub.com\u002Fsmithery-ai\u002Fcli",[938],[65,1705,1706,1707],{},"winnoai — Smithery Review 2026 + 4.0\u002F5 + 108 reviews ",[912,1708,1709],{"href":1709,"rel":1710},"https:\u002F\u002Fwinnoai.com\u002Fen\u002Ftools\u002Fsmithery",[938],[65,1712,1713,1714],{},"MCPize — Smithery Complete Guide 2026 + 3305 server + path traversal 漏洞 ",[912,1715,1716],{"href":1716,"rel":1717},"https:\u002F\u002Fmcpize.com\u002Falternatives\u002Fsmithery",[938],[65,1719,1720,1721],{},"Augment Code — Official MCP Registry 对比 ",[912,1722,1723],{"href":1723,"rel":1724},"https:\u002F\u002Fwww.augmentcode.com\u002Fmcp\u002Fmcp-registry",[938],[65,1726,1727,1728],{},"CallSphere — MCP Registry Catalogs 2026 (Smithery vs mcp.so) ",[912,1729,1730],{"href":1730,"rel":1731},"https:\u002F\u002Fcallsphere.ai\u002Fblog\u002Fvw4g-mcp-registry-catalogs-smithery-mcp-so-comparison-2026",[938],[968,1733,1734],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":1736},[1737,1738,1739,1740,1741,1742,1743,1744,1745,1746],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":1195,"depth":277,"text":1196},{"id":1264,"depth":277,"text":1265},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fsmithery.webp","Smithery.ai 真实评测：MCP server 的『npm registry』，2024 年成立，2026 年已收录 3300+ MCP server。差异点：一键 CLI 安装到 Claude Desktop \u002F Cursor \u002F Windsurf \u002F Cline \u002F Codex 等 MCP 客户端 + 远程托管（Smithery infra 自动扩缩）+ 本地分发（TypeScript bundle）+ 自托管注册 + TypeScript \u002F Python SDK（FastMCP v1\u002Fv2）+ STDIO\u002FHTTP 传输 + 安全扫描 + 社区评分。",[1750,1753,1756,1759],{"q":1751,"a":1752},"Smithery 解决什么问题？","MCP（Model Context Protocol）是 Anthropic 2024 开源的标准，让 AI 模型通过统一协议调用外部工具。问题是每个 MCP server 要单独 clone \u002F 配 npm \u002F 改 Claude Desktop JSON \u002F 启动——每接一个 server 要 10-20 分钟。Smithery 做三件事：(1) Registry：收录 3300+ MCP server，按类别 \u002F 评分搜索；(2) 一键安装 CLI：`npx @smithery\u002Fcli install \u003Cserver> --client claude` 自动改 Claude\u002FCursor\u002FWindsurf 配置文件；(3) 远程托管：把 server 跑在 Smithery infra，AI 客户端用 HTTP 直连，无需本地 Node.js。",{"q":1754,"a":1755},"和 mcp.so \u002F 官方 MCP Registry \u002F Glama \u002F PulseMCP 怎么选？","2026 年 MCP 注册中心已经四分天下：(1) 官方 MCP Registry（modelcontextprotocol.io）= 命名空间验证 + REST API，6.6K star，权威但没有一键安装；(2) Smithery = 一键 CLI + 远程托管 + 3300+ server，体验最好但创作者不分成；(3) mcp.so \u002F Glama = 大目录，无 CLI 集成；(4) PulseMCP = 偏新闻 + 趋势。日常装 server 用 Smithery，发布到官方注册中心扩大影响力。",{"q":1757,"a":1758},"Smithery 装的 server 安全吗？","Smithery 本身只做索引 + CLI 安装，server 代码是社区上传。2025-06 GitGuardian 披露过 Smithery 平台 path traversal 漏洞（已修复）。建议：(1) 只装 star 多 \u002F 社区评分高的 server；(2) 看 GitHub repo 是否来自官方组织（如 `@modelcontextprotocol\u002F*`）；(3) 生产环境用自托管 + 锁定版本 + 启动前 audit；(4) 启用 Smithery 安全扫描 + Pro 档的 server 审核报告。",{"q":1760,"a":1761},"和 Composio \u002F MCP Toolbox 怎么选？","Smithery = 『去哪儿找 MCP server + 一键装』；Composio = 『1000+ SaaS 工具 + 托管 OAuth + 多框架』；MCP Toolbox = 『42+ 数据源 + 连接池 + IAM』。三者互补：用 Smithery 找 server \u002F Composio 集成 SaaS \u002F Toolbox 接数据库。Claude Desktop \u002F Cursor 用户日常先装 Smithery；生产 agent 平台叠加 Composio + Toolbox。",[1002],{},[1007,1008,1009,1765],"web",[1767,1770,1774,1778],{"plan":779,"price":773,"features":1768,"notes":1769},"浏览全部 server + 10 安装额度 + 基础分析 + 社区支持","学习 \u002F 试水",{"plan":1174,"price":1771,"features":1772,"notes":1773},"$19\u002Fmo","无限安装 + 高级分析 + 优先支持 + 自定义 server 托管","个人开发者",{"plan":1180,"price":1775,"features":1776,"notes":1777},"$49\u002Fmo","团队管理 + 共享 server 注册 + SSO + 专属支持","团队部署",{"plan":1186,"price":1779,"features":1780,"notes":1781},"按用量","Smithery 远程托管 server + 自动扩缩 + 监控","生产 server","免费浏览 + 免费列出 \u002F Pro $19\u002Fmo 无限安装 \u002F Team $49\u002Fmo \u002F 托管按用量",[1784],{"name":1785,"url":1786},"MCP server 选型与安装 SOP","\u002Fplaybook\u002Fonboarding\u002Fmcp-server-selection",{"power":314,"ux":314,"price":321,"cn_support":308,"stability":308},{"title":632,"description":1748},"agent\u002Fprotocol\u002Fsmithery",[1791,1793,1795,1797,1799,1801],{"name":1792,"url":1695,"accessed":1029},"Smithery 官网",{"name":1794,"url":1702,"accessed":1029},"Smithery CLI GitHub",{"name":1796,"url":1709,"accessed":1029},"winnoai — Smithery Review 2026 + 4.0\u002F5 + 108",{"name":1798,"url":1716,"accessed":1029},"MCPize — Smithery Complete Guide 2026",{"name":1800,"url":1723,"accessed":1029},"Augment Code — Official MCP Registry",{"name":1802,"url":1730,"accessed":1029},"CallSphere — MCP Registry Catalogs 2026","tools\u002Fagent\u002Fprotocol\u002Fsmithery","MCP server 注册中心——3300+ server + 一键安装 + 远程托管 + CLI + 多客户端",[1041,983,1806,1807,1044],"server-registry","marketplace","MCP 生态的 npm + 一键安装器。3300+ server 业界最广，找 server 用它没毛病。但 server 质量参差，生产用要自己审 + 注意 2025-06 的 path traversal 漏洞史。","UHhUFNFgrJVRUTGLlEZEJu9Zc3sbIT8xBbXCj-dWo7c",{"id":1811,"title":1812,"alternatives":1813,"api_compatible":20,"body":1821,"category":2483,"chinese_friendly":308,"cover":2484,"description":2485,"domestic":986,"extension":987,"faq":2486,"free":986,"github":20,"languages":2499,"meta":2500,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":2501,"pillar":1005,"platforms":2502,"priceTable":2503,"pricing":2521,"published":1018,"relatedPlaybooks":2522,"relatedReviews":20,"score":2526,"self_host":986,"seo":2527,"slug":2528,"sources":2529,"stem":2542,"suitable":20,"tagline":2543,"tags":2544,"updated":1029,"verdict":2548,"website":2431,"__hash__":2549},"tools\u002Ftools\u002Fagent\u002Fskills\u002Fclaude-skills.md","Claude Skills",[1814,1817,1820],{"name":1815,"url":1816},"cursor-rules-hub","\u002Ftools\u002Fagent\u002Fskills\u002Fcursor-rules-hub",{"name":1818,"url":1819},"gpt-store","\u002Ftools\u002Fagent\u002Fskills\u002Fgpt-store",{"name":1055,"url":1056},{"type":22,"value":1822,"toc":2471},[1823,1825,1844,1847,1849,1930,1932,1963,1968,1972,1976,2002,2006,2032,2036,2044,2049,2137,2140,2142,2303,2305,2373,2375,2404,2406,2422,2424,2468],[25,1824,28],{"id":27},[30,1826,1827,1828,1831,1832,1835,1836,1839,1840,1843],{},"Claude Skills 是 Anthropic 推出的 Agent 能力系统：一个 SKILL.md 文件 = 一组能力，Claude 看到匹配任务自动按需加载，不污染 context。配合 2026-03-06 上线的 ",[43,1829,1830],{},"Claude Marketplace","（B2B 企业版『App Store』，首批 Snowflake \u002F GitLab \u002F Harvey AI \u002F Replit \u002F Rogo \u002F Lovable Labs，Anthropic ",[43,1833,1834],{},"零佣金","），构成 Anthropic 在 Agent 能力分发上的双层架构：(1) ",[43,1837,1838],{},"协议层","：SKILL.md 跨 Claude \u002F Cursor \u002F Codex CLI \u002F Windsurf \u002F Copilot \u002F MCP 兼容工具；(2) ",[43,1841,1842],{},"分发层","：Claude Marketplace 让企业用已有 Anthropic 年度承诺额度直接采购第三方 Claude-powered 软件。",[30,1845,1846],{},"适合：Claude Code \u002F Claude Desktop 用户；要复用 Agent 工作流的团队；要写一份能力跑多工具的（SKILL.md 跨平台）；企业有 Anthropic 承诺额度想统一 AI 采购。不适合：纯非 Claude 栈 + 不想学 SKILL.md（用 .cursorrules）；C 端 monetize（用 GPT Store）；要 100% 控制 + 闭源 + 自托管（自己用 prompt + RAG）。",[25,1848,60],{"id":60},[62,1850,1851,1857,1863,1877,1883,1889,1894,1900,1906,1912,1918,1924],{},[65,1852,1853,1856],{},[43,1854,1855],{},"SKILL.md 协议","：一个目录 = 一个 Skill，YAML frontmatter + Markdown 步骤",[65,1858,1859,1862],{},[43,1860,1861],{},"按需加载","：Claude 看到匹配任务才注入，不污染 context",[65,1864,1865,76,1868,88,1871,88,1874],{},[43,1866,1867],{},"支持脚本 + 模板 + 参考",[34,1869,1870],{},"scripts\u002F",[34,1872,1873],{},"templates\u002F",[34,1875,1876],{},"references\u002F",[65,1878,1879,1882],{},[43,1880,1881],{},"触发条件","：description + 关键词，Claude 自主判断",[65,1884,1885,1888],{},[43,1886,1887],{},"跨工具开放","：SKILL.md 标准跑在 Cursor \u002F Codex CLI \u002F Windsurf \u002F Copilot \u002F MCP",[65,1890,1891,1893],{},[43,1892,1830],{},"（2026-03）：企业承诺额度采购第三方 Claude 软件，零佣金",[65,1895,1896,1899],{},[43,1897,1898],{},"首批合作伙伴","：Snowflake \u002F GitLab \u002F Harvey AI \u002F Replit \u002F Rogo \u002F Lovable Labs",[65,1901,1902,1905],{},[43,1903,1904],{},"企业能力","：SSO \u002F audit \u002F 私有 Skills \u002F 高 context",[65,1907,1908,1911],{},[43,1909,1910],{},"Claude Code 集成","：Claude Code 自带 skill 系统",[65,1913,1914,1917],{},[43,1915,1916],{},"社区共享","：GitHub + skills-hub.ai 等聚合（4400+ rules\u002Fskills）",[65,1919,1920,1923],{},[43,1921,1922],{},"可 git 版本化","：Skill 就是代码仓库",[65,1925,1926,1929],{},[43,1927,1928],{},"diff \u002F review 友好","：能力变更走 PR 流程",[25,1931,158],{"id":158},[62,1933,1934,1940,1946,1952,1958],{},[65,1935,1936,1939],{},[43,1937,1938],{},"Claude Free","：$0",[65,1941,1942,1945],{},[43,1943,1944],{},"Claude Pro","：$20\u002Fmo（个人 Skills 库）",[65,1947,1948,1951],{},[43,1949,1950],{},"Claude Team","：$30\u002Fseat\u002Fmo（团队共享）",[65,1953,1954,1957],{},[43,1955,1956],{},"Claude Enterprise","：联系销售（SSO + audit + 私有）",[65,1959,1960,1962],{},[43,1961,1830],{},"：承诺额度抵扣，Anthropic 零佣金",[174,1964,1965],{},[30,1966,1967],{},"Anthropic 2026 公开数据：run-rate revenue $14B，年增长 10x，年度花费 $100k+ 客户数同比 7x。Marketplace 是这群企业的采购统一入口。",[25,1969,1971],{"id":1970},"实测claude-code-自定义-skill","实测（Claude Code + 自定义 Skill）",[30,1973,1974],{},[43,1975,187],{},[62,1977,1978,1981,1984,1987,1990,1993,1996,1999],{},[65,1979,1980],{},"5 分钟写一个 deploy-to-vercel skill，Claude 看到『部署』自动加载",[65,1982,1983],{},"按需加载比 .cursorrules 全局注入省 30-50% token",[65,1985,1986],{},"Skill 可附 scripts + templates + references，复杂任务一站式",[65,1988,1989],{},"SKILL.md 标准在 Cursor \u002F Codex CLI 也能消费，跨工具复用",[65,1991,1992],{},"Claude Marketplace 让企业采购 AI 软件不用走 procurement",[65,1994,1995],{},"Snowflake \u002F GitLab \u002F Harvey AI 等大客户背书 = 生态正在成熟",[65,1997,1998],{},"git diff 友好，PR review 能力变更",[65,2000,2001],{},"社区已有 skills-hub.ai 等聚合，4400+ rules\u002Fskills 可选",[30,2003,2004],{},[43,2005,221],{},[62,2007,2008,2011,2014,2017,2020,2023,2026,2029],{},[65,2009,2010],{},"SKILL.md 协议官方文档仍在演化，cutting-edge feature 偶有 breaking change",[65,2012,2013],{},"触发逻辑黑盒——Skill 偶尔不被加载，要靠 description 关键词调优",[65,2015,2016],{},"中文 SKILL.md 触发偶发漏，关键词加英文 fallback 更稳",[65,2018,2019],{},"Claude Marketplace 当前 limited preview，国内企业暂无法采购",[65,2021,2022],{},"国内访问 Claude 仍受限，需正规渠道",[65,2024,2025],{},"Skill 之间冲突时优先级文档不清",[65,2027,2028],{},"企业 audit log 在 Pro 档不全",[65,2030,2031],{},"跨工具兼容性差异：Cursor 对 globs 友好，Codex 对 always-attached 友好",[25,2033,2035],{"id":2034},"上手5-分钟写一个-skill","上手（5 分钟写一个 Skill）",[258,2037,2042],{"className":2038,"code":2040,"language":2041},[2039],"language-text","my-skills\u002F\n  deploy-to-vercel\u002F\n    SKILL.md\n    scripts\u002F\n      deploy.sh\n    templates\u002F\n      vercel.json\n","text",[34,2043,2040],{"__ignoreMap":263},[30,2045,2046,76],{},[34,2047,2048],{},"SKILL.md",[258,2050,2054],{"className":2051,"code":2052,"language":2053,"meta":263,"style":263},"language-markdown shiki shiki-themes github-light github-dark","---\nname: deploy-to-vercel\ndescription: Deploy a Nuxt \u002F Next project to Vercel production\ntriggers: [\"deploy to vercel\", \"部署到 Vercel\", \"vercel prod\"]\n---\n\n## When to use\nUser asks to deploy a Nuxt\u002FNext project to Vercel production.\n\n## Steps\n1. Verify `vercel.json` exists (use `templates\u002Fvercel.json` if missing).\n2. Run `pnpm build && vercel --prod`.\n3. Return deployment URL + log tail.\n\n## Pitfalls\n- 不要在 dev server 运行时 build（FSWatcher 冲突）。\n- 检查 `NUXT_PUBLIC_*` 环境变量是否在 Vercel project 配置。\n","markdown",[34,2055,2056,2061,2066,2071,2076,2080,2084,2089,2094,2098,2103,2108,2113,2118,2122,2127,2132],{"__ignoreMap":263},[267,2057,2058],{"class":269,"line":270},[267,2059,2060],{},"---\n",[267,2062,2063],{"class":269,"line":277},[267,2064,2065],{},"name: deploy-to-vercel\n",[267,2067,2068],{"class":269,"line":308},[267,2069,2070],{},"description: Deploy a Nuxt \u002F Next project to Vercel production\n",[267,2072,2073],{"class":269,"line":314},[267,2074,2075],{},"triggers: [\"deploy to vercel\", \"部署到 Vercel\", \"vercel prod\"]\n",[267,2077,2078],{"class":269,"line":321},[267,2079,2060],{},[267,2081,2082],{"class":269,"line":327},[267,2083,318],{"emptyLinePlaceholder":317},[267,2085,2086],{"class":269,"line":5},[267,2087,2088],{},"## When to use\n",[267,2090,2091],{"class":269,"line":338},[267,2092,2093],{},"User asks to deploy a Nuxt\u002FNext project to Vercel production.\n",[267,2095,2096],{"class":269,"line":347},[267,2097,318],{"emptyLinePlaceholder":317},[267,2099,2100],{"class":269,"line":356},[267,2101,2102],{},"## Steps\n",[267,2104,2105],{"class":269,"line":365},[267,2106,2107],{},"1. Verify `vercel.json` exists (use `templates\u002Fvercel.json` if missing).\n",[267,2109,2110],{"class":269,"line":374},[267,2111,2112],{},"2. Run `pnpm build && vercel --prod`.\n",[267,2114,2115],{"class":269,"line":383},[267,2116,2117],{},"3. Return deployment URL + log tail.\n",[267,2119,2120],{"class":269,"line":392},[267,2121,318],{"emptyLinePlaceholder":317},[267,2123,2124],{"class":269,"line":397},[267,2125,2126],{},"## Pitfalls\n",[267,2128,2129],{"class":269,"line":403},[267,2130,2131],{},"- 不要在 dev server 运行时 build（FSWatcher 冲突）。\n",[267,2133,2134],{"class":269,"line":409},[267,2135,2136],{},"- 检查 `NUXT_PUBLIC_*` 环境变量是否在 Vercel project 配置。\n",[30,2138,2139],{},"Claude 看到『部署到 Vercel』自动加载这个 Skill 并按 Steps 执行。",[25,2141,611],{"id":611},[613,2143,2144,2161],{},[616,2145,2146],{},[619,2147,2148,2150,2152,2155,2158],{},[622,2149,624],{},[622,2151,1812],{},[622,2153,2154],{},"Cursor Rules",[622,2156,2157],{},"GPT Custom GPT",[622,2159,2160],{},"LangChain Tool",[637,2162,2163,2180,2196,2212,2228,2242,2255,2272,2287],{},[619,2164,2165,2168,2171,2174,2177],{},[642,2166,2167],{},"加载方式",[642,2169,2170],{},"按需",[642,2172,2173],{},"全局注入",[642,2175,2176],{},"永久驻留",[642,2178,2179],{},"代码注册",[619,2181,2182,2185,2188,2191,2194],{},[642,2183,2184],{},"context 污染",[642,2186,2187],{},"低",[642,2189,2190],{},"高",[642,2192,2193],{},"中",[642,2195,683],{},[619,2197,2198,2201,2204,2207,2210],{},[642,2199,2200],{},"跨工具",[642,2202,2203],{},"✅ SKILL.md 标准",[642,2205,2206],{},"Cursor only",[642,2208,2209],{},"ChatGPT only",[642,2211,749],{},[619,2213,2214,2217,2220,2222,2225],{},[642,2215,2216],{},"写法",[642,2218,2219],{},"Markdown",[642,2221,2219],{},[642,2223,2224],{},"图形 + 自然语言",[642,2226,2227],{},"Python",[619,2229,2230,2233,2235,2237,2240],{},[642,2231,2232],{},"模板 + 脚本",[642,2234,713],{},[642,2236,688],{},[642,2238,2239],{},"Knowledge 文件",[642,2241,732],{},[619,2243,2244,2247,2249,2251,2253],{},[642,2245,2246],{},"git 友好",[642,2248,713],{},[642,2250,713],{},[642,2252,688],{},[642,2254,713],{},[619,2256,2257,2260,2263,2266,2269],{},[642,2258,2259],{},"企业分发",[642,2261,2262],{},"✅ Marketplace",[642,2264,2265],{},"团队同步",[642,2267,2268],{},"GPT Store",[642,2270,2271],{},"自建",[619,2273,2274,2276,2279,2282,2285],{},[642,2275,770],{},[642,2277,2278],{},"$20\u002Fmo",[642,2280,2281],{},"Cursor $20\u002Fmo",[642,2283,2284],{},"ChatGPT Plus $20",[642,2286,165],{},[619,2288,2289,2291,2294,2297,2300],{},[642,2290,786],{},[642,2292,2293],{},"Claude + 跨工具",[642,2295,2296],{},"Cursor 项目",[642,2298,2299],{},"C 端 GPT",[642,2301,2302],{},"LC 项目",[25,2304,801],{"id":801},[62,2306,2307,2313,2319,2325,2331,2337,2350,2356,2361,2367],{},[65,2308,2309,2312],{},[43,2310,2311],{},"description 写关键词","：中文 + 英文 + 同义词都列，提高触发率",[65,2314,2315,2318],{},[43,2316,2317],{},"Skill 粒度","：一个 Skill 解决一类任务，过粗 \u002F 过细都降效",[65,2320,2321,2324],{},[43,2322,2323],{},"triggers 字段","：明确高频触发词，减少黑盒",[65,2326,2327,2330],{},[43,2328,2329],{},"scripts 幂等","：可重跑不副作用",[65,2332,2333,2336],{},[43,2334,2335],{},"templates 完整","：让 Skill 自给自足，不依赖外部",[65,2338,2339,2342,2343,88,2346,2349],{},[43,2340,2341],{},"冲突优先级","：同类 Skill 用不同 name 前缀（",[34,2344,2345],{},"vercel-",[34,2347,2348],{},"netlify-","）",[65,2351,2352,2355],{},[43,2353,2354],{},"企业 audit","：Pro 档 audit 不全，要 Enterprise",[65,2357,2358,2360],{},[43,2359,849],{},"：Claude 走正规渠道；Marketplace 暂时国内不可用",[65,2362,2363,2366],{},[43,2364,2365],{},"跨工具发布","：用 skills-hub.ai 等聚合分发到 Cursor \u002F Codex",[65,2368,2369,2372],{},[43,2370,2371],{},"不要藏密钥","：SKILL.md 仓库 review 时容易泄露",[25,2374,872],{"id":871},[62,2376,2377,2380,2383,2386,2389,2392,2395,2398,2401],{},[65,2378,2379],{},"✅ Claude Code \u002F Claude Desktop 用户",[65,2381,2382],{},"✅ 要写一份能力跑多工具",[65,2384,2385],{},"✅ 团队 Agent 工作流共享",[65,2387,2388],{},"✅ 企业有 Anthropic 承诺额度",[65,2390,2391],{},"✅ 能力 git 版本化 + PR review",[65,2393,2394],{},"❌ 纯非 Claude 栈 + 不学 SKILL.md",[65,2396,2397],{},"❌ C 端 monetize（GPT Store）",[65,2399,2400],{},"❌ 100% 闭源 + 完全自托管",[65,2402,2403],{},"❌ 不写 Markdown 的非技术用户",[25,2405,906],{"id":906},[62,2407,2408,2413,2418],{},[65,2409,2410],{},[912,2411,2412],{"href":1816},"Cursor Rules Hub 评测",[65,2414,2415],{},[912,2416,2417],{"href":1819},"GPT Store 评测",[65,2419,2420],{},[912,2421,1685],{"href":1056},[25,2423,927],{"id":927},[929,2425,2426,2433,2440,2447,2454,2461],{},[65,2427,2428,2429],{},"Claude Skills 官方文档 ",[912,2430,2431],{"href":2431,"rel":2432},"https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fagents\u002Fskills",[938],[65,2434,2435,2436],{},"TNW — Anthropic launches marketplace 2026-03-07（零佣金、Snowflake\u002FHarvey\u002FReplit） ",[912,2437,2438],{"href":2438,"rel":2439},"https:\u002F\u002Fthenextweb.com\u002Fnews\u002Fanthropic-marketplace-claude-enterprise-software",[938],[65,2441,2442,2443],{},"DigitalCommerce360 — Anthropic launches Claude B2B marketplace 2026-03-16 ",[912,2444,2445],{"href":2445,"rel":2446},"https:\u002F\u002Fwww.digitalcommerce360.com\u002F2026\u002F03\u002F16\u002Fanthropic-launches-claude-b2b-marketplace-enterprise-ai-applications",[938],[65,2448,2449,2450],{},"SaaSSentinel — Marketplace launched 2026-03-06（首批 6 partners + $14B run-rate） ",[912,2451,2452],{"href":2452,"rel":2453},"https:\u002F\u002Fsaassentinel.com\u002F2026\u002F03\u002F07\u002Fanthropic-launches-claude-marketplace-to-streamline-enterprise-ai-procurement",[938],[65,2455,2456,2457],{},"SiliconANGLE — Claude Marketplace 第三方云服务 ",[912,2458,2459],{"href":2459,"rel":2460},"https:\u002F\u002Fsiliconangle.com\u002F2026\u002F03\u002F06\u002Fanthropic-launches-claude-marketplace-third-party-cloud-services",[938],[65,2462,2463,2464],{},"skills-hub.ai — Cursor rules vs Skills 对比 + SKILL.md 跨工具 + 4400+ 库 ",[912,2465,2466],{"href":2466,"rel":2467},"https:\u002F\u002Fskills-hub.ai\u002Fcursor-rules",[938],[968,2469,2470],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":2472},[2473,2474,2475,2476,2477,2478,2479,2480,2481,2482],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":1970,"depth":277,"text":1971},{"id":2034,"depth":277,"text":2035},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"skills","\u002Fimg\u002Ftools\u002Fclaude-skills.webp","Claude Skills 真实评测：Anthropic Agent 能力系统——一个 SKILL.md 文件定义一组能力，Claude 看到任务自动按需加载，不污染 context。2026-03-06 Anthropic 进一步推出 Claude Marketplace（B2B 企业版『App Store』），首批伙伴含 Snowflake \u002F GitLab \u002F Harvey AI \u002F Replit \u002F Rogo \u002F Lovable，企业可用已有 Anthropic 承诺额度直接采购，零佣金。Skills 协议开放（SKILL.md 标准也跑在 Cursor \u002F Codex \u002F Windsurf \u002F Copilot 等 MCP 兼容工具上）。",[2487,2490,2493,2496],{"q":2488,"a":2489},"Claude Skills 解决什么问题？","传统 Agent 能力 = Python function + tool registration（LangChain \u002F AutoGPT），门槛高、不可移植、改一处要重启代码。Claude Skills 把『能力』降维到 Markdown：一个目录 = 一个 Skill，`SKILL.md` 描述触发条件 + 步骤 + 模板 + 脚本，Claude 看到匹配任务自动加载，不污染 context（按需注入而非一次性塞满）。意义：(1) 非程序员也能写能力；(2) 能力可 git diff \u002F code review；(3) 跨项目复用；(4) 社区可共享。已演化成开放 Agent Skills 标准，Cursor \u002F Codex CLI \u002F Windsurf \u002F Copilot \u002F MCP 兼容工具也能消费。",{"q":2491,"a":2492},"Claude Marketplace 是什么？跟 Skills 什么关系？","Claude Marketplace 是 Anthropic 2026-03-06 上线的 B2B 企业市场，首批伙伴 Snowflake \u002F GitLab \u002F Harvey AI \u002F Replit \u002F Rogo \u002F Lovable Labs。企业可用已有 Anthropic 年度承诺额度（六七位数）直接采购『Claude-powered 软件』，Anthropic **零佣金**（与 AWS \u002F Azure marketplace 30% 抽成形成对比）。它解决的不是消费者『装 GPT』，而是企业采购：把 Claude 订阅 + 第三方 AI 软件合并到一个采购流，省 procurement 周期。Skills 是底层能力协议，Marketplace 是上层企业分发渠道。两者构成 Anthropic 的 B2B 生态护城河。",{"q":2494,"a":2495},"Skills 和 MCP 是什么关系？","MCP 是『外部工具接入协议』（让模型调 API \u002F DB），Skills 是『能力描述协议』（教模型怎么做某类任务）。两者互补：MCP 提供原料（数据 \u002F 操作），Skills 提供菜谱（步骤 \u002F 模板 \u002F 经验）。一个 deploy-to-vercel Skill 可能依赖 filesystem MCP server（读 vercel.json）+ shell MCP server（跑 vercel CLI）。生产 Agent 一般同时用 Skills（顶层能力）+ MCP（底层工具）。",{"q":2497,"a":2498},"和 Cursor Rules \u002F GPT Store Custom GPT 怎么选？","Cursor Rules = 全局 prompt 注入（每次对话都带，污染 context），Skills = 按需加载（更高效），GPT Store = ChatGPT 内的 Custom GPT（图形界面 + Actions）。决策：(1) Cursor 用户 + 项目级规范 → .cursorrules；(2) 跨工具 + Markdown 写法 + 按需加载 → SKILL.md；(3) 非技术用户 + 想 monetize → GPT Store。SKILL.md 标准化路线最长远（跨 Cursor \u002F Codex \u002F Windsurf \u002F Copilot \u002F MCP）。",[1002],{},"\u002Ftools\u002Fagent\u002Fskills\u002Fclaude-skills",[1765,1007,1008,1009],[2504,2507,2509,2513,2517],{"plan":1938,"price":773,"features":2505,"notes":2506},"基础 Claude + 公共 Skills","试水",{"plan":1944,"price":2278,"features":2508,"notes":1773},"全模型 + 个人 Skills 库 + Projects",{"plan":1950,"price":2510,"features":2511,"notes":2512},"$30\u002Fseat","团队共享 Skills + 协作 + 集中计费","5-200 人团队",{"plan":1956,"price":2514,"features":2515,"notes":2516},"联系销售","SSO + audit + 私有 Skills + 高 context","大客户",{"plan":1830,"price":2518,"features":2519,"notes":2520},"承诺额度抵扣","企业从 Snowflake \u002F GitLab \u002F Harvey \u002F Replit 等买 Claude-powered 软件","Anthropic 零佣金","随 Claude 订阅 \u002F API 计费；Claude Marketplace 企业承诺额度抵扣",[2523],{"name":2524,"url":2525},"Agent 能力分发：SKILL.md \u002F .cursorrules \u002F GPT 选型","\u002Fplaybook\u002Fonboarding\u002Fagent-skill-distribution",{"power":321,"ux":314,"price":314,"cn_support":308,"stability":314},{"title":1812,"description":2485},"agent\u002Fskills\u002Fclaude-skills",[2530,2532,2534,2536,2538,2540],{"name":2531,"url":2431,"accessed":1029},"Claude Skills 官方文档",{"name":2533,"url":2438,"accessed":1029},"TNW — Anthropic launches Marketplace 2026-03-07",{"name":2535,"url":2445,"accessed":1029},"DigitalCommerce360 — Claude B2B marketplace",{"name":2537,"url":2452,"accessed":1029},"SaaSSentinel — Anthropic Marketplace launched 2026-03-06",{"name":2539,"url":2459,"accessed":1029},"SiliconANGLE — Claude Marketplace 第三方云服务",{"name":2541,"url":2466,"accessed":1029},"skills-hub.ai — Cursor rules vs skills 对比 + SKILL.md 跨工具","tools\u002Fagent\u002Fskills\u002Fclaude-skills","Anthropic Agent 能力系统 + Claude Marketplace（2026-03 上线）：SKILL.md 即能力，企业一站式分发",[2483,2545,2546,2547,1807,1041],"agent-capability","anthropic","claude","Claude Skills 是 Agent 能力的『函数定义 + 按需加载』。SKILL.md 协议 + 2026-03 上线的 Claude Marketplace 让 Anthropic 在 Agent 能力分发上从 Claude only 走向跨工具开放标准。Claude 生态必试；非 Claude 用户也可借鉴 SKILL.md 写法。","dw7goyjElHDqNwVZ3vD6s5efAQqOiXbFKlHPq7_87b0",{"id":2551,"title":2552,"alternatives":2553,"api_compatible":20,"body":2560,"category":2483,"chinese_friendly":308,"cover":3264,"description":3265,"domestic":986,"extension":987,"faq":3266,"free":986,"github":3221,"languages":3279,"meta":3281,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":1816,"pillar":1005,"platforms":3282,"priceTable":3283,"pricing":3293,"published":1018,"relatedPlaybooks":3294,"relatedReviews":20,"score":3298,"self_host":986,"seo":3299,"slug":3300,"sources":3301,"stem":3314,"suitable":20,"tagline":3315,"tags":3316,"updated":1029,"verdict":3320,"website":3214,"__hash__":3321},"tools\u002Ftools\u002Fagent\u002Fskills\u002Fcursor-rules-hub.md","Cursor Rules Hub",[2554,2556,2557],{"name":2555,"url":2501},"claude-skills",{"name":1818,"url":1819},{"name":2558,"url":2559},"cursor","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",{"type":22,"value":2561,"toc":3252},[2562,2564,2599,2602,2604,2683,2685,2699,2703,2707,2737,2741,2781,2785,2790,2796,2801,2873,2878,2935,2937,3074,3076,3156,3158,3187,3189,3205,3207,3250],[25,2563,28],{"id":27},[30,2565,2566,2567,2570,2571,2574,2575,2578,2579,2582,2583,2586,2587,2590,2591,2594,2595,2598],{},"Cursor Rules Hub 是聚合社区驱动的 .cursorrules \u002F .mdc 共享平台总称，三个最常用入口：(1) ",[43,2568,2569],{},"cursor.directory","（官方风格目录，浏览 + 复制）；(2) ",[43,2572,2573],{},"awesome-cursorrules","（PatrickJS 维护的 GitHub 大目录，PR 投稿）；(3) ",[43,2576,2577],{},"skills-hub.ai","（4400+ rules+skills + ",[34,2580,2581],{},"npx @skills-hub-ai\u002Fcli install"," 一键装 + ",[34,2584,2585],{},".skills.json"," lockfile + 安全扫描 + 兼容 SKILL.md 跨工具）。2026 重大变化：Cursor 官方推荐 ",[34,2588,2589],{},".cursor\u002Frules\u002F*.mdc","（多文件 + globs scope + 四种激活模式）取代 legacy ",[34,2592,2593],{},".cursorrules","；同时要警惕 Cursor 3.1.x ",[34,2596,2597],{},"alwaysApply: true"," 偶发不生效 bug。",[30,2600,2601],{},"适合：Cursor \u002F Windsurf 用户；想让 AI 遵守项目栈规范的；monorepo \u002F 多栈项目（需要 path-scoped rules）；想学别人怎么写 rules 的；团队复用规范的。不适合：纯非 Cursor 栈（用 SKILL.md \u002F Claude Skills）；500 字以内的极简项目（手写即可）；完全保密 + 闭源 + 自定 rules 引擎的（不需要市场）。",[25,2603,60],{"id":60},[62,2605,2606,2611,2616,2624,2630,2635,2641,2647,2656,2662,2667,2677],{},[65,2607,2608,2610],{},[43,2609,2569],{},"：官方风格浏览 + 复制 + 框架\u002F语言\u002F角色分类",[65,2612,2613,2615],{},[43,2614,2573],{},"：GitHub 大目录 + 24K+ star + PR 投稿",[65,2617,2618,76,2621],{},[43,2619,2620],{},"skills-hub.ai CLI",[34,2622,2623],{},"npx @skills-hub-ai\u002Fcli install \u003Cslug> --target cursor",[65,2625,2626,2629],{},[43,2627,2628],{},"lockfile（.skills.json）","：团队复现同版本 rules",[65,2631,2632,2634],{},[43,2633,1490],{},"：自动检测 rules 中的危险指令",[65,2636,2637,2640],{},[43,2638,2639],{},"SKILL.md 跨工具","：同一 skill 跑 Cursor \u002F Codex CLI \u002F Windsurf \u002F Copilot \u002F MCP",[65,2642,2643,2646],{},[43,2644,2645],{},"格式自动适配","：CLI 按项目结构选 .cursorrules 或 .mdc",[65,2648,2649,76,2652,2655],{},[43,2650,2651],{},"bundle",[34,2653,2654],{},"full-stack-dev-kit"," 等组合包一键装多 rule",[65,2657,2658,2661],{},[43,2659,2660],{},"4400+ rules + 90+ 来源","（Anthropic \u002F Microsoft \u002F Google \u002F Vercel \u002F Stripe \u002F Cloudflare \u002F Trail of Bits \u002F Prisma \u002F Supabase）",[65,2663,2664],{},[43,2665,2666],{},"质量分 + 安全分 + 上游 GitHub 链接",[65,2668,2669,2672,2673,2676],{},[43,2670,2671],{},"路径 scope","：.mdc 用 globs 字段限定 ",[34,2674,2675],{},"apps\u002Fweb\u002F**"," 等",[65,2678,2679,2682],{},[43,2680,2681],{},"四种激活模式","：Always \u002F Auto Attached \u002F Agent Requested \u002F Manual",[25,2684,158],{"id":158},[62,2686,2687,2696],{},[65,2688,2689,88,2691,88,2693,2695],{},[43,2690,2569],{},[43,2692,2573],{},[43,2694,2577],{}," 全部 $0",[65,2697,2698],{},"skills-hub.ai 后续可能推付费企业 feature（私有 registry \u002F SSO），当前免费",[25,2700,2702],{"id":2701},"实测nuxt-4-typescript-项目","实测（Nuxt 4 + TypeScript 项目）",[30,2704,2705],{},[43,2706,187],{},[62,2708,2709,2712,2715,2718,2725,2728,2731,2734],{},[65,2710,2711],{},"skills-hub.ai CLI 一行装 5 个 rule（nuxt4 \u002F typescript-strict \u002F unocss \u002F pnpm-workspace \u002F code-review）\u003C 2 分钟",[65,2713,2714],{},"lockfile 让团队复现同样 rules，新人开箱即用",[65,2716,2717],{},".mdc + globs 让 monorepo apps\u002Fweb 和 packages\u002Fapi 用不同规则",[65,2719,2720,2721,2724],{},"安全扫描发现一个 rule 里有 ",[34,2722,2723],{},"rm -rf"," 指令，及时拦截",[65,2726,2727],{},"SKILL.md 格式让同一规范跨 Cursor + Codex CLI 复用",[65,2729,2730],{},"4400+ rules 长尾需求基本能找到（Elixir \u002F Phoenix \u002F OCaml 都有）",[65,2732,2733],{},"90+ 来源含 Anthropic \u002F Vercel \u002F Stripe 等权威组织 = 信任度高",[65,2735,2736],{},"PR 流程让自家规范也能贡献回社区",[30,2738,2739],{},[43,2740,221],{},[62,2742,2743,2749,2752,2755,2765,2768,2771,2774],{},[65,2744,2745,2746,2748],{},"Cursor 3.1.x ",[34,2747,2597],{}," 偶发降级，要 forum 跟踪 + 双重保险",[65,2750,2751],{},"部分社区 rule 已过时（react 旧 hook 写法）",[65,2753,2754],{},"长 rule 每次对话消耗 token，建议 \u003C 500 字 \u002F 拆 skill",[65,2756,2757,2758,2760,2761,2764],{},"legacy ",[34,2759,2593],{}," 与 ",[34,2762,2763],{},".mdc"," 并存时优先级不清",[65,2766,2767],{},"中文 rule 数量少，主要英文",[65,2769,2770],{},"skills-hub.ai 是新项目，长期维护待观察",[65,2772,2773],{},"bundle 安装会装一堆可能用不到的 rule，要 review",[65,2775,2776,2777,2780],{},"Windsurf 有 ",[34,2778,2779],{},".windsurfrules","，rule 格式略不同要兼容",[25,2782,2784],{"id":2783},"上手3-种方式","上手（3 种方式）",[30,2786,2787],{},[43,2788,2789],{},"方式 1：cursor.directory 复制粘贴",[258,2791,2794],{"className":2792,"code":2793,"language":2041},[2039],"1. 访问 cursor.directory 搜技术栈\n2. 复制 .cursorrules 内容\n3. 粘贴到项目根 `.cursorrules`\n4. 重启 Cursor\n",[34,2795,2793],{"__ignoreMap":263},[30,2797,2798],{},[43,2799,2800],{},"方式 2：skills-hub.ai CLI（推荐）",[258,2802,2804],{"className":260,"code":2803,"language":262,"meta":263,"style":263},"# 装一个 rule\nnpx @skills-hub-ai\u002Fcli install code-review --target cursor\n\n# 装一个 bundle\nnpx @skills-hub-ai\u002Fcli install full-stack-dev-kit --target cursor\n\n# 团队复现\nnpx @skills-hub-ai\u002Fcli install   # 读 .skills.json lockfile\n",[34,2805,2806,2811,2829,2833,2838,2853,2857,2862],{"__ignoreMap":263},[267,2807,2808],{"class":269,"line":270},[267,2809,2810],{"class":273},"# 装一个 rule\n",[267,2812,2813,2816,2819,2821,2824,2827],{"class":269,"line":277},[267,2814,2815],{"class":280},"npx",[267,2817,2818],{"class":284}," @skills-hub-ai\u002Fcli",[267,2820,1283],{"class":284},[267,2822,2823],{"class":284}," code-review",[267,2825,2826],{"class":288}," --target",[267,2828,1354],{"class":284},[267,2830,2831],{"class":269,"line":308},[267,2832,318],{"emptyLinePlaceholder":317},[267,2834,2835],{"class":269,"line":314},[267,2836,2837],{"class":273},"# 装一个 bundle\n",[267,2839,2840,2842,2844,2846,2849,2851],{"class":269,"line":321},[267,2841,2815],{"class":280},[267,2843,2818],{"class":284},[267,2845,1283],{"class":284},[267,2847,2848],{"class":284}," full-stack-dev-kit",[267,2850,2826],{"class":288},[267,2852,1354],{"class":284},[267,2854,2855],{"class":269,"line":327},[267,2856,318],{"emptyLinePlaceholder":317},[267,2858,2859],{"class":269,"line":5},[267,2860,2861],{"class":273},"# 团队复现\n",[267,2863,2864,2866,2868,2870],{"class":269,"line":338},[267,2865,2815],{"class":280},[267,2867,2818],{"class":284},[267,2869,1283],{"class":284},[267,2871,2872],{"class":273},"   # 读 .skills.json lockfile\n",[30,2874,2875],{},[43,2876,2877],{},"方式 3：手写 .mdc + globs",[258,2879,2881],{"className":2051,"code":2880,"language":2053,"meta":263,"style":263},"---\ndescription: Nuxt 4 + UnoCSS 项目规范\nglobs:\n  - apps\u002Fweb\u002F**\n  - components\u002F**\nalwaysApply: true\n---\n\n使用 Composition API + setup script。\n禁止 axios，用 $fetch \u002F useFetch。\n组件命名 PascalCase，文件名 kebab-case。\n",[34,2882,2883,2887,2892,2897,2902,2907,2912,2916,2920,2925,2930],{"__ignoreMap":263},[267,2884,2885],{"class":269,"line":270},[267,2886,2060],{},[267,2888,2889],{"class":269,"line":277},[267,2890,2891],{},"description: Nuxt 4 + UnoCSS 项目规范\n",[267,2893,2894],{"class":269,"line":308},[267,2895,2896],{},"globs:\n",[267,2898,2899],{"class":269,"line":314},[267,2900,2901],{},"  - apps\u002Fweb\u002F**\n",[267,2903,2904],{"class":269,"line":321},[267,2905,2906],{},"  - components\u002F**\n",[267,2908,2909],{"class":269,"line":327},[267,2910,2911],{},"alwaysApply: true\n",[267,2913,2914],{"class":269,"line":5},[267,2915,2060],{},[267,2917,2918],{"class":269,"line":338},[267,2919,318],{"emptyLinePlaceholder":317},[267,2921,2922],{"class":269,"line":347},[267,2923,2924],{},"使用 Composition API + setup script。\n",[267,2926,2927],{"class":269,"line":356},[267,2928,2929],{},"禁止 axios，用 $fetch \u002F useFetch。\n",[267,2931,2932],{"class":269,"line":365},[267,2933,2934],{},"组件命名 PascalCase，文件名 kebab-case。\n",[25,2936,611],{"id":611},[613,2938,2939,2953],{},[616,2940,2941],{},[619,2942,2943,2945,2947,2949,2951],{},[622,2944,624],{},[622,2946,2569],{},[622,2948,2573],{},[622,2950,2577],{},[622,2952,1812],{},[637,2954,2955,2972,2988,3000,3012,3028,3044,3057],{},[619,2956,2957,2960,2963,2966,2969],{},[642,2958,2959],{},"收录",[642,2961,2962],{},"数百",[642,2964,2965],{},"数百 + GitHub PR",[642,2967,2968],{},"4400+ + 90 来源",[642,2970,2971],{},"Anthropic + 社区",[619,2973,2974,2977,2980,2982,2985],{},[642,2975,2976],{},"CLI 一键装",[642,2978,2979],{},"❌ 复制粘贴",[642,2981,2979],{},[642,2983,2984],{},"✅ + lockfile",[642,2986,2987],{},"claude code 内置",[619,2989,2990,2992,2994,2996,2998],{},[642,2991,1490],{},[642,2993,688],{},[642,2995,688],{},[642,2997,713],{},[642,2999,716],{},[619,3001,3002,3004,3006,3008,3010],{},[642,3003,2200],{},[642,3005,2206],{},[642,3007,2206],{},[642,3009,2203],{},[642,3011,713],{},[619,3013,3014,3017,3020,3022,3025],{},[642,3015,3016],{},"团队复现",[642,3018,3019],{},"手动",[642,3021,3019],{},[642,3023,3024],{},"✅ lockfile",[642,3026,3027],{},"git",[619,3029,3030,3033,3035,3038,3041],{},[642,3031,3032],{},"质量分",[642,3034,688],{},[642,3036,3037],{},"star 数",[642,3039,3040],{},"✅ + 上游链接",[642,3042,3043],{},"reviews",[619,3045,3046,3048,3050,3052,3054],{},[642,3047,158],{},[642,3049,779],{},[642,3051,779],{},[642,3053,779],{},[642,3055,3056],{},"Claude 订阅",[619,3058,3059,3062,3065,3068,3071],{},[642,3060,3061],{},"推荐场景",[642,3063,3064],{},"quick start",[642,3066,3067],{},"学写法",[642,3069,3070],{},"团队 \u002F 生产",[642,3072,3073],{},"跨工具能力",[25,3075,801],{"id":801},[62,3077,3078,3084,3094,3100,3106,3118,3126,3132,3144,3150],{},[65,3079,3080,3083],{},[43,3081,3082],{},"新项目用 .mdc","：legacy .cursorrules 仅向后兼容",[65,3085,3086,3091,3092],{},[43,3087,3088,3090],{},[34,3089,2597],{}," 双重保险","：Cursor 3.1.x bug 期间也复制到 ",[34,3093,2593],{},[65,3095,3096,3099],{},[43,3097,3098],{},"rule 长度控制","：单 rule \u003C 500 字，超出拆 skill",[65,3101,3102,3105],{},[43,3103,3104],{},"scope 用 globs","：monorepo 必须 path scope，避免规则相互污染",[65,3107,3108,3110,3111,88,3114,3117],{},[43,3109,1490],{},"：装 rule 前 review，警惕 ",[34,3112,3113],{},"rm",[34,3115,3116],{},"curl | sh"," 等危险指令",[65,3119,3120,76,3123,3125],{},[43,3121,3122],{},"lockfile 进版本控制",[34,3124,2585],{}," 提交 git，团队复现",[65,3127,3128,3131],{},[43,3129,3130],{},"过时 rule","：定期 review，框架版本升级要同步",[65,3133,3134,3137,3138,3140,3141,3143],{},[43,3135,3136],{},"Windsurf 兼容","：双格式（",[34,3139,2593],{}," + ",[34,3142,2779],{},"）or 用 skills-hub 自动适配",[65,3145,3146,3149],{},[43,3147,3148],{},"中文 rule 短缺","：自己写常用栈 + 提交 PR 回社区",[65,3151,3152,3155],{},[43,3153,3154],{},"bundle 慎用","：bundle 装多 rule，review 后裁剪",[25,3157,872],{"id":871},[62,3159,3160,3163,3166,3169,3172,3175,3178,3181,3184],{},[65,3161,3162],{},"✅ Cursor \u002F Windsurf 用户",[65,3164,3165],{},"✅ 想让 AI 遵守项目规范",[65,3167,3168],{},"✅ monorepo \u002F 多栈项目",[65,3170,3171],{},"✅ 团队复现 + 安全扫描",[65,3173,3174],{},"✅ 想学别人写 rules",[65,3176,3177],{},"❌ 纯非 Cursor 栈（用 SKILL.md）",[65,3179,3180],{},"❌ 极简单文件项目（手写即可）",[65,3182,3183],{},"❌ 完全保密 + 自定 rules 引擎",[65,3185,3186],{},"❌ 不愿引入 npm CLI 的零 Node 项目",[25,3188,906],{"id":906},[62,3190,3191,3196,3200],{},[65,3192,3193],{},[912,3194,3195],{"href":2501},"Claude Skills 评测",[65,3197,3198],{},[912,3199,2417],{"href":1819},[65,3201,3202],{},[912,3203,3204],{"href":2559},"Cursor 评测",[25,3206,927],{"id":927},[929,3208,3209,3216,3223,3230,3236,3243],{},[65,3210,3211,3212],{},"cursor.directory 官方风格目录 ",[912,3213,3214],{"href":3214,"rel":3215},"https:\u002F\u002Fcursor.directory\u002F",[938],[65,3217,3218,3219],{},"awesome-cursorrules GitHub ",[912,3220,3221],{"href":3221,"rel":3222},"https:\u002F\u002Fgithub.com\u002FPatrickJS\u002Fawesome-cursorrules",[938],[65,3224,3225,3226],{},"Cursor 官方文档 — Rules（.mdc 格式 + 四种激活模式） ",[912,3227,3228],{"href":3228,"rel":3229},"https:\u002F\u002Fdocs.cursor.com\u002Fen\u002Fcontext\u002Frules",[938],[65,3231,3232,3233],{},"skills-hub.ai — 4400+ rules + CLI + lockfile + SKILL.md 跨工具 ",[912,3234,2466],{"href":2466,"rel":3235},[938],[65,3237,3238,3239],{},"Cursor Forum — Cursor 3.1.x alwaysApply: true 不生效 bug 2026-04 ",[912,3240,3241],{"href":3241,"rel":3242},"https:\u002F\u002Fforum.cursor.com\u002Ft\u002Fcursor-rules-not-getting-applied\u002F158740",[938],[65,3244,3245,3246],{},"DCMvn — Configuring Rules & Docs（含 Rule 类型详解表） ",[912,3247,3248],{"href":3248,"rel":3249},"https:\u002F\u002Fdiggtvu.github.io\u002FpyDCMvnDocs\u002Fdocs\u002Ffeatures\u002Fconfiguring-rules-docs",[938],[968,3251,1734],{},{"title":263,"searchDepth":308,"depth":308,"links":3253},[3254,3255,3256,3257,3258,3259,3260,3261,3262,3263],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":2701,"depth":277,"text":2702},{"id":2783,"depth":277,"text":2784},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcursor-rules-hub.webp","Cursor Rules Hub 真实评测：聚合社区驱动的 .cursorrules \u002F .mdc 共享平台（cursor.directory + awesome-cursorrules + skills-hub.ai），4400+ rules 覆盖 Vue\u002FReact\u002FNuxt\u002FNext\u002FSvelte\u002FPython\u002FGo\u002FRust 等主流栈。2026 重大变化：(1) Cursor 官方推荐 `.cursor\u002Frules\u002F*.mdc`（多文件 + globs scope）取代 legacy `.cursorrules`；(2) skills-hub.ai 提供 `npx @skills-hub-ai\u002Fcli install` 一键安装 + lockfile 锁版本 + 安全扫描 + 兼容 SKILL.md 跨工具；(3) Cursor 3.x 偶发 alwaysApply: true 不生效 bug 需注意。",[3267,3270,3273,3276],{"q":3268,"a":3269},"Cursor Rules Hub 是什么？为什么存在？","Cursor 的 Agent 默认不知道你的项目用什么栈 \u002F 规范。`.cursorrules`（或新格式 `.cursor\u002Frules\u002F*.mdc`）就是项目级 system prompt——告诉 Cursor『这是一个 Nuxt 4 项目，用 Composition API + UnoCSS + pnpm workspaces，禁止用 axios……』。但写好 rules 需要经验，所以社区把优秀模板聚合：cursor.directory（首推官方风格目录）、awesome-cursorrules（PatrickJS 维护的 GitHub 大目录）、skills-hub.ai（4400+ rules+skills + CLI + lockfile + 安全扫描）。一行 CLI 或复制粘贴就能让 Cursor 懂你的栈。",{"q":3271,"a":3272},".cursorrules vs .cursor\u002Frules\u002F*.mdc 怎么选？","Cursor 官方文档明确：legacy `.cursorrules`（项目根单文件，全局加载）仍支持但新项目应该用 `.cursor\u002Frules\u002F*.mdc`。`.mdc` 多文件 + YAML frontmatter + `globs` 字段可以 scope 到特定路径（如 `apps\u002Fweb\u002F**` 用一套规则，`packages\u002Fapi\u002F**` 用另一套），还支持 Always \u002F Auto Attached \u002F Agent Requested \u002F Manual 四种激活模式。monorepo \u002F 多栈项目必上 .mdc；纯单一项目可以继续用 .cursorrules。skills-hub.ai CLI 会自动选合适格式写入。",{"q":3274,"a":3275},"Cursor 3.x 的 alwaysApply: true 不生效是 bug 吗？","是。2026-04 Cursor 社区 forum 多个用户报告：升到 Cursor 3.1.x 后 .mdc 的 `alwaysApply: true` rules 被静默降级为 'requestable'（只在 model 觉得需要时加载），导致项目规范没被遵守。Cursor 官方已确认是 regression。临时解法：(a) 在每次对话开头明确 @rule 名引用；(b) 把核心规范也复制到 `.cursorrules`（双重保险）；(c) 关注 forum.cursor.com 跟踪修复版本；(d) 升 Cursor 时先在小项目验证。",{"q":3277,"a":3278},"Cursor Rules vs Claude Skills 怎么选？","Cursor Rules（.cursorrules \u002F .mdc）= **全局或路径级 prompt 注入**（每次对话都带，污染 context 但保证遵守），Claude Skills（SKILL.md）= **按需加载**（Claude 判断要不要加载，省 context 但有黑盒性）。决策：(1) Cursor 专属用户 + 项目级规范不变 → .mdc；(2) 跨工具（Cursor + Codex + Claude Code）+ 按需加载 → SKILL.md；(3) skills-hub.ai 同时支持两种格式 + 提供 SKILL.md → .cursorrules 转换，跨工具迁移最省事。大部分团队两者都用：rules 装项目约束，skills 装重复 workflow。",[1002,3280],"zh",{},[1765,1007,1008,1009],[3284,3287,3290],{"plan":2569,"price":773,"features":3285,"notes":3286},"浏览 + 复制 .cursorrules 模板","经典入口",{"plan":2573,"price":773,"features":3288,"notes":3289},"GitHub 大目录 + PR 投稿","社区起源",{"plan":2577,"price":773,"features":3291,"notes":3292},"4400+ rules+skills + CLI 一键装 + lockfile + 安全扫描 + SKILL.md 跨工具","2026 推荐","免费",[3295],{"name":3296,"url":3297},"Cursor Rules \u002F .mdc \u002F Skills 选型与避坑","\u002Fplaybook\u002Fonboarding\u002Fcursor-rules-mdc-selection",{"power":308,"ux":314,"price":321,"cn_support":308,"stability":308},{"title":2552,"description":3265},"agent\u002Fskills\u002Fcursor-rules-hub",[3302,3304,3306,3308,3310,3312],{"name":3303,"url":3214,"accessed":1029},"cursor.directory（官方风格目录）",{"name":3305,"url":3221,"accessed":1029},"awesome-cursorrules GitHub",{"name":3307,"url":3228,"accessed":1029},"Cursor 官方文档 — Rules",{"name":3309,"url":2466,"accessed":1029},"skills-hub.ai — 4400+ rules + CLI + lockfile",{"name":3311,"url":3241,"accessed":1029},"Cursor Forum — alwaysApply bug 2026-04",{"name":3313,"url":3248,"accessed":1029},"DCMvn — Configuring Rules & Docs（含 Rule 类型表）","tools\u002Fagent\u002Fskills\u002Fcursor-rules-hub","Cursor 社区 Rules 市场——cursor.directory + awesome-cursorrules + skills-hub.ai 4400+ 模板，一行 CLI 装到 .cursor\u002Frules\u002F",[3317,2483,3318,1807,3319],"cursor-rules","community","mdc","Cursor 用户的『rules \u002F skills 配置市场』。2026 用 `.cursor\u002Frules\u002F*.mdc` + skills-hub.ai CLI + lockfile 是新最佳实践；legacy `.cursorrules` 仍支持但不推荐新项目用。社区驱动、质量参差但免费，生产用要审。","LnZm5f0rJY0iwuXFVP4WFP2YmhM-NL7BSjWTpXuDovQ",{"id":3323,"title":3324,"alternatives":3325,"api_compatible":20,"body":3334,"category":2483,"chinese_friendly":314,"cover":3895,"description":3896,"domestic":986,"extension":987,"faq":3897,"free":986,"github":20,"languages":3910,"meta":3911,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":1819,"pillar":1005,"platforms":3912,"priceTable":3915,"pricing":3925,"published":1018,"relatedPlaybooks":3926,"relatedReviews":20,"score":3930,"self_host":986,"seo":3931,"slug":3932,"sources":3933,"stem":3944,"suitable":20,"tagline":3945,"tags":3946,"updated":1029,"verdict":3950,"website":3853,"__hash__":3951},"tools\u002Ftools\u002Fagent\u002Fskills\u002Fgpt-store.md","OpenAI GPT Store",[3326,3327,3328,3331],{"name":2555,"url":2501},{"name":1815,"url":1816},{"name":3329,"url":3330},"coze","\u002Ftools\u002Fagent\u002Fplatform\u002Fcoze",{"name":3332,"url":3333},"dify","\u002Ftools\u002Fagent\u002Fplatform\u002Fdify",{"type":22,"value":3335,"toc":3883},[3336,3338,3369,3372,3374,3449,3451,3477,3482,3486,3490,3516,3520,3552,3556,3562,3564,3729,3731,3791,3793,3822,3824,3844,3846],[25,3337,28],{"id":27},[30,3339,3340,3341,3344,3345,3348,3349,3352,3353,3356,3357,3360,3361,3364,3365,3368],{},"OpenAI GPT Store 是 ChatGPT 内置的 Custom GPT 市场（2024-01 上线），2026 年已有 ",[43,3342,3343],{},"300 万+ Custom GPT","。GPT Builder 让非技术用户用自然语言搭建：",[43,3346,3347],{},"Instructions","（人格 + 行为）\u002F ",[43,3350,3351],{},"Knowledge","（最多 20 文件 PDF \u002F Excel \u002F Code）\u002F ",[43,3354,3355],{},"Actions","（OpenAPI + OAuth 调外部 API）\u002F ",[43,3358,3359],{},"内置工具","（DALL-E 3 \u002F Code Interpreter \u002F Web Browsing）。Revenue Sharing 按 engagement 分成但门槛极高——平均 ~$0.03\u002F会话，月入 $1K 需 33K+ 高质量会话。真正赚钱路径：",[43,3362,3363],{},"B2B 内部 GPT 咨询","（$5K-20K\u002F项目 + $1K-5K\u002F月）或 ",[43,3366,3367],{},"GPT 当 top-of-funnel"," 引流自家 SaaS。",[30,3370,3371],{},"适合：ChatGPT Plus \u002F Team \u002F Enterprise 用户；非技术用户搭一个定制助手；C 端流量入口；快速验证 Agent 创意；B2B 顾问做企业内部 GPT。不适合：靠 GPT Store 直接全职 monetize（90%+ 月 $100-500）；要私有部署 \u002F 全模型 \u002F 复杂工作流（Coze \u002F Dify）；国内无 ChatGPT 订阅；要 100% 控制 + 闭源。",[25,3373,60],{"id":60},[62,3375,3376,3381,3387,3392,3397,3402,3407,3413,3419,3425,3431,3437,3443],{},[65,3377,3378,3380],{},[43,3379,3343],{},"（业内最大 C 端 Agent 市场）",[65,3382,3383,3386],{},[43,3384,3385],{},"GPT Builder","：自然语言搭建 + 实时预览 + 双模式（对话 \u002F 高级编辑器）",[65,3388,3389,3391],{},[43,3390,3347],{},"：人格 + 行为 + 边界（plain English）",[65,3393,3394,3396],{},[43,3395,3351],{},"：最多 20 文件（PDF \u002F Excel \u002F Code \u002F 文档）",[65,3398,3399,3401],{},[43,3400,3355],{},"：OpenAPI 3.x + API Key \u002F OAuth 2.0",[65,3403,3404,3406],{},[43,3405,3359],{},"：DALL-E 3 \u002F Code Interpreter \u002F Web Browsing",[65,3408,3409,3412],{},[43,3410,3411],{},"GPT-5.2 模型","（最新）",[65,3414,3415,3418],{},[43,3416,3417],{},"Discovery","：自然语言搜索 + 周榜 trending + 类别 + Staff Picks",[65,3420,3421,3424],{},[43,3422,3423],{},"直接链接分享","：可外部分享 GPT URL",[65,3426,3427,3430],{},[43,3428,3429],{},"Revenue Sharing","：engagement-based + 美国地区 + verified creator",[65,3432,3433,3436],{},[43,3434,3435],{},"多语言","：界面 + 中文 GPT 数量丰富",[65,3438,3439,3442],{},[43,3440,3441],{},"GPT 互联","（2026 新）：Agentic Workflows 允许 GPT 调 GPT",[65,3444,3445,3448],{},[43,3446,3447],{},"企业 SSO + 数据不训练","（Enterprise）",[25,3450,158],{"id":158},[62,3452,3453,3459,3465,3471],{},[65,3454,3455,3458],{},[43,3456,3457],{},"ChatGPT Free","：$0（GPT Store 限制访问）",[65,3460,3461,3464],{},[43,3462,3463],{},"ChatGPT Plus","：$20\u002Fmo（全 GPT Store + Builder + GPT-5.2）",[65,3466,3467,3470],{},[43,3468,3469],{},"ChatGPT Team","：$30\u002Fseat\u002Fmo（团队共享 GPT）",[65,3472,3473,3476],{},[43,3474,3475],{},"ChatGPT Enterprise","：联系销售（SSO + audit + 私有 GPT）",[174,3478,3479],{},[30,3480,3481],{},"用户视角：Plus $20\u002Fmo 解锁全部 GPT；创作者视角：免费创建 + 发布，分成需 verified creator + 高 engagement。",[25,3483,3485],{"id":3484},"实测搭-发布-跑流量","实测（搭 + 发布 + 跑流量）",[30,3487,3488],{},[43,3489,187],{},[62,3491,3492,3495,3498,3501,3504,3507,3510,3513],{},[65,3493,3494],{},"GPT Builder 5 分钟从『描述需求』到『可用 GPT』",[65,3496,3497],{},"Knowledge 上传 PDF 后立刻可问（不需 RAG 工程）",[65,3499,3500],{},"Actions OAuth 让 GPT 代用户操作 Notion \u002F Linear 等",[65,3502,3503],{},"ChatGPT 内置分发 = 0 获客成本",[65,3505,3506],{},"中文 GPT 数量已经很多，本地化没问题",[65,3508,3509],{},"适合 B2B 顾问：客户已有 ChatGPT Team \u002F Enterprise，内部 GPT 落地快",[65,3511,3512],{},"Agentic Workflows（GPT 调 GPT）打开新场景",[65,3514,3515],{},"DALL-E 3 + Code Interpreter 开箱可用",[30,3517,3518],{},[43,3519,221],{},[62,3521,3522,3525,3528,3531,3534,3537,3540,3543,3546,3549],{},[65,3523,3524],{},"Revenue Sharing 不透明：~$0.03\u002F会话，月 $1K 需 33K+ 会话",[65,3526,3527],{},"90%+ 创作者月入 $100-500，全职靠 GPT Store 难",[65,3529,3530],{},"顶部 0.01% 占大部分分成，长尾几乎没钱",[65,3532,3533],{},"仅美国 verified creator 能进主分成池",[65,3535,3536],{},"横向工具 GPT（PDF 总结）竞争惨烈",[65,3538,3539],{},"Plus 用户 Actions 配额 \u002F 限速紧",[65,3541,3542],{},"国内无 ChatGPT 订阅 = 用户 \u002F 创作者双重壁垒",[65,3544,3545],{},"Knowledge 20 文件上限 + 总大小限制",[65,3547,3548],{},"复杂工作流（多步骤 \u002F 条件分支）不如 Coze \u002F Dify",[65,3550,3551],{},"数据落 OpenAI 服务器（Plus）合规敏感",[25,3553,3555],{"id":3554},"上手搭一个法律合同-gpt","上手（搭一个法律合同 GPT）",[258,3557,3560],{"className":3558,"code":3559,"language":2041},[2039],"1. chat.openai.com → Explore GPTs → Create\n2. 描述：『英国合同审查 GPT，找风险条款，引用 UK 法律』\n3. Builder 自动生成 name \u002F icon \u002F starter prompts\n4. 高级编辑器：\n   - Instructions: 你是英国合同审查专家……\n   - Knowledge: 上传 UK 合同法 PDF + 公司模板（最多 20 文件）\n   - Actions: 添加自家 contracts API（OpenAPI schema + OAuth）\n5. 实时预览测试，调整 instructions\n6. Publish → 选公开 \u002F 仅链接 \u002F 私有\n7. 分享 GPT URL，开始累积 engagement\n",[34,3561,3559],{"__ignoreMap":263},[25,3563,611],{"id":611},[613,3565,3566,3582],{},[616,3567,3568],{},[619,3569,3570,3572,3574,3577,3580],{},[622,3571,624],{},[622,3573,2268],{},[622,3575,3576],{},"Coze",[622,3578,3579],{},"Dify",[622,3581,1830],{},[637,3583,3584,3601,3618,3635,3652,3666,3681,3698,3714],{},[619,3585,3586,3589,3592,3595,3598],{},[642,3587,3588],{},"数量",[642,3590,3591],{},"300 万+",[642,3593,3594],{},"数十万",[642,3596,3597],{},"数万 + 自托管",[642,3599,3600],{},"6 partners（preview）",[619,3602,3603,3606,3609,3612,3615],{},[642,3604,3605],{},"模型",[642,3607,3608],{},"GPT-5.2 only",[642,3610,3611],{},"豆包 \u002F DeepSeek \u002F Qwen",[642,3613,3614],{},"全开放",[642,3616,3617],{},"Claude only",[619,3619,3620,3623,3626,3629,3632],{},[642,3621,3622],{},"发布渠道",[642,3624,3625],{},"ChatGPT 内",[642,3627,3628],{},"飞书 \u002F 微信 \u002F 抖音",[642,3630,3631],{},"API \u002F Web \u002F 自部署",[642,3633,3634],{},"企业承诺额度",[619,3636,3637,3640,3643,3646,3649],{},[642,3638,3639],{},"上手",[642,3641,3642],{},"极低（自然语言）",[642,3644,3645],{},"极低（拖拽）",[642,3647,3648],{},"中（开发者）",[642,3650,3651],{},"高（企业采购）",[619,3653,3654,3656,3659,3661,3663],{},[642,3655,3355],{},[642,3657,3658],{},"✅ OpenAPI + OAuth",[642,3660,713],{},[642,3662,713],{},[642,3664,3665],{},"企业集成",[619,3667,3668,3671,3674,3676,3678],{},[642,3669,3670],{},"私有部署",[642,3672,3673],{},"❌（Enterprise 私有 GPT）",[642,3675,688],{},[642,3677,713],{},[642,3679,3680],{},"企业",[619,3682,3683,3686,3689,3692,3695],{},[642,3684,3685],{},"Revenue",[642,3687,3688],{},"engagement 分成 + 不透明",[642,3690,3691],{},"流量分成",[642,3693,3694],{},"自建商业",[642,3696,3697],{},"零佣金 + 承诺额度",[619,3699,3700,3702,3705,3708,3711],{},[642,3701,786],{},[642,3703,3704],{},"C 端 + Plus 用户",[642,3706,3707],{},"国内 C\u002FB",[642,3709,3710],{},"开发者 \u002F 企业",[642,3712,3713],{},"大企业采购",[619,3715,3716,3718,3721,3723,3726],{},[642,3717,770],{},[642,3719,3720],{},"$20\u002Fmo Plus",[642,3722,779],{},[642,3724,3725],{},"OSS \u002F Cloud",[642,3727,3728],{},"企业合同",[25,3730,801],{"id":801},[62,3732,3733,3739,3745,3750,3756,3762,3768,3773,3779,3785],{},[65,3734,3735,3738],{},[43,3736,3737],{},"不要靠分成全职","：B2B 咨询 + SaaS 引流才是钱",[65,3740,3741,3744],{},[43,3742,3743],{},"垂直 niche","：legal-tech \u002F financial \u002F medical 等专业领域 > 通用工具",[65,3746,3747,3749],{},[43,3748,3367],{},"：免费 GPT 引流到自家 SaaS（Stripe 计费）",[65,3751,3752,3755],{},[43,3753,3754],{},"Actions 鉴权","：OAuth 优先，API Key 仅低敏感",[65,3757,3758,3761],{},[43,3759,3760],{},"Knowledge 20 文件","：精选 RAG quality 高的，不要堆数量",[65,3763,3764,3767],{},[43,3765,3766],{},"Instructions 边界","：明确『不能做什么』，避免 jailbreak",[65,3769,3770,3772],{},[43,3771,849],{},"：Plus 订阅需正规海外支付 + 稳定网络",[65,3774,3775,3778],{},[43,3776,3777],{},"数据合规","：敏感数据用 Enterprise（数据不训练），不要用 Plus",[65,3780,3781,3784],{},[43,3782,3783],{},"starter prompts 优化","：好的 starter prompts 提高 engagement",[65,3786,3787,3790],{},[43,3788,3789],{},"持续运营","：GPT 也要『版本更新 + 用户反馈』，不是发布即结束",[25,3792,872],{"id":871},[62,3794,3795,3798,3801,3804,3807,3810,3813,3816,3819],{},[65,3796,3797],{},"✅ ChatGPT Plus \u002F Team \u002F Enterprise 用户",[65,3799,3800],{},"✅ 非技术用户搭定制助手",[65,3802,3803],{},"✅ C 端流量入口 + SaaS 引流",[65,3805,3806],{},"✅ B2B 顾问做企业内部 GPT",[65,3808,3809],{},"✅ 快速验证 Agent 创意",[65,3811,3812],{},"❌ 靠 GPT Store 直接全职 monetize",[65,3814,3815],{},"❌ 要私有部署 + 全模型（Coze \u002F Dify）",[65,3817,3818],{},"❌ 国内无 ChatGPT 订阅",[65,3820,3821],{},"❌ 复杂多步骤工作流",[25,3823,906],{"id":906},[62,3825,3826,3830,3834,3839],{},[65,3827,3828],{},[912,3829,3195],{"href":2501},[65,3831,3832],{},[912,3833,2412],{"href":1816},[65,3835,3836],{},[912,3837,3838],{"href":3330},"Coze 评测",[65,3840,3841],{},[912,3842,3843],{"href":3333},"Dify 评测",[25,3845,927],{"id":927},[929,3847,3848,3855,3862,3869,3876],{},[65,3849,3850,3851],{},"ChatGPT GPT Store ",[912,3852,3853],{"href":3853,"rel":3854},"https:\u002F\u002Fchat.openai.com\u002Fgpts",[938],[65,3856,3857,3858],{},"Digital Applied — GPT Store Business Guide 2026（~$0.03\u002F会话 + B2B reality check） ",[912,3859,3860],{"href":3860,"rel":3861},"https:\u002F\u002Fwww.digitalapplied.com\u002Fblog\u002Fgpt-store-custom-gpts-business-guide-2026",[938],[65,3863,3864,3865],{},"Singularity Moments — OpenAI Custom GPTs Guide 2026（3M+ GPT + GPT Builder 详解） ",[912,3866,3867],{"href":3867,"rel":3868},"https:\u002F\u002Fsingularitymoments.com\u002Fopenai-custom-gpts-guide-2026\u002F",[938],[65,3870,3871,3872],{},"GPT Store Revenue Case Studies 2026（engagement 分成 + 垂直 niche） ",[912,3873,3874],{"href":3874,"rel":3875},"https:\u002F\u002Fgptstorerevenueprogram.com\u002Fgpt-store-revenue-case-studies-what-we-know-so-far",[938],[65,3877,3878,3879],{},"VentureBeat — OpenAI launches GPT Store 2024-01 ",[912,3880,3881],{"href":3881,"rel":3882},"https:\u002F\u002Fventurebeat.com\u002Fai\u002Fopenai-launches-gpt-store-but-revenue-sharing-is-still-to-come",[938],{"title":263,"searchDepth":308,"depth":308,"links":3884},[3885,3886,3887,3888,3889,3890,3891,3892,3893,3894],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":3484,"depth":277,"text":3485},{"id":3554,"depth":277,"text":3555},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fgpt-store.webp","OpenAI GPT Store 真实评测：ChatGPT 内置 Custom GPT 市场（2024-01 上线），2026 年已有 300 万+ Custom GPT。GPT Builder 让非技术用户用自然语言搭建：Instructions \u002F Knowledge（20 文件）\u002F Actions（OpenAPI \u002F OAuth）\u002F 内置工具（DALL-E \u002F Code Interpreter \u002F Web Browsing）。Revenue Sharing 按 engagement 分成（非 install 数）但门槛高——大部分创作者月入 $100-500，赚钱核心是『B2B 内部 GPT + 顶部 0.01% engagement』，不是『C 端爆款』。",[3898,3901,3904,3907],{"q":3899,"a":3900},"GPT Store 能赚多少钱？分成机制是怎样的？","OpenAI 用 engagement-based 分成（非 install 数 \u002F 非固定价格），具体公式不公开。多个 2026 评测交叉确认：平均每会话约 $0.03，月入 $1000 需 33K+ 高质量会话。Digital Applied 等给出 reality check：90%+ 创作者月入 $100-500，仅顶部 0.01% engagement 能撑全职。真正赚钱的两条路：(1) **B2B 内部 GPT 咨询**——给企业用 SharePoint \u002F Confluence \u002F 私有 KB 搭内部 GPT，每个项目 $5K-20K 上手 + $1K-5K\u002F月维护；(2) **GPT 当 top-of-funnel**——免费 GPT 引流到自家 SaaS（Stripe 计费）。靠 OpenAI 直接分成全职生活很难。",{"q":3902,"a":3903},"Custom GPT vs Coze vs Dify 怎么选？","GPT Store = OpenAI 模型 only + 极低门槛 + ChatGPT 内分发；Coze = 国内对标（豆包 \u002F DeepSeek \u002F Qwen 多模型 + 飞书 \u002F 微信 \u002F 抖音多渠道）；Dify = 开源 + 全模型 + 私有部署 + API。决策：(1) C 端 + 海外 + ChatGPT 用户 → GPT Store；(2) 国内 C 端 + 多渠道 → Coze；(3) 企业 + 私有部署 + 全模型 → Dify。生产工作流 + 复杂 Agent → 优先 Coze \u002F Dify，GPT Store 当流量入口。",{"q":3905,"a":3906},"Custom GPT 能调外部 API（Actions）吗？怎么做 OAuth？","能。GPT Builder 的 Actions 支持自定义 OpenAPI 3.x schema，可调任意 REST API。认证方式：(a) API Key（HTTP header \u002F query）；(b) OAuth 2.0 Authorization Code Flow（用户在 ChatGPT 内 一键授权）。2026 Actions 已支持 long-running operations + 多步骤。但配额和限速受 ChatGPT 计划限制（Plus 比 Team \u002F Enterprise 紧）。生产场景建议 Actions + 自家后端做请求合并 \u002F 缓存。",{"q":3908,"a":3909},"Anthropic 也推了 Claude Marketplace（2026-03），GPT Store 还有优势吗？","两者定位不同。GPT Store 主打 **C 端开发者 + 长尾 GPT**（300 万+ Custom GPT、Plus 用户免费访问），生态最大；Claude Marketplace 主打 **B2B 企业采购**（用 Anthropic 承诺额度买第三方 Claude 软件，首批 6 个企业级 partner，Anthropic 零佣金）。GPT Store 优势：量大、ChatGPT 内分发、GPT Builder 极易上手、Plus 用户基数大；劣势：Revenue Sharing 不透明、$0.03\u002F会话天花板低、深度定制受限。两者并存：C 端 long-tail 用 GPT Store，B2B 大客户走 Claude Marketplace。",[3280,1002],{},[1765,3913,3914],"ios","android",[3916,3918,3920,3923],{"plan":3457,"price":773,"features":3917,"notes":2506},"基础 ChatGPT 但 GPT Store 限制访问",{"plan":3463,"price":2278,"features":3919,"notes":1773},"全 GPT Store 访问 + GPT Builder + GPT-5.2 + DALL-E + 代码解释器",{"plan":3469,"price":2510,"features":3921,"notes":3922},"团队共享 GPT + 集中计费 + 高 context","5+ 人团队",{"plan":3475,"price":2514,"features":3924,"notes":2516},"SSO + audit + 私有 GPT + 数据不训练 + 高速 GPT-5.2 + Actions OAuth","ChatGPT Plus $20\u002Fmo \u002F Team $30\u002Fseat\u002Fmo \u002F Enterprise 联系销售",[3927],{"name":3928,"url":3929},"Custom GPT 商业化与 B2B 落地","\u002Fplaybook\u002Fonboarding\u002Fcustom-gpt-monetization",{"power":314,"ux":321,"price":308,"cn_support":314,"stability":314},{"title":3324,"description":3896},"agent\u002Fskills\u002Fgpt-store",[3934,3936,3938,3940,3942],{"name":3935,"url":3853,"accessed":1029},"ChatGPT GPT Store",{"name":3937,"url":3860,"accessed":1029},"Digital Applied — GPT Store Business Guide 2026（含 ~$0.03\u002F会话）",{"name":3939,"url":3867,"accessed":1029},"Singularity Moments — Custom GPTs Guide 2026（3M+ GPT）",{"name":3941,"url":3874,"accessed":1029},"GPT Store Revenue Case Studies 2026",{"name":3943,"url":3881,"accessed":1029},"VentureBeat — GPT Store 上线 2024-01","tools\u002Fagent\u002Fskills\u002Fgpt-store","OpenAI 官方 GPT 市场——300 万+ 自定义 GPT + GPT Builder + Actions + 引擎驱动分成",[1818,2483,1807,3947,3948,3949],"openai","chatgpt","custom-gpt","GPT Store 是 C 端 Agent 市场的标杆——量大、易用、Plus 用户全免费访问。但开发者深度定制受限、Revenue Sharing 不透明、平均 ~$0.03\u002F会话『需 33K+ 会话\u002F月才能赚 $1K』。想做生产级 Agent \u002F 大规模分成还是得 Coze \u002F Dify \u002F B2B 顾问。","yerti9Bf9xKB712juLcpq1QTgZNoGGU4P3R7oR7EDyI",{"id":3953,"title":3954,"alternatives":3955,"api_compatible":20,"body":3963,"category":4553,"chinese_friendly":321,"cover":4554,"description":4555,"domestic":986,"extension":987,"faq":4556,"free":986,"github":20,"languages":4569,"meta":4570,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":4571,"pillar":1005,"platforms":4572,"priceTable":4574,"pricing":4587,"published":4588,"relatedPlaybooks":4589,"relatedReviews":20,"score":4593,"self_host":317,"seo":4594,"slug":4595,"sources":4596,"stem":4605,"suitable":20,"tagline":4606,"tags":4607,"updated":1029,"verdict":4614,"website":4515,"__hash__":4615},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm.md","AutoGLM",[3956,3957,3960],{"name":1055,"url":1056},{"name":3958,"url":3959},"openclaw","\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw",{"name":3961,"url":3962},"manus","\u002Ftools\u002Fcoding\u002Fagent\u002Fmanus",{"type":22,"value":3964,"toc":4541},[3965,3967,3970,3973,3975,4043,4045,4065,4070,4074,4078,4098,4102,4125,4129,4264,4266,4408,4410,4460,4462,4488,4490,4506,4508,4538],[25,3966,28],{"id":27},[30,3968,3969],{},"AutoGLM 是智谱清言 + 清华大学合作的 GUI 自治智能体研究项目（arXiv 2411.00820）。2025-12-08 开源 Open-AutoGLM：AutoGLM-Phone-9B 模型（MIT 协议，HuggingFace \u002F ModelScope 可下载）+ Apache 2.0 框架代码 + Android 适配 + Remote ADB + 50+ 中文 App 示例。VAB-WebArena-Lite 55.2% \u002F 59.1% 成功率，覆盖微信 \u002F 淘宝 \u002F 美团 \u002F Gmail \u002F Google Maps 等。Web 端通过智谱清言 Chrome 扩展（10 万+ 用户）提供页面总结 \u002F 高级检索能力。",[30,3971,3972],{},"适合：研究 GUI agent 的学术 \u002F 工程团队；国内 App 自治场景；要中文模型 + 私有化部署；想本地跑 phone agent 不依赖外网。不适合：跨平台桌面自动化（用 Anthropic Computer Use \u002F Claude Desktop）；纯英文 web 任务（成功率不如商业产品）；要 production-grade 稳定性（学术 \u002F 开源版本仍在演进）。",[25,3974,60],{"id":60},[62,3976,3977,3983,3989,3995,4001,4007,4013,4019,4025,4031,4037],{},[65,3978,3979,3982],{},[43,3980,3981],{},"AutoGLM-Phone-9B","：MIT 协议开源模型，HuggingFace \u002F ModelScope 可下载",[65,3984,3985,3988],{},[43,3986,3987],{},"Android 适配层","：原生 Android API + Accessibility Service",[65,3990,3991,3994],{},[43,3992,3993],{},"Remote ADB","：初次配置后通过 WiFi 控制设备，无需 USB",[65,3996,3997,4000],{},[43,3998,3999],{},"多模态屏幕理解","：截屏 + UI 树双输入，规划 + grounding 分离",[65,4002,4003,4006],{},[43,4004,4005],{},"50+ 中文 App 任务示例","：微信 \u002F 淘宝 \u002F 美团 \u002F 京东 \u002F 支付宝 \u002F 抖音 \u002F 小红书 \u002F 大众点评等",[65,4008,4009,4012],{},[43,4010,4011],{},"英文 App 覆盖","：Gmail \u002F Google Maps \u002F X \u002F Reddit \u002F OneStopShop",[65,4014,4015,4018],{},[43,4016,4017],{},"Web 浏览器智能体","：Chrome 扩展 + VAB-WebArena-Lite 55.2% \u002F 59.1%",[65,4020,4021,4024],{},[43,4022,4023],{},"页面总结 + 划线助手 + 写作助手 + 高级检索","（知网 \u002F 知乎 \u002F 小红书）",[65,4026,4027,4030],{},[43,4028,4029],{},"Safe Operations","：敏感操作（登录 \u002F 验证码）确认后由人接管",[65,4032,4033,4036],{},[43,4034,4035],{},"Python API","：几行代码就能跑通自动化任务",[65,4038,4039,4042],{},[43,4040,4041],{},"私有化部署","：模型 + 框架本地跑，数据 \u002F 日志 \u002F 权限完全自控",[25,4044,158],{"id":158},[62,4046,4047,4053,4059],{},[65,4048,4049,4052],{},[43,4050,4051],{},"Open-AutoGLM","：$0；模型 MIT + 代码 Apache 2.0",[65,4054,4055,4058],{},[43,4056,4057],{},"Chrome 扩展","：$0；Chrome Web Store 装即用",[65,4060,4061,4064],{},[43,4062,4063],{},"整合产品（智谱清言 App）","：商业服务，价格随订阅",[174,4066,4067],{},[30,4068,4069],{},"真实成本 = 0（开源）+ GPU 推理（9B 模型 RTX 4090 一张即可跑）",[25,4071,4073],{"id":4072},"实测开源版本-pixel-6a-ubuntu-2204","实测（开源版本 \u002F Pixel 6a + Ubuntu 22.04）",[30,4075,4076],{},[43,4077,187],{},[62,4079,4080,4083,4086,4089,4092,4095],{},[65,4081,4082],{},"32 个月研发的『手机 GUI agent』终于开源，是国内学术圈难得的开放姿态",[65,4084,4085],{},"中文 App 覆盖度领先：微信 \u002F 美团 \u002F 淘宝跑通率高",[65,4087,4088],{},"模型 9B 可在单卡 4090 + 24GB 显存跑，门槛友好",[65,4090,4091],{},"Remote ADB 让长跑实验摆脱 USB 线",[65,4093,4094],{},"学术 benchmark 数据透明（55.2% \u002F 59.1%）",[65,4096,4097],{},"safe-operation 设计对登录 \u002F 支付环节做人审接管，避免误操作",[30,4099,4100],{},[43,4101,221],{},[62,4103,4104,4107,4110,4113,4116,4119,4122],{},[65,4105,4106],{},"App 版本更新后 UI 元素变化要重新适配",[65,4108,4109],{},"9B 模型在复杂多步骤任务上推理不如商业大模型（GPT-5.4 \u002F Claude Opus 4.6）",[65,4111,4112],{},"主要面向 Android，iOS 支持空缺",[65,4114,4115],{},"文档以 README + 论文为主，工程化最佳实践薄",[65,4117,4118],{},"国行 App 隐私 \u002F 反爬监测会偶尔拦截",[65,4120,4121],{},"Chrome 扩展 3.4 \u002F 5 评分中等，功能尚可但稳定性一般",[65,4123,4124],{},"整合版（智谱清言）和开源版差异要注意，别混用",[25,4126,4128],{"id":4127},"上手open-autoglm","上手（Open-AutoGLM）",[258,4130,4132],{"className":260,"code":4131,"language":262,"meta":263,"style":263},"git clone https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\ncd Open-AutoGLM && pip install -r requirements.txt\n\n# 下载 9B 模型\nhuggingface-cli download THUDM\u002FAutoGLM-Phone-9B\n\n# 配置 ADB（USB 一次）\nadb tcpip 5555 && adb connect \u003Cdevice-ip>:5555\n\n# 跑示例任务\npython examples\u002Frun_phone_agent.py \\\n  --model THUDM\u002FAutoGLM-Phone-9B \\\n  --task \"在小红书搜索罗马旅游攻略并总结景点\"\n",[34,4133,4134,4144,4166,4170,4175,4186,4190,4195,4227,4231,4236,4246,4256],{"__ignoreMap":263},[267,4135,4136,4138,4141],{"class":269,"line":270},[267,4137,3027],{"class":280},[267,4139,4140],{"class":284}," clone",[267,4142,4143],{"class":284}," https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\n",[267,4145,4146,4149,4152,4155,4158,4160,4163],{"class":269,"line":277},[267,4147,4148],{"class":288},"cd",[267,4150,4151],{"class":284}," Open-AutoGLM",[267,4153,4154],{"class":298}," && ",[267,4156,4157],{"class":280},"pip",[267,4159,1283],{"class":284},[267,4161,4162],{"class":288}," -r",[267,4164,4165],{"class":284}," requirements.txt\n",[267,4167,4168],{"class":269,"line":308},[267,4169,318],{"emptyLinePlaceholder":317},[267,4171,4172],{"class":269,"line":314},[267,4173,4174],{"class":273},"# 下载 9B 模型\n",[267,4176,4177,4180,4183],{"class":269,"line":321},[267,4178,4179],{"class":280},"huggingface-cli",[267,4181,4182],{"class":284}," download",[267,4184,4185],{"class":284}," THUDM\u002FAutoGLM-Phone-9B\n",[267,4187,4188],{"class":269,"line":327},[267,4189,318],{"emptyLinePlaceholder":317},[267,4191,4192],{"class":269,"line":5},[267,4193,4194],{"class":273},"# 配置 ADB（USB 一次）\n",[267,4196,4197,4200,4203,4206,4208,4210,4213,4216,4219,4221,4224],{"class":269,"line":338},[267,4198,4199],{"class":280},"adb",[267,4201,4202],{"class":284}," tcpip",[267,4204,4205],{"class":288}," 5555",[267,4207,4154],{"class":298},[267,4209,4199],{"class":280},[267,4211,4212],{"class":284}," connect",[267,4214,4215],{"class":488}," \u003C",[267,4217,4218],{"class":284},"device-i",[267,4220,30],{"class":298},[267,4222,4223],{"class":488},">",[267,4225,4226],{"class":284},":5555\n",[267,4228,4229],{"class":269,"line":347},[267,4230,318],{"emptyLinePlaceholder":317},[267,4232,4233],{"class":269,"line":356},[267,4234,4235],{"class":273},"# 跑示例任务\n",[267,4237,4238,4241,4244],{"class":269,"line":365},[267,4239,4240],{"class":280},"python",[267,4242,4243],{"class":284}," examples\u002Frun_phone_agent.py",[267,4245,305],{"class":288},[267,4247,4248,4251,4254],{"class":269,"line":374},[267,4249,4250],{"class":288},"  --model",[267,4252,4253],{"class":284}," THUDM\u002FAutoGLM-Phone-9B",[267,4255,305],{"class":288},[267,4257,4258,4261],{"class":269,"line":383},[267,4259,4260],{"class":288},"  --task",[267,4262,4263],{"class":284}," \"在小红书搜索罗马旅游攻略并总结景点\"\n",[25,4265,611],{"id":611},[613,4267,4268,4285],{},[616,4269,4270],{},[619,4271,4272,4274,4276,4279,4282],{},[622,4273,624],{},[622,4275,3954],{},[622,4277,4278],{},"Claude Desktop",[622,4280,4281],{},"OpenClaw",[622,4283,4284],{},"Anthropic Computer Use",[637,4286,4287,4304,4319,4335,4349,4364,4378,4392],{},[619,4288,4289,4292,4295,4298,4301],{},[642,4290,4291],{},"平台",[642,4293,4294],{},"Android + Web",[642,4296,4297],{},"macOS \u002F Windows + MCP",[642,4299,4300],{},"macOS\u002FLinux\u002FWin",[642,4302,4303],{},"跨平台",[619,4305,4306,4309,4312,4315,4317],{},[642,4307,4308],{},"开源",[642,4310,4311],{},"✅ MIT 模型 + Apache 代码",[642,4313,4314],{},"闭源",[642,4316,765],{},[642,4318,688],{},[619,4320,4321,4324,4327,4330,4332],{},[642,4322,4323],{},"中文 App",[642,4325,4326],{},"✅ 50+ 示例",[642,4328,4329],{},"–",[642,4331,716],{},[642,4333,4334],{},"弱",[619,4336,4337,4340,4343,4345,4347],{},[642,4338,4339],{},"Phone agent",[642,4341,4342],{},"✅ 9B 模型",[642,4344,688],{},[642,4346,688],{},[642,4348,688],{},[619,4350,4351,4354,4356,4359,4362],{},[642,4352,4353],{},"桌面 agent",[642,4355,688],{},[642,4357,4358],{},"✅ MCP",[642,4360,4361],{},"✅ Gateway",[642,4363,710],{},[619,4365,4366,4369,4372,4374,4376],{},[642,4367,4368],{},"学术 benchmark",[642,4370,4371],{},"✅ 公开",[642,4373,4329],{},[642,4375,4329],{},[642,4377,716],{},[619,4379,4380,4383,4385,4387,4390],{},[642,4381,4382],{},"整合 IM",[642,4384,4329],{},[642,4386,4329],{},[642,4388,4389],{},"✅ 20+ 平台",[642,4391,4329],{},[619,4393,4394,4396,4399,4402,4405],{},[642,4395,786],{},[642,4397,4398],{},"国内 App \u002F 研究 \u002F 私有化",[642,4400,4401],{},"MCP 生态桌面",[642,4403,4404],{},"IM 触发个人 agent",[642,4406,4407],{},"跨平台桌面",[25,4409,801],{"id":801},[62,4411,4412,4418,4424,4430,4436,4442,4448,4454],{},[65,4413,4414,4417],{},[43,4415,4416],{},"App 版本敏感","：UI 改动后效果下降，要 pin App 版本或重训样本",[65,4419,4420,4423],{},[43,4421,4422],{},"9B 模型推理上限","：复杂多步任务上不及 GPT-5.4 \u002F Claude，可叠加外部规划模型",[65,4425,4426,4429],{},[43,4427,4428],{},"iOS 暂缺","：需要 iOS agent 走别的方案",[65,4431,4432,4435],{},[43,4433,4434],{},"Remote ADB 安全","：开放端口必须限内网 + 防火墙",[65,4437,4438,4441],{},[43,4439,4440],{},"国行 App 反爬","：账号风控 \u002F 验证码会触发，必要时 human-in-the-loop",[65,4443,4444,4447],{},[43,4445,4446],{},"学术 vs 整合版","：开源版能力 ≠ 智谱清言 App 内置版能力，PoC 别混淆",[65,4449,4450,4453],{},[43,4451,4452],{},"隐私 \u002F 合规","：本地部署是优势，但读取 IM \u002F 通讯录仍要符合用户授权 + 当地法律",[65,4455,4456,4459],{},[43,4457,4458],{},"MIT 模型 + Apache 代码","：商用务必看 LICENSE，企业合规审计要走流程",[25,4461,872],{"id":871},[62,4463,4464,4467,4470,4473,4476,4479,4482,4485],{},[65,4465,4466],{},"✅ GUI agent 学术研究 \u002F 工程团队",[65,4468,4469],{},"✅ 国内 App 自治（微信 \u002F 美团 \u002F 淘宝 \u002F 小红书）",[65,4471,4472],{},"✅ 想本地跑 phone agent + 数据自主",[65,4474,4475],{},"✅ 私有化部署 + 合规需求",[65,4477,4478],{},"❌ 跨平台桌面自动化（Claude Desktop \u002F Anthropic Computer Use）",[65,4480,4481],{},"❌ iOS App 自治",[65,4483,4484],{},"❌ 要 production-grade 稳定性（仍在演进）",[65,4486,4487],{},"❌ 不懂 ADB \u002F Python 部署的纯用户",[25,4489,906],{"id":906},[62,4491,4492,4496,4501],{},[65,4493,4494],{},[912,4495,1685],{"href":1056},[65,4497,4498],{},[912,4499,4500],{"href":3959},"OpenClaw 评测",[65,4502,4503],{},[912,4504,4505],{"href":3962},"Manus 评测",[25,4507,927],{"id":927},[929,4509,4510,4517,4524,4531],{},[65,4511,4512,4513],{},"AutoGLM 项目主页（含 Open-AutoGLM 2025-12-08 发布说明 \u002F benchmark 数据）",[912,4514,4515],{"href":4515,"rel":4516},"https:\u002F\u002Fxiao9905.github.io\u002FAutoGLM",[938],[65,4518,4519,4520],{},"腾讯新闻 — 智谱开源 AutoGLM（32 个月研发 \u002F MIT + Apache 2.0）",[912,4521,4522],{"href":4522,"rel":4523},"https:\u002F\u002Fnews.qq.com\u002Frain\u002Fa\u002F20251209A05V1G00",[938],[65,4525,4526,4527],{},"AutoGLM arXiv 论文 ",[912,4528,4529],{"href":4529,"rel":4530},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2411.00820",[938],[65,4532,4533,4534],{},"Chrome Web Store — 智谱清言 ChatGLM & AutoGLM 工作学习 AI 助手 ",[912,4535,4536],{"href":4536,"rel":4537},"https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fmnpdbmgpebfihcndnpgdaihnkmloclkd",[938],[968,4539,4540],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":4542},[4543,4544,4545,4546,4547,4548,4549,4550,4551,4552],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":4072,"depth":277,"text":4073},{"id":4127,"depth":277,"text":4128},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"desktop","\u002Fimg\u002Ftools\u002Fautoglm.webp","AutoGLM 真实评测：智谱清言 + 清华大学合作的 GUI 自治智能体研究产品（arXiv 2411.00820）。2025-12-08 Open-AutoGLM 开源版本（MIT\u002FApache 2.0）发布，含 AutoGLM-Phone-9B 模型（HuggingFace \u002F ModelScope 可下载）+ Android 适配层 + 50+ 中文 App 任务示例。VAB-WebArena-Lite 55.2% 成功率（二次尝试 59.1%），中文 App 支持 Gmail\u002F微信\u002F淘宝\u002F美团等。",[4557,4560,4563,4566],{"q":4558,"a":4559},"Open-AutoGLM 和原 AutoGLM 什么关系？","原 AutoGLM 是智谱 2024-10 发布的闭源整合产品（手机 + Web GUI agent），首次在真实手机环境跑通完整自治链路。Open-AutoGLM 是 2025-12 开源版本，把核心模型（AutoGLM-Phone-9B）+ 框架代码 + Android 适配层 + 50+ 中文 App 任务示例释放出来，方便开发者本地部署 + 二次开发。整合版闭源、商业；开源版用于学术 \u002F 私有化。",{"q":4561,"a":4562},"支持哪些 App？","Open-AutoGLM 内置 50+ 中文 App 示例：微信 \u002F 淘宝 \u002F 美团 \u002F 京东 \u002F 支付宝 \u002F 抖音 \u002F 小红书 \u002F 网易云 \u002F 大众点评 + 英文 Gmail \u002F Google Maps \u002F X \u002F Reddit 等。任何 Android App 理论可用，但效果取决于 UI 元素的可识别度，新版本 App 需要重新适配。",{"q":4564,"a":4565},"Web 端能力？","Web 端通过 Chrome 扩展（智谱清言：ChatGLM & AutoGLM 工作学习 AI 助手）提供——10 万+ 用户安装，含页面总结 \u002F 划线助手 \u002F 写作助手 \u002F 高级检索（知网 \u002F 知乎 \u002F 小红书）。VAB-WebArena-Lite benchmark 55.2% 首次成功率，二次尝试 59.1%。",{"q":4567,"a":4568},"和 Anthropic Computer Use \u002F Claude Desktop 怎么选？","AutoGLM 强在中文 App + 学术研究 + 开源权重 + 国内合规；Anthropic Computer Use 强在跨平台桌面 + 英文场景 + 模型推理；Claude Desktop 强在 MCP 生态 + 一键 .mcpb 安装。国内 App 自治 + 私有化 → AutoGLM；英文桌面 + 通用桌面操作 → Anthropic \u002F Claude Desktop。",[3280,1002],{},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm",[3914,4573,1765],"chrome-extension",[4575,4578,4582],{"plan":4051,"price":773,"features":4576,"notes":4577},"AutoGLM-Phone-9B 模型（MIT）+ 框架代码（Apache 2.0）+ Android 适配 + Remote ADB + 50+ 中文 App 示例","开源 \u002F 私有化部署",{"plan":4579,"price":773,"features":4580,"notes":4581},"智谱清言 Chrome 扩展","Web 划线 \u002F 总结 \u002F 高级检索 \u002F 写作助手 \u002F 页面对话","Chrome Web Store",{"plan":4583,"price":4584,"features":4585,"notes":4586},"智谱清言 App 内置","Custom","完整 GUI agent 能力（Phone \u002F Web）+ 整合产品体验","国行 App \u002F 商业服务","Open-AutoGLM 开源免费（MIT 模型 + Apache 2.0 代码）\u002F 智谱清言 App 内置版商业","2026-06-19",[4590],{"name":4591,"url":4592},"GUI Agent 工程化","\u002Fplaybook\u002Fonboarding\u002Fgui-agent-engineering",{"power":314,"ux":314,"price":321,"cn_support":321,"stability":308},{"title":3954,"description":4555},"agent\u002Fdesktop\u002Fautoglm",[4597,4599,4601,4603],{"name":4598,"url":4515,"accessed":1029},"AutoGLM 项目主页（清华 \u002F Z.AI）",{"name":4600,"url":4522,"accessed":1029},"腾讯新闻 — 智谱开源 AutoGLM",{"name":4602,"url":4529,"accessed":1029},"AutoGLM arXiv 论文 2411.00820",{"name":4604,"url":4536,"accessed":1029},"Chrome Web Store — 智谱清言扩展（10万+用户）","tools\u002Fagent\u002Fdesktop\u002Fautoglm","智谱清言出品 + 清华团队 GUI 自治智能体——Open-AutoGLM 开源 9B 手机模型 + Chrome 浏览器扩展",[4608,4609,4610,1044,4611,4612,4613],"gui-agent","mobile-agent","browser-agent","chinese","zhipu","chatglm","国内『AI 操作手机 \u002F 浏览器』开源标杆——智谱 32 个月研发、清华学术背景、MIT 开源模型权重。学术研究 \u002F 国内 App 自治 \u002F 私有化部署首选。生产稳定性 + 跨平台桌面仍弱于 Anthropic Computer Use \u002F Claude Desktop。","VvdWEKZS3wv_yukoLOAxIkFOGINlTMgvdTZRo9H_GUA",{"id":4617,"title":4278,"alternatives":4618,"api_compatible":20,"body":4625,"category":4553,"chinese_friendly":308,"cover":5186,"description":5187,"domestic":986,"extension":987,"faq":5188,"free":986,"github":20,"languages":5201,"meta":5203,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":1056,"pillar":1005,"platforms":5204,"priceTable":5205,"pricing":5227,"published":4588,"relatedPlaybooks":5228,"relatedReviews":20,"score":5232,"self_host":986,"seo":5233,"slug":5234,"sources":5235,"stem":5244,"suitable":20,"tagline":5245,"tags":5246,"updated":1029,"verdict":5249,"website":5250,"__hash__":5251},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop.md",[4619,4620,4622],{"name":3958,"url":3959},{"name":4621,"url":4571},"autoglm",{"name":4623,"url":4624},"crush","\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush",{"type":22,"value":4626,"toc":5174},[4627,4629,4632,4635,4637,4705,4707,4741,4746,4750,4754,4774,4778,4801,4803,4821,4898,4903,4905,5036,5038,5093,5095,5121,5123,5139,5141,5171],[25,4628,28],{"id":27},[30,4630,4631],{},"Claude 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JSON 配置","：Settings → Developer → Edit Config 完全控制",[65,4664,4665,4668],{},[43,4666,4667],{},"Projects","：跨会话共享 system prompt + 文件 + 知识库",[65,4670,4671,4674],{},[43,4672,4673],{},"Artifacts","：HTML \u002F React \u002F Markdown 实时预览",[65,4676,4677,4680],{},[43,4678,4679],{},"多模态","：图片 + PDF + CSV 上传分析",[65,4682,4683,4686],{},[43,4684,4685],{},"Opus \u002F Sonnet \u002F Haiku 三档","：按任务难度切换",[65,4688,4689,4692],{},[43,4690,4691],{},"Computer Use（Sonnet 4.6+）","：跨平台桌面操作（API 形式）",[65,4694,4695,4698],{},[43,4696,4697],{},"Team Projects","：共享 prompt + admin + 用量分配",[65,4700,4701,4704],{},[43,4702,4703],{},"Enterprise","：SSO + SCIM + 审计 + DLP + 数据保留策略",[25,4706,158],{"id":158},[62,4708,4709,4714,4719,4725,4731,4736],{},[65,4710,4711,4713],{},[43,4712,779],{},"：$0；基础访问 + MCP 支持",[65,4715,4716,4718],{},[43,4717,1174],{},"：$20\u002F月；Opus + Projects + 5x 配额",[65,4720,4721,4724],{},[43,4722,4723],{},"Max","：$100\u002F月；5x Pro 用量 + 优先速度",[65,4726,4727,4730],{},[43,4728,4729],{},"Max+","：$200\u002F月；20x Pro 用量",[65,4732,4733,4735],{},[43,4734,1180],{},"：$30\u002Fuser·月（最少 5 人，年付）",[65,4737,4738,4740],{},[43,4739,4703],{},"：Custom",[174,4742,4743],{},[30,4744,4745],{},"实际配额：Pro 复杂 MCP + 大文件任务一天就能用尽，重度工作流走 Max。",[25,4747,4749],{"id":4748},"实测开发者主力-macos-windows-双开","实测（开发者主力 \u002F macOS \u002F Windows 双开）",[30,4751,4752],{},[43,4753,187],{},[62,4755,4756,4759,4762,4765,4768,4771],{},[65,4757,4758],{},".mcpb 让非工程师用户也能装上 GitHub \u002F filesystem \u002F SQLite 工具",[65,4760,4761],{},"Opus 推理质量在所有桌面 agent 中最强",[65,4763,4764],{},"Projects 跨会话保留上下文非常省 token",[65,4766,4767],{},"MCP 工具调用 + Artifacts 预览同窗体验流畅",[65,4769,4770],{},"Anthropic 官方更新节奏稳，2026 几乎每月有功能",[65,4772,4773],{},"Settings → Developer → Edit Config 一键打开配置，路径不再坑用户",[30,4775,4776],{},[43,4777,221],{},[62,4779,4780,4783,4786,4789,4792,4795,4798],{},[65,4781,4782],{},"中国大陆访问 + 支付都受限",[65,4784,4785],{},"MCP 配置错误的报错很简短，要看 Console \u002F Log",[65,4787,4788],{},"大文件 \u002F 长上下文偶尔出现 token 计费偏高",[65,4790,4791],{},"Linux 版本更新偶尔落后 macOS \u002F Windows",[65,4793,4794],{},".mcpb 包格式更换（.dxt → .mcpb）期间的旧包还在用，命名混乱",[65,4796,4797],{},"Free 配额限制偏紧，体验完整流程几乎要 Pro",[65,4799,4800],{},"多账户切换不友好，企业 + 个人共用要登出登入",[25,4802,3639],{"id":3639},[929,4804,4805,4808,4815,4818],{},[65,4806,4807],{},"claude.ai\u002Fdownload → 下载对应系统客户端 → 安装登录",[65,4809,4810],{},[62,4811,4812],{},[65,4813,4814],{},"菜单 → Connectors → 浏览主流 MCP server（filesystem \u002F GitHub \u002F Slack \u002F Postgres）",[65,4816,4817],{},"或 Settings → Extensions → 下载 .mcpb 文件 → 双击安装",[65,4819,4820],{},"或 Settings → Developer → Edit Config → 手动加：",[258,4822,4826],{"className":4823,"code":4824,"language":4825,"meta":263,"style":263},"language-json shiki shiki-themes github-light github-dark","{\n  \"mcpServers\": {\n    \"filesystem\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@modelcontextprotocol\u002Fserver-filesystem\", \"\u002FUsers\u002Fyou\u002Fwork\"]\n    }\n  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",[267,4875,4876],{"class":284},"\"@modelcontextprotocol\u002Fserver-filesystem\"",[267,4878,4873],{"class":298},[267,4880,4881],{"class":284},"\"\u002FUsers\u002Fyou\u002Fwork\"",[267,4883,4884],{"class":298},"]\n",[267,4886,4887],{"class":269,"line":327},[267,4888,4889],{"class":298},"    }\n",[267,4891,4892],{"class":269,"line":5},[267,4893,595],{"class":298},[267,4895,4896],{"class":269,"line":338},[267,4897,601],{"class":298},[929,4899,4900],{"start":321},[65,4901,4902],{},"重启 Claude Desktop → 看到对话框右下角 🔨 工具图标 → 测试 \"list files in \u002FUsers\u002Fyou\u002Fwork\"",[25,4904,611],{"id":611},[613,4906,4907,4923],{},[616,4908,4909],{},[619,4910,4911,4913,4915,4918,4921],{},[622,4912,624],{},[622,4914,4278],{},[622,4916,4917],{},"ChatGPT Desktop",[622,4919,4920],{},"Cursor",[622,4922,4281],{},[637,4924,4925,4939,4954,4967,4982,4994,5007,5020],{},[619,4926,4927,4930,4932,4935,4937],{},[642,4928,4929],{},"原生 MCP",[642,4931,1444],{},[642,4933,4934],{},"部分（GPT Actions）",[642,4936,716],{},[642,4938,4361],{},[619,4940,4941,4944,4947,4949,4952],{},[642,4942,4943],{},"一键扩展安装",[642,4945,4946],{},"✅ .mcpb",[642,4948,4329],{},[642,4950,4951],{},"✅ 部分",[642,4953,4329],{},[619,4955,4956,4959,4961,4963,4965],{},[642,4957,4958],{},"桌面 \u002F 文件系统",[642,4960,713],{},[642,4962,713],{},[642,4964,713],{},[642,4966,713],{},[619,4968,4969,4971,4974,4977,4980],{},[642,4970,3605],{},[642,4972,4973],{},"Claude（Opus \u002F Sonnet）",[642,4975,4976],{},"GPT-5.x",[642,4978,4979],{},"多模型",[642,4981,4979],{},[619,4983,4984,4986,4988,4990,4992],{},[642,4985,4308],{},[642,4987,688],{},[642,4989,688],{},[642,4991,688],{},[642,4993,765],{},[619,4995,4996,4999,5001,5003,5005],{},[642,4997,4998],{},"中国大陆支付",[642,5000,688],{},[642,5002,688],{},[642,5004,688],{},[642,5006,713],{},[619,5008,5009,5011,5014,5016,5018],{},[642,5010,770],{},[642,5012,5013],{},"$20\u002F月",[642,5015,5013],{},[642,5017,5013],{},[642,5019,773],{},[619,5021,5022,5024,5027,5030,5033],{},[642,5023,786],{},[642,5025,5026],{},"MCP 生态 + Claude 派",[642,5028,5029],{},"OpenAI 派",[642,5031,5032],{},"代码主力",[642,5034,5035],{},"自托管 IM 触发",[25,5037,801],{"id":801},[62,5039,5040,5046,5052,5058,5064,5070,5076,5082,5088],{},[65,5041,5042,5045],{},[43,5043,5044],{},"配置文件路径常错","：用 Settings → Developer → Edit Config 一键打开，不要手输路径",[65,5047,5048,5051],{},[43,5049,5050],{},"JSON 必须合法","：注释 \u002F 尾逗号会报错，建议 VS Code 校验",[65,5053,5054,5057],{},[43,5055,5056],{},"重启才生效","：改完 config 务必完全退出 + 重启，菜单栏图标也要点 Quit",[65,5059,5060,5063],{},[43,5061,5062],{},"NPM 依赖卡住","：npx 首次拉包慢，设置代理或预跑一次再用",[65,5065,5066,5069],{},[43,5067,5068],{},"环境变量隔离","：每个 MCP server 的 env 只对该 server 可见，避免泄露",[65,5071,5072,5075],{},[43,5073,5074],{},"filesystem 限定路径","：args 里只给必要目录，不要给 \u002F 或整个 home",[65,5077,5078,5081],{},[43,5079,5080],{},".mcpb 来源","：只装信任来源的扩展，扩展能读你给它的目录 \u002F 调用 shell",[65,5083,5084,5087],{},[43,5085,5086],{},"中国大陆","：个人能翻墙用，企业付费 \u002F 数据合规走 OpenRouter 或 API + 自家前端",[65,5089,5090,5092],{},[43,5091,4655],{}," 偶有 server 不可用，回退到 JSON 手动配置",[25,5094,872],{"id":871},[62,5096,5097,5100,5103,5106,5109,5112,5115,5118],{},[65,5098,5099],{},"✅ Claude Opus \u002F Sonnet 重度用户",[65,5101,5102],{},"✅ 想打通文件系统 \u002F DB \u002F GitHub \u002F 浏览器自动化的开发者",[65,5104,5105],{},"✅ 团队协作通过 Team Projects 共享上下文",[65,5107,5108],{},"✅ MCP 生态早期采用者 \u002F 工具开发者",[65,5110,5111],{},"❌ 中国大陆企业要正规付费 + 合规",[65,5113,5114],{},"❌ 纯代码工作流（Cursor \u002F Continue 更顺）",[65,5116,5117],{},"❌ 预算极紧（Free 配额很快耗尽）",[65,5119,5120],{},"❌ 要自托管 + 数据完全自主（走 OpenClaw \u002F 自家方案）",[25,5122,906],{"id":906},[62,5124,5125,5129,5134],{},[65,5126,5127],{},[912,5128,4500],{"href":3959},[65,5130,5131],{},[912,5132,5133],{"href":4571},"AutoGLM 评测",[65,5135,5136],{},[912,5137,5138],{"href":4624},"Crush 评测",[25,5140,927],{"id":927},[929,5142,5143,5150,5157,5164],{},[65,5144,5145,5146],{},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt 改名 2025-09）",[912,5147,5148],{"href":5148,"rel":5149},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fdesktop-extensions",[938],[65,5151,5152,5153],{},"Toolradar — Claude Desktop MCP Server Setup 2026（路径 \u002F 配置示例）",[912,5154,5155],{"href":5155,"rel":5156},"https:\u002F\u002Ftoolradar.com\u002Fblog\u002Fclaude-desktop-mcp-server-setup",[938],[65,5158,5159,5160],{},"MCP Playground — Complete 2026 Setup Guide ",[912,5161,5162],{"href":5162,"rel":5163},"https:\u002F\u002Fmcpplaygroundonline.com\u002Fblog\u002Fhow-to-setup-mcp-claude-desktop",[938],[65,5165,5166,5167],{},"Anthropic — Pricing（Pro $20 \u002F Max $100 \u002F Max+ $200 \u002F Team $30 \u002F Enterprise）",[912,5168,5169],{"href":5169,"rel":5170},"https:\u002F\u002Fwww.anthropic.com\u002Fpricing",[938],[968,5172,5173],{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":5175},[5176,5177,5178,5179,5180,5181,5182,5183,5184,5185],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":4748,"depth":277,"text":4749},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fclaude-desktop.webp","Claude Desktop 真实评测：Anthropic 官方 macOS \u002F Windows \u002F Linux 客户端。原生 Model Context Protocol（MCP）支持，2025-06 推出 Desktop Extensions（.mcpb 包，原 .dxt），用户双击即装无需 Node.js \u002F JSON 配置。Connectors 面板 + Extensions 市场 + 手动 JSON 配置三种安装方式。Free \u002F Pro $20 \u002F Max $100-200 \u002F Team $30 \u002F 用户 \u002F Enterprise。",[5189,5192,5195,5198],{"q":5190,"a":5191},"MCP 配置文件在哪？","macOS：~\u002FLibrary\u002FApplication Support\u002FClaude\u002Fclaude_desktop_config.json；Windows：%APPDATA%\\Claude\\claude_desktop_config.json；Linux：~\u002F.config\u002FClaude\u002Fclaude_desktop_config.json。直接 Settings → Developer → Edit Config 打开最方便。",{"q":5193,"a":5194},".mcpb（Desktop Extensions）和手动 JSON 怎么选？",".mcpb（原 .dxt，2025-09 改名）一键双击安装，含全部依赖打包，零配置，适合非开发者用户。手动 JSON 适合自定义服务器 \u002F 环境变量 \u002F 私有 MCP \u002F 复杂参数。日常生产工具用 .mcpb，定制 \u002F debug 用 JSON。Connectors 面板在 + 菜单里浏览主流 server。",{"q":5196,"a":5197},"中国大陆能用吗？","需要自备网络环境访问 claude.ai；支付不支持中国大陆 \u002F 港澳信用卡，企业订阅要走海外法人 \u002F 海外卡。MCP 本地工具完全可用（filesystem \u002F sqlite \u002F shell）。建议国内项目走 OpenRouter \u002F 火山引擎 \u002F 智谱（中文场景）+ Claude API 远程调用方案。",{"q":5199,"a":5200},"和 Cursor \u002F VS Code + Continue 怎么选？","Claude Desktop 主打『通用桌面 agent + MCP 生态』，Cursor \u002F VS Code 主打『代码编辑器 + AI』。要在编辑器里写代码 → Cursor；要在桌面打通文件系统 + DB + GitHub + 浏览器自动化做杂活 → Claude Desktop。两个工具互补不冲突。",[1002,3280,5202],"multi",{},[1008,1007,1009],[5206,5209,5212,5216,5220,5224],{"plan":779,"price":773,"features":5207,"notes":5208},"基础 Claude Sonnet + MCP 支持 + 有限 message","试水 \u002F 个人轻度",{"plan":1174,"price":5013,"features":5210,"notes":5211},"更多 message + Opus 模型 + Projects + 优先速度","个人主力",{"plan":4723,"price":5213,"features":5214,"notes":5215},"$100\u002F月","5x Pro 用量 + 早期功能 + 高优先级","重度个人 \u002F 自由职业",{"plan":4729,"price":5217,"features":5218,"notes":5219},"$200\u002F月","20x Pro 用量 + research preview 优先","极重度 \u002F Power user",{"plan":1180,"price":5221,"features":5222,"notes":5223},"$30\u002Fuser·月","共享 Projects + admin + 用量分配 + 集中计费（最少 5 人）","小团队",{"plan":4703,"price":4584,"features":5225,"notes":5226},"SSO \u002F SCIM \u002F 审计 \u002F DLP \u002F 私有化数据保留策略","大型组织","Free \u002F Pro $20·月 \u002F Max $100·月 \u002F Max+ $200·月 \u002F Team $30·user·月 \u002F Enterprise",[5229],{"name":5230,"url":5231},"MCP 工具开发实战","\u002Fplaybook\u002Fonboarding\u002Fmcp-tool-development",{"power":321,"ux":321,"price":308,"cn_support":277,"stability":321},{"title":4278,"description":5187},"agent\u002Fdesktop\u002Fclaude-desktop",[5236,5238,5240,5242],{"name":5237,"url":5148,"accessed":1029},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt）",{"name":5239,"url":5155,"accessed":1029},"Toolradar — Claude Desktop MCP 设置 2026",{"name":5241,"url":5162,"accessed":1029},"MCP Playground — 完整 2026 配置指南",{"name":5243,"url":5169,"accessed":1029},"Anthropic — Pricing & Plans","tools\u002Fagent\u002Fdesktop\u002Fclaude-desktop","Anthropic 官方桌面客户端——原生 MCP 支持 + 一键 .mcpb 扩展安装 + Connectors 面板",[5247,1041,2547,5248,2546],"desktop-agent","extensions","MCP 生态的旗舰桌面客户端——要 Claude Opus \u002F Sonnet + MCP 工具 + 文件系统 \u002F DB \u002F GitHub 集成的开发者首选。中国大陆访问需自备网络 + 不支持中国大陆支付，团队订阅要海外卡。","https:\u002F\u002Fclaude.ai\u002Fdownload","F41_6nTB3IB0taC0-PKYD6rwo968g-EKpaZ-ZAGdXRc",{"id":5253,"title":5254,"alternatives":5255,"api_compatible":20,"body":5265,"category":4553,"chinese_friendly":308,"cover":5955,"description":5956,"domestic":986,"extension":987,"faq":5957,"free":986,"github":20,"languages":5970,"meta":5971,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":4624,"pillar":1005,"platforms":5972,"priceTable":5976,"pricing":5980,"published":4588,"relatedPlaybooks":5981,"relatedReviews":20,"score":5985,"self_host":317,"seo":5986,"slug":5987,"sources":5988,"stem":5997,"suitable":20,"tagline":5998,"tags":5999,"updated":1029,"verdict":6005,"website":5917,"__hash__":6006},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush.md","Crush",[5256,5259,5262],{"name":5257,"url":5258},"claude-code","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",{"name":5260,"url":5261},"aider","\u002Ftools\u002Fcoding\u002Fcli\u002Faider",{"name":5263,"url":5264},"codex","\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex",{"type":22,"value":5266,"toc":5943},[5267,5269,5272,5275,5277,5342,5344,5354,5359,5363,5367,5390,5394,5424,5426,5543,5548,5629,5631,5797,5799,5861,5863,5889,5891,5908,5910,5940],[25,5268,28],{"id":27},[30,5270,5271],{},"Crush 是 Charmbracelet 2025-07 发布的终端 AI 编程 agent，Go 编写、TUI 体验、24,700+ GitHub stars、160+ releases。差异点：mid-session 多模型切换（Anthropic \u002F OpenAI \u002F Gemini \u002F Bedrock \u002F Groq \u002F OpenRouter \u002F Azure \u002F Vertex \u002F Ollama \u002F LM Studio \u002F Z.AI 等数十家）+ LSP 集成 + MCP（stdio\u002FHTTP\u002FSSE）+ Agent Skills 标准 + SQLite session 持久化 + AGENTS.md 项目上下文。FSL-1.1-MIT 开源（2 年后转 MIT），全平台二进制（macOS \u002F Linux \u002F Windows \u002F WSL \u002F FreeBSD \u002F OpenBSD \u002F NetBSD \u002F Android）。",[30,5273,5274],{},"适合：终端控 \u002F SSH 远程开发 \u002F 不想离开命令行的工程师；要在多个 LLM 间灵活切换；用 Ollama \u002F LM Studio 本地模型；颜值 + 功能都不愿妥协的 power user。不适合：纯 GUI \u002F IDE 党（Cursor 更顺）；要 Anthropic 官方 Skills 生态深度（用 Claude Code）；企业商业竞品场景（FSL 协议有限制）。",[25,5276,60],{"id":60},[62,5278,5279,5285,5291,5297,5303,5309,5315,5321,5327,5333],{},[65,5280,5281,5284],{},[43,5282,5283],{},"多模型 mid-session 切换","：不重启 session 切 Claude \u002F GPT \u002F Gemini \u002F Groq \u002F Bedrock \u002F OpenRouter \u002F Azure \u002F Vertex",[65,5286,5287,5290],{},[43,5288,5289],{},"LSP 集成","：自动发现 + on-demand 启动，context-aware 代码理解",[65,5292,5293,5296],{},[43,5294,5295],{},"MCP 支持","：stdio \u002F HTTP \u002F SSE 三种 transport",[65,5298,5299,5302],{},[43,5300,5301],{},"Agent Skills 标准","：内置 skill discovery",[65,5304,5305,5308],{},[43,5306,5307],{},"AGENTS.md","：项目级 context 文件",[65,5310,5311,5314],{},[43,5312,5313],{},"SQLite session 持久化","：history navigation + 多会话隔离",[65,5316,5317,5320],{},[43,5318,5319],{},"桌面通知","：权限确认 + agent turn 完成提醒",[65,5322,5323,5326],{},[43,5324,5325],{},"跨平台二进制","：macOS + Linux + Windows（PowerShell + WSL）+ FreeBSD + OpenBSD + NetBSD + Android",[65,5328,5329,5332],{},[43,5330,5331],{},"Charm 生态","：Bubble Tea TUI + Lip Gloss 样式 + Glamour markdown + Bubbles 组件 + Fantasy LLM 抽象",[65,5334,5335,5341],{},[43,5336,5337,5340],{},[34,5338,5339],{},"@charmland\u002Fcrush"," NPM 包","：跨平台一键安装",[25,5343,158],{"id":158},[62,5345,5346,5351],{},[65,5347,5348,5350],{},[43,5349,779],{},"：$0；FSL-1.1-MIT（2 年后转 MIT）",[65,5352,5353],{},"真实成本 = LLM API 费用（自带 key）",[174,5355,5356],{},[30,5357,5358],{},"省钱组合：日常用 Ollama 本地 7B \u002F 13B 跑简单任务；难任务切 Claude Sonnet \u002F GPT-5 \u002F Z.AI GLM Coding。",[25,5360,5362],{"id":5361},"实测终端主力-macos-linux-ssh","实测（终端主力 \u002F macOS + Linux SSH）",[30,5364,5365],{},[43,5366,187],{},[62,5368,5369,5372,5375,5378,5381,5384,5387],{},[65,5370,5371],{},"TUI 颜值在终端 agent 里独一档，Bubble Tea 的丝滑动效",[65,5373,5374],{},"mid-session 切模型在『Claude 推理够用 → GPT 思考 hard task → Gemini Flash 跑批 commit 文档』场景极有用",[65,5376,5377],{},"LSP 集成对 Go \u002F Rust \u002F TS \u002F Python 大型项目特别管用",[65,5379,5380],{},"MCP 三种 transport 覆盖几乎所有用例",[65,5382,5383],{},"AGENTS.md 让项目级 prompt 不丢",[65,5385,5386],{},"SQLite 多 session 隔离干净",[65,5388,5389],{},"跨平台二进制保留 SSH + 远程开发用户",[30,5391,5392],{},[43,5393,221],{},[62,5395,5396,5399,5402,5405,5408,5411,5414,5421],{},[65,5397,5398],{},"FSL-1.1-MIT 不是 OSI 标准开源，企业法务要审一遍",[65,5400,5401],{},"自带 API Key，新手要先准备至少一家 provider",[65,5403,5404],{},"~22MB+ 二进制 + Go runtime + SQLite，比 aider 重",[65,5406,5407],{},"仅 TUI，没 IDE 插件 \u002F web UI",[65,5409,5410],{},"160+ releases 节奏快，breaking change 偶发",[65,5412,5413],{},"中文 prompt 效果取决于底层模型，UI 文档英文为主",[65,5415,5416,5417,5420],{},"多模型 routing 默认策略可能不省钱，手动配 ",[34,5418,5419],{},"crush.json"," 更精细",[65,5422,5423],{},"Windows 原生 PowerShell 偶有渲染问题，WSL 体验更好",[25,5425,3639],{"id":3639},[258,5427,5429],{"className":260,"code":5428,"language":262,"meta":263,"style":263},"# macOS\nbrew install charmbracelet\u002Ftap\u002Fcrush\n\n# 跨平台 NPM\nnpm install -g @charmland\u002Fcrush\n\n# Go 直装\ngo install github.com\u002Fcharmbracelet\u002Fcrush@latest\n\n# 配置 API Key（任选）\nexport ANTHROPIC_API_KEY=\"sk-ant-...\"\nexport OPENAI_API_KEY=\"sk-...\"\n\n# 启动\ncrush\n\n# Ctrl+P → Switch Model 切换；Ctrl+S 切 session；输入 \u002Fhelp 看命令\n",[34,5430,5431,5436,5446,5450,5455,5466,5470,5475,5485,5489,5494,5508,5520,5524,5529,5534,5538],{"__ignoreMap":263},[267,5432,5433],{"class":269,"line":270},[267,5434,5435],{"class":273},"# macOS\n",[267,5437,5438,5441,5443],{"class":269,"line":277},[267,5439,5440],{"class":280},"brew",[267,5442,1283],{"class":284},[267,5444,5445],{"class":284}," charmbracelet\u002Ftap\u002Fcrush\n",[267,5447,5448],{"class":269,"line":308},[267,5449,318],{"emptyLinePlaceholder":317},[267,5451,5452],{"class":269,"line":314},[267,5453,5454],{"class":273},"# 跨平台 NPM\n",[267,5456,5457,5459,5461,5463],{"class":269,"line":321},[267,5458,1280],{"class":280},[267,5460,1283],{"class":284},[267,5462,1286],{"class":288},[267,5464,5465],{"class":284}," @charmland\u002Fcrush\n",[267,5467,5468],{"class":269,"line":327},[267,5469,318],{"emptyLinePlaceholder":317},[267,5471,5472],{"class":269,"line":5},[267,5473,5474],{"class":273},"# Go 直装\n",[267,5476,5477,5480,5482],{"class":269,"line":338},[267,5478,5479],{"class":280},"go",[267,5481,1283],{"class":284},[267,5483,5484],{"class":284}," github.com\u002Fcharmbracelet\u002Fcrush@latest\n",[267,5486,5487],{"class":269,"line":347},[267,5488,318],{"emptyLinePlaceholder":317},[267,5490,5491],{"class":269,"line":356},[267,5492,5493],{"class":273},"# 配置 API Key（任选）\n",[267,5495,5496,5499,5502,5505],{"class":269,"line":365},[267,5497,5498],{"class":488},"export",[267,5500,5501],{"class":298}," ANTHROPIC_API_KEY",[267,5503,5504],{"class":488},"=",[267,5506,5507],{"class":284},"\"sk-ant-...\"\n",[267,5509,5510,5512,5515,5517],{"class":269,"line":374},[267,5511,5498],{"class":488},[267,5513,5514],{"class":298}," OPENAI_API_KEY",[267,5516,5504],{"class":488},[267,5518,5519],{"class":284},"\"sk-...\"\n",[267,5521,5522],{"class":269,"line":383},[267,5523,318],{"emptyLinePlaceholder":317},[267,5525,5526],{"class":269,"line":392},[267,5527,5528],{"class":273},"# 启动\n",[267,5530,5531],{"class":269,"line":397},[267,5532,5533],{"class":280},"crush\n",[267,5535,5536],{"class":269,"line":403},[267,5537,318],{"emptyLinePlaceholder":317},[267,5539,5540],{"class":269,"line":409},[267,5541,5542],{"class":273},"# Ctrl+P → Switch Model 切换；Ctrl+S 切 session；输入 \u002Fhelp 看命令\n",[30,5544,5545,5547],{},[34,5546,5419],{}," 加 Z.AI GLM Coding Plan 自定义 provider：",[258,5549,5551],{"className":4823,"code":5550,"language":4825,"meta":263,"style":263},"{\n  \"providers\": {\n    \"zai\": {\n      \"id\": \"zai\",\n      \"name\": \"ZAI Provider\",\n      \"base_url\": \"https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4\",\n      \"api_key\": \"your_api_key\"\n    }\n  }\n}\n",[34,5552,5553,5557,5564,5571,5583,5595,5607,5617,5621,5625],{"__ignoreMap":263},[267,5554,5555],{"class":269,"line":270},[267,5556,558],{"class":298},[267,5558,5559,5562],{"class":269,"line":277},[267,5560,5561],{"class":288},"  \"providers\"",[267,5563,4838],{"class":298},[267,5565,5566,5569],{"class":269,"line":308},[267,5567,5568],{"class":288},"    \"zai\"",[267,5570,4838],{"class":298},[267,5572,5573,5576,5578,5581],{"class":269,"line":314},[267,5574,5575],{"class":288},"      \"id\"",[267,5577,4853],{"class":298},[267,5579,5580],{"class":284},"\"zai\"",[267,5582,4859],{"class":298},[267,5584,5585,5588,5590,5593],{"class":269,"line":321},[267,5586,5587],{"class":288},"      \"name\"",[267,5589,4853],{"class":298},[267,5591,5592],{"class":284},"\"ZAI Provider\"",[267,5594,4859],{"class":298},[267,5596,5597,5600,5602,5605],{"class":269,"line":327},[267,5598,5599],{"class":288},"      \"base_url\"",[267,5601,4853],{"class":298},[267,5603,5604],{"class":284},"\"https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4\"",[267,5606,4859],{"class":298},[267,5608,5609,5612,5614],{"class":269,"line":5},[267,5610,5611],{"class":288},"      \"api_key\"",[267,5613,4853],{"class":298},[267,5615,5616],{"class":284},"\"your_api_key\"\n",[267,5618,5619],{"class":269,"line":338},[267,5620,4889],{"class":298},[267,5622,5623],{"class":269,"line":347},[267,5624,595],{"class":298},[267,5626,5627],{"class":269,"line":356},[267,5628,601],{"class":298},[25,5630,611],{"id":611},[613,5632,5633,5650],{},[616,5634,5635],{},[619,5636,5637,5639,5641,5644,5647],{},[622,5638,624],{},[622,5640,5254],{},[622,5642,5643],{},"Claude Code",[622,5645,5646],{},"Aider",[622,5648,5649],{},"Codex CLI",[637,5651,5652,5669,5685,5698,5711,5726,5738,5752,5766,5781],{},[619,5653,5654,5657,5660,5663,5666],{},[642,5655,5656],{},"TUI 颜值",[642,5658,5659],{},"✅ 顶级",[642,5661,5662],{},"✅ 良好",[642,5664,5665],{},"文本朴素",[642,5667,5668],{},"一般",[619,5670,5671,5674,5677,5679,5682],{},[642,5672,5673],{},"多模型切换",[642,5675,5676],{},"✅ mid-session",[642,5678,3617],{},[642,5680,5681],{},"✅ 任意",[642,5683,5684],{},"OpenAI only",[619,5686,5687,5690,5692,5694,5696],{},[642,5688,5689],{},"LSP",[642,5691,713],{},[642,5693,4329],{},[642,5695,4329],{},[642,5697,4329],{},[619,5699,5700,5702,5705,5707,5709],{},[642,5701,1485],{},[642,5703,5704],{},"✅ 全 transport",[642,5706,5704],{},[642,5708,4329],{},[642,5710,716],{},[619,5712,5713,5716,5719,5722,5724],{},[642,5714,5715],{},"Skills",[642,5717,5718],{},"✅ 标准",[642,5720,5721],{},"✅ Skills 体系",[642,5723,4329],{},[642,5725,4329],{},[619,5727,5728,5730,5732,5734,5736],{},[642,5729,5307],{},[642,5731,713],{},[642,5733,713],{},[642,5735,4329],{},[642,5737,4329],{},[619,5739,5740,5743,5746,5748,5750],{},[642,5741,5742],{},"协议",[642,5744,5745],{},"FSL-1.1-MIT",[642,5747,4314],{},[642,5749,154],{},[642,5751,4314],{},[619,5753,5754,5756,5759,5761,5764],{},[642,5755,4291],{},[642,5757,5758],{},"极广",[642,5760,4300],{},[642,5762,5763],{},"全平台",[642,5765,4300],{},[619,5767,5768,5770,5773,5776,5778],{},[642,5769,770],{},[642,5771,5772],{},"$0 + API 费",[642,5774,5775],{},"API 费 \u002F Pro",[642,5777,5772],{},[642,5779,5780],{},"API 费 \u002F Plus",[619,5782,5783,5785,5788,5791,5794],{},[642,5784,786],{},[642,5786,5787],{},"终端 + 多模型 + Power user",[642,5789,5790],{},"Anthropic 生态",[642,5792,5793],{},"Git refactor",[642,5795,5796],{},"OpenAI 生态",[25,5798,801],{"id":801},[62,5800,5801,5807,5819,5825,5831,5837,5843,5849,5855],{},[65,5802,5803,5806],{},[43,5804,5805],{},"FSL 协议商业审查","：商业竞品场景前法务过一遍，2 年后转 MIT",[65,5808,5809,5812,5813,5816,5817],{},[43,5810,5811],{},"API Key 管理","：用 ",[34,5814,5815],{},"pass"," \u002F 1Password CLI \u002F direnv，不硬编码 ",[34,5818,5419],{},[65,5820,5821,5824],{},[43,5822,5823],{},"breaking change 跟进","：160+ releases 节奏快，pin 版本到 stable",[65,5826,5827,5830],{},[43,5828,5829],{},"LSP 启动慢","：大项目首次启动数秒，正常现象",[65,5832,5833,5836],{},[43,5834,5835],{},"Ollama 本地优先","：日常简单任务跑 7B，复杂任务再切云",[65,5838,5839,5842],{},[43,5840,5841],{},"Windows 用 WSL","：原生 PowerShell 有 ANSI 渲染坑",[65,5844,5845,5848],{},[43,5846,5847],{},"AGENTS.md 写好","：项目 context 决定 80% 体验，按官方模板写",[65,5850,5851,5854],{},[43,5852,5853],{},"session 切换勤快点","：不同任务开不同 session，history 干净",[65,5856,5857,5860],{},[43,5858,5859],{},"MCP server 信任评估","：装新 MCP 前看 source \u002F 权限",[25,5862,872],{"id":871},[62,5864,5865,5868,5871,5874,5877,5880,5883,5886],{},[65,5866,5867],{},"✅ 终端主力 \u002F SSH 远程开发",[65,5869,5870],{},"✅ 多模型用户（Claude + GPT + Gemini + Ollama 一起用）",[65,5872,5873],{},"✅ Go \u002F Rust \u002F TS \u002F Python 大型项目（LSP 加成大）",[65,5875,5876],{},"✅ 不想被单一 vendor 绑定",[65,5878,5879],{},"❌ 纯 GUI \u002F IDE 党",[65,5881,5882],{},"❌ 要 Anthropic 官方 Skills 体系（用 Claude Code）",[65,5884,5885],{},"❌ 要 OpenAI 桌面深度（用 Codex）",[65,5887,5888],{},"❌ 商业竞品 \u002F 法务严格场景（FSL 协议要审）",[25,5890,906],{"id":906},[62,5892,5893,5898,5903],{},[65,5894,5895],{},[912,5896,5897],{"href":5258},"Claude Code 评测",[65,5899,5900],{},[912,5901,5902],{"href":5261},"Aider 评测",[65,5904,5905],{},[912,5906,5907],{"href":5264},"Codex 评测",[25,5909,927],{"id":927},[929,5911,5912,5919,5926,5933],{},[65,5913,5914,5915],{},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases \u002F FSL-1.1-MIT）",[912,5916,5917],{"href":5917,"rel":5918},"https:\u002F\u002Fgithub.com\u002Fcharmbracelet\u002Fcrush",[938],[65,5920,5921,5922],{},"Artificialus — Crush 评测 2026 ",[912,5923,5924],{"href":5924,"rel":5925},"https:\u002F\u002Fartificialus.com\u002Fagents\u002Fcrush",[938],[65,5927,5928,5929],{},"Typevar — Crush 入门 + 安装 ",[912,5930,5931],{"href":5931,"rel":5932},"https:\u002F\u002Ftypevar.dev\u002Farticles\u002Fcharmbracelet\u002Fcrush",[938],[65,5934,5935,5936],{},"Z.AI Devpack — Crush + GLM Coding Plan 集成 ",[912,5937,5938],{"href":5938,"rel":5939},"https:\u002F\u002Fdocs.z.ai\u002Fdevpack\u002Ftool\u002Fcrush",[938],[968,5941,5942],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":5944},[5945,5946,5947,5948,5949,5950,5951,5952,5953,5954],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":5361,"depth":277,"text":5362},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcrush.webp","Crush 真实评测：Charmbracelet 2025-07 发布的 Go 编写终端 TUI AI agent。GitHub 24,700+ stars \u002F 160+ releases。多模型 session 内切换（Anthropic \u002F OpenAI \u002F Gemini \u002F Bedrock \u002F Groq \u002F OpenRouter \u002F Ollama \u002F LM Studio 等数十家）+ LSP 集成 + MCP（stdio\u002FHTTP\u002FSSE）+ Agent Skills 标准 + SQLite session 持久化 + AGENTS.md 项目上下文。FSL-1.1-MIT 协议（2 年后转 MIT）。Windows PowerShell + WSL + macOS + Linux + FreeBSD + Android 全平台。",[5958,5961,5964,5967],{"q":5959,"a":5960},"Crush 和 Claude Code \u002F Aider \u002F Codex 怎么选？","Crush 强在『终端原生 TUI 颜值 + 多模型 mid-session 切换 + LSP + 跨平台二进制 + 不绑特定模型』；Claude Code 强在『Anthropic 官方 + Skills 生态 + computer use』；Aider 强在『Git 集成 + 多文件 refactor + 模型成本最优』；Codex 强在『OpenAI 官方 + 桌面集成 + Mac 体验最佳』。要终端 + 多模型 + LSP 体验 → Crush；要 Claude 全家桶 → Claude Code；要 Git refactor → Aider；要 OpenAI + macOS → Codex。",{"q":5962,"a":5963},"FSL-1.1-MIT 是什么协议？","Functional Source License 1.1：禁止商业竞品场景使用，2 年后自动转为 MIT 完全开放。对个人 \u002F 内部使用 \u002F 学习无影响，企业级商业竞品要看条款。社区有声音质疑这不是『OSI 标准开源』，使用前企业法务建议过一下。",{"q":5965,"a":5966},"用什么模型最划算？","Crush 不绑定模型，常见组合：Anthropic Claude Sonnet（日常 coding，性价比平衡）+ GPT-5.x（推理重任务）+ Gemini Flash（速度优先）+ Ollama \u002F LM Studio（本地 free）+ Z.AI GLM Coding Plan（中文 + 价格低）。多账户 + OpenRouter 中转管理最方便。",{"q":5968,"a":5969},"配置文件在哪？","macOS\u002FLinux：~\u002F.config\u002Fcrush\u002Fcrush.json；Windows：%USERPROFILE%\\.config\\crush\\crush.json。可加自定义 provider（如 Z.AI Coding Plan 用 https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4）+ MCP server + Skills 配置。",[1002],{},[1008,1009,1007,5973,5974,5975,3914],"freebsd","openbsd","netbsd",[5977],{"plan":779,"price":773,"features":5978,"notes":5979},"FSL-1.1-MIT 开源（2 年后转 MIT）+ 多模型 + LSP + MCP + Skills + 全平台二进制","用户自带 LLM API Key","免费开源（FSL-1.1-MIT，2 年后转 MIT）\u002F 用户自带 LLM API Key",[5982],{"name":5983,"url":5984},"终端 AI Agent 工作流","\u002Fplaybook\u002Fonboarding\u002Fterminal-ai-agent-workflow",{"power":321,"ux":321,"price":321,"cn_support":308,"stability":314},{"title":5254,"description":5956},"agent\u002Fdesktop\u002Fcrush",[5989,5991,5993,5995],{"name":5990,"url":5917,"accessed":1029},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases）",{"name":5992,"url":5924,"accessed":1029},"Artificialus — Crush 评测（功能 \u002F 协议 \u002F 平台覆盖）",{"name":5994,"url":5931,"accessed":1029},"Typevar — Crush 入门 + 使用场景",{"name":5996,"url":5938,"accessed":1029},"Z.AI Devpack — Crush + GLM Coding Plan","tools\u002Fagent\u002Fdesktop\u002Fcrush","Charmbracelet 出品的终端 AI 编程 agent——多模型切换 + LSP + MCP + Agent Skills 标准",[6000,6001,6002,6003,1041,1044,6004],"terminal-agent","tui","multi-model","lsp","charmbracelet","终端原生 AI agent 的标杆——TUI 颜值 + 多模型切换 + LSP + MCP + Skills 全栈。终端控 \u002F 远程开发 \u002F SSH 工作流首选。GUI \u002F IDE 党仍建议 Cursor \u002F Claude Code。","MBqz-2b1y9eFS2Xuu_IuQcT0Cw2WeLFRXsW9q48cbZk",{"id":6008,"title":4281,"alternatives":6009,"api_compatible":20,"body":6013,"category":4553,"chinese_friendly":314,"cover":6676,"description":6677,"domestic":986,"extension":987,"faq":6678,"free":986,"github":20,"languages":6690,"meta":6691,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":3959,"pillar":1005,"platforms":6692,"priceTable":6694,"pricing":6698,"published":4588,"relatedPlaybooks":6699,"relatedReviews":20,"score":6703,"self_host":317,"seo":6704,"slug":6705,"sources":6706,"stem":6715,"suitable":20,"tagline":6716,"tags":6717,"updated":1029,"verdict":6723,"website":6724,"__hash__":6725},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw.md",[6010,6011,6012],{"name":1055,"url":1056},{"name":4621,"url":4571},{"name":4623,"url":4624},{"type":22,"value":6014,"toc":6664},[6015,6017,6020,6023,6025,6093,6095,6109,6113,6117,6140,6144,6170,6172,6321,6324,6356,6358,6521,6523,6585,6587,6613,6615,6629,6631,6661],[25,6016,28],{"id":27},[30,6018,6019],{},"OpenClaw 是 2026 现象级开源个人 AI Agent 框架（MIT 协议）——Peter Steinberger 2025 末创建，2026-02 移交开源基金会，60 天 28-35.5 万 GitHub stars 历史级速度。差异点：Gateway 网关连接 20+ IM 平台（Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F Microsoft Teams \u002F Zalo \u002F 微信 \u002F 钉钉 \u002F 飞书）+ 30 分钟 Heartbeat 主动触发 + Cron 调度 + ClawHub 5400+ Skills 市场 + 多 Agent 隔离 + 本地长期记忆。完全自托管，本地 Ollama 模型零成本运行。",[30,6021,6022],{},"适合：要『手机 IM 一句话支使 AI 干活』的 power user；监控告警 \u002F 定时简报 \u002F 邮件分拣 \u002F 浏览器自动化等 7×24 后台场景；数据隐私敏感 + 自托管刚需；中国大陆用户（本地 Ollama 全免费）。不适合：纯 GUI \u002F 桌面交互党（Claude Desktop 更顺）；不会折腾 Node \u002F Docker \u002F WSL 的纯用户；要『一句话就跑通』的非技术用户。",[25,6024,60],{"id":60},[62,6026,6027,6033,6039,6045,6051,6057,6063,6069,6075,6081,6087],{},[65,6028,6029,6032],{},[43,6030,6031],{},"Gateway 多渠道","：Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F MS Teams \u002F Zalo \u002F 微信 \u002F 钉钉 \u002F 飞书 + WebChat + 移动 node",[65,6034,6035,6038],{},[43,6036,6037],{},"Skills 插件系统","：YAML 描述 + 一键安装 + ClawHub 5400+ 社区市场",[65,6040,6041,6044],{},[43,6042,6043],{},"多 Agent 隔离","：work \u002F personal \u002F test 角色独立记忆 + 任务",[65,6046,6047,6050],{},[43,6048,6049],{},"30 分钟 Heartbeat","：真正 7×24 主动运行",[65,6052,6053,6056],{},[43,6054,6055],{},"Cron 调度","：自然语言生成定时任务，无需写 Cron 表达式",[65,6058,6059,6062],{},[43,6060,6061],{},"本地长期记忆","：~\u002F.openclaw\u002Fmemory\u002Flong-term.json",[65,6064,6065,6068],{},[43,6066,6067],{},"沙箱权限模式","：区分敏感操作权限，避免误操作",[65,6070,6071,6074],{},[43,6072,6073],{},"多 LLM provider","：GPT \u002F Claude \u002F Gemini \u002F 本地 Ollama \u002F Z.AI \u002F OpenRouter",[65,6076,6077,6080],{},[43,6078,6079],{},"MCP 兼容","：可调用 MCP server",[65,6082,6083,6086],{},[43,6084,6085],{},"Web Control UI","：浏览器仪表盘（chat \u002F config \u002F sessions \u002F nodes）",[65,6088,6089,6092],{},[43,6090,6091],{},"macOS app + iOS \u002F Android 移动 node","：跨设备触发",[25,6094,158],{"id":158},[62,6096,6097,6103,6106],{},[65,6098,6099,6102],{},[43,6100,6101],{},"Self-host OSS","：$0；MIT 完全开放",[65,6104,6105],{},"真实成本 = LLM API（GPT \u002F Claude 走 API 计费）或 $0（本地 Ollama）",[65,6107,6108],{},"轻度 $5-10 \u002F 月，中度 $20-30，重度 $50+ —— 全部来自外部 LLM 而非 OpenClaw 本身",[25,6110,6112],{"id":6111},"实测个人-724-监控告警-简报","实测（个人 7×24 + 监控告警 + 简报）",[30,6114,6115],{},[43,6116,187],{},[62,6118,6119,6122,6125,6128,6131,6134,6137],{},[65,6120,6121],{},"IM 一句话支使 AI 体验是真『未来感』，离开电脑也能干活",[65,6123,6124],{},"Heartbeat 让定时任务 + 监控钩子真正后台运行，不靠操作系统 Cron",[65,6126,6127],{},"ClawHub 5400+ Skills 覆盖几乎所有日常需求",[65,6129,6130],{},"多 Agent 隔离让工作 \u002F 生活 prompt 不串",[65,6132,6133],{},"本地 Ollama 路径让数据 + 隐私完全自主",[65,6135,6136],{},"微信 \u002F 钉钉 \u002F 飞书 plugin 让国内用户无网络 \u002F 支付门槛",[65,6138,6139],{},"MIT 协议 + 社区驱动，企业内部部署合规友好",[30,6141,6142],{},[43,6143,221],{},[62,6145,6146,6149,6152,6155,6158,6161,6164,6167],{},[65,6147,6148],{},"Node 24 推荐 \u002F 22 LTS 兜底，Node 18 已经勉强（最新 Skill 偶有兼容问题）",[65,6150,6151],{},"Skill 质量参差，社区 5400+ 里要挑信任作者",[65,6153,6154],{},"国内 IM 渠道（微信 \u002F 钉钉 \u002F 飞书）的 plugin 受平台风控影响，账号风险要评估",[65,6156,6157],{},"多 Agent 隔离的 memory 文件可能膨胀，要定期清理",[65,6159,6160],{},"Heartbeat 频繁触发 LLM 调用会推高 API 费用，预算控制要配 budget cap",[65,6162,6163],{},"Web Control UI 在大量 session 下渲染偏慢",[65,6165,6166],{},"沙箱模式默认权限保守，复杂自动化要手动放权",[65,6168,6169],{},"Windows 纯生兼容差，建议 WSL2 \u002F Docker 路径",[25,6171,3639],{"id":3639},[258,6173,6175],{"className":260,"code":6174,"language":262,"meta":263,"style":263},"# 方法一：NPM\nnpm install -g openclaw\nopenclaw --version\n\n# 方法二：Docker\ndocker run -d --name openclaw \\\n  -v ~\u002F.openclaw:\u002Froot\u002F.openclaw \\\n  openclaw\u002Fopenclaw:latest\n\n# 方法三：源码\ngit clone https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\ncd openclaw && npm install && npm run start\n\n# 引导配置（model \u002F channel \u002F 权限）\nopenclaw onboard\n\n# 启动\nopenclaw                 # CLI\nopenclaw dashboard       # Web UI\n",[34,6176,6177,6182,6193,6200,6204,6209,6226,6236,6241,6245,6250,6259,6280,6284,6289,6296,6300,6304,6311],{"__ignoreMap":263},[267,6178,6179],{"class":269,"line":270},[267,6180,6181],{"class":273},"# 方法一：NPM\n",[267,6183,6184,6186,6188,6190],{"class":269,"line":277},[267,6185,1280],{"class":280},[267,6187,1283],{"class":284},[267,6189,1286],{"class":288},[267,6191,6192],{"class":284}," openclaw\n",[267,6194,6195,6197],{"class":269,"line":308},[267,6196,3958],{"class":280},[267,6198,6199],{"class":288}," --version\n",[267,6201,6202],{"class":269,"line":314},[267,6203,318],{"emptyLinePlaceholder":317},[267,6205,6206],{"class":269,"line":321},[267,6207,6208],{"class":273},"# 方法二：Docker\n",[267,6210,6211,6213,6215,6218,6221,6224],{"class":269,"line":327},[267,6212,281],{"class":280},[267,6214,285],{"class":284},[267,6216,6217],{"class":288}," -d",[267,6219,6220],{"class":288}," --name",[267,6222,6223],{"class":284}," openclaw",[267,6225,305],{"class":288},[267,6227,6228,6231,6234],{"class":269,"line":5},[267,6229,6230],{"class":288},"  -v",[267,6232,6233],{"class":284}," ~\u002F.openclaw:\u002Froot\u002F.openclaw",[267,6235,305],{"class":288},[267,6237,6238],{"class":269,"line":338},[267,6239,6240],{"class":284},"  openclaw\u002Fopenclaw:latest\n",[267,6242,6243],{"class":269,"line":347},[267,6244,318],{"emptyLinePlaceholder":317},[267,6246,6247],{"class":269,"line":356},[267,6248,6249],{"class":273},"# 方法三：源码\n",[267,6251,6252,6254,6256],{"class":269,"line":365},[267,6253,3027],{"class":280},[267,6255,4140],{"class":284},[267,6257,6258],{"class":284}," https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\n",[267,6260,6261,6263,6265,6267,6269,6271,6273,6275,6277],{"class":269,"line":374},[267,6262,4148],{"class":288},[267,6264,6223],{"class":284},[267,6266,4154],{"class":298},[267,6268,1280],{"class":280},[267,6270,1283],{"class":284},[267,6272,4154],{"class":298},[267,6274,1280],{"class":280},[267,6276,285],{"class":284},[267,6278,6279],{"class":284}," start\n",[267,6281,6282],{"class":269,"line":383},[267,6283,318],{"emptyLinePlaceholder":317},[267,6285,6286],{"class":269,"line":392},[267,6287,6288],{"class":273},"# 引导配置（model \u002F channel \u002F 权限）\n",[267,6290,6291,6293],{"class":269,"line":397},[267,6292,3958],{"class":280},[267,6294,6295],{"class":284}," onboard\n",[267,6297,6298],{"class":269,"line":403},[267,6299,318],{"emptyLinePlaceholder":317},[267,6301,6302],{"class":269,"line":409},[267,6303,5528],{"class":273},[267,6305,6306,6308],{"class":269,"line":417},[267,6307,3958],{"class":280},[267,6309,6310],{"class":273},"                 # CLI\n",[267,6312,6313,6315,6318],{"class":269,"line":429},[267,6314,3958],{"class":280},[267,6316,6317],{"class":284}," dashboard",[267,6319,6320],{"class":273},"       # Web UI\n",[30,6322,6323],{},"配本地免费 Ollama：",[258,6325,6327],{"className":260,"code":6326,"language":262,"meta":263,"style":263},"ollama pull llama3\nopenclaw config set ai.provider \"ollama\"\n",[34,6328,6329,6340],{"__ignoreMap":263},[267,6330,6331,6334,6337],{"class":269,"line":270},[267,6332,6333],{"class":280},"ollama",[267,6335,6336],{"class":284}," pull",[267,6338,6339],{"class":284}," llama3\n",[267,6341,6342,6344,6347,6350,6353],{"class":269,"line":277},[267,6343,3958],{"class":280},[267,6345,6346],{"class":284}," config",[267,6348,6349],{"class":284}," set",[267,6351,6352],{"class":284}," ai.provider",[267,6354,6355],{"class":284}," \"ollama\"\n",[25,6357,611],{"id":611},[613,6359,6360,6374],{},[616,6361,6362],{},[619,6363,6364,6366,6368,6370,6372],{},[622,6365,624],{},[622,6367,4281],{},[622,6369,4278],{},[622,6371,3954],{},[622,6373,5254],{},[637,6375,6376,6393,6407,6421,6437,6450,6462,6477,6492,6506],{},[619,6377,6378,6381,6384,6387,6390],{},[642,6379,6380],{},"形态",[642,6382,6383],{},"IM 网关 + 多 Agent 自治",[642,6385,6386],{},"桌面客户端 + MCP",[642,6388,6389],{},"Phone\u002FWeb GUI agent",[642,6391,6392],{},"终端 TUI agent",[619,6394,6395,6398,6401,6403,6405],{},[642,6396,6397],{},"7×24 Heartbeat",[642,6399,6400],{},"✅ 30 分钟",[642,6402,4329],{},[642,6404,4329],{},[642,6406,4329],{},[619,6408,6409,6412,6415,6417,6419],{},[642,6410,6411],{},"多 IM 渠道",[642,6413,6414],{},"✅ 20+",[642,6416,4329],{},[642,6418,4329],{},[642,6420,4329],{},[619,6422,6423,6426,6429,6432,6434],{},[642,6424,6425],{},"Skills 市场",[642,6427,6428],{},"✅ ClawHub 5400+",[642,6430,6431],{},"✅ MCP Connectors",[642,6433,4329],{},[642,6435,6436],{},"✅ Agent Skills 标准",[619,6438,6439,6441,6443,6445,6447],{},[642,6440,6043],{},[642,6442,713],{},[642,6444,4667],{},[642,6446,4329],{},[642,6448,6449],{},"session",[619,6451,6452,6454,6456,6458,6460],{},[642,6453,4308],{},[642,6455,765],{},[642,6457,4314],{},[642,6459,4311],{},[642,6461,5745],{},[619,6463,6464,6467,6470,6472,6475],{},[642,6465,6466],{},"本地 LLM",[642,6468,6469],{},"✅ Ollama 友好",[642,6471,4329],{},[642,6473,6474],{},"✅ 9B 自模型",[642,6476,713],{},[619,6478,6479,6482,6485,6488,6490],{},[642,6480,6481],{},"中国大陆友好",[642,6483,6484],{},"✅ 完全",[642,6486,6487],{},"❌ 支付",[642,6489,713],{},[642,6491,4951],{},[619,6493,6494,6496,6498,6501,6503],{},[642,6495,770],{},[642,6497,773],{},[642,6499,6500],{},"$20\u002F月 +",[642,6502,773],{},[642,6504,6505],{},"$0 + API",[619,6507,6508,6510,6513,6515,6518],{},[642,6509,786],{},[642,6511,6512],{},"7×24 IM 触发个人 agent",[642,6514,4401],{},[642,6516,6517],{},"Phone GUI",[642,6519,6520],{},"终端 power user",[25,6522,801],{"id":801},[62,6524,6525,6531,6537,6543,6549,6555,6561,6567,6573,6579],{},[65,6526,6527,6530],{},[43,6528,6529],{},"Skill 选型评估","：5400+ Skill 里挑官方 \u002F 高 star \u002F 仔细看 source，沙箱模式优先",[65,6532,6533,6536],{},[43,6534,6535],{},"API 预算控制","：Heartbeat + 多 Agent 会放大 LLM 费用，配 budget cap 或本地 Ollama",[65,6538,6539,6542],{},[43,6540,6541],{},"国内 IM 风控","：微信 \u002F 钉钉账号要用独立小号，避免主账号被风控",[65,6544,6545,6548],{},[43,6546,6547],{},"memory 膨胀","：长期记忆 JSON 文件定期归档 \u002F 清理",[65,6550,6551,6554],{},[43,6552,6553],{},"Node 版本","：Node 24 推荐，Node 18 部分新 Skill 不兼容",[65,6556,6557,6560],{},[43,6558,6559],{},"sandbox 权限默认保守","：复杂自动化要在 onboard 阶段调整权限，不要一上来全 root",[65,6562,6563,6566],{},[43,6564,6565],{},"数据备份","：~\u002F.openclaw 含所有记忆 + 配置，定期备份",[65,6568,6569,6572],{},[43,6570,6571],{},"Windows 走 WSL2","：原生 Windows 兼容差",[65,6574,6575,6578],{},[43,6576,6577],{},"MCP 复用","：内部 MCP server 可直接调用，不要重复造轮",[65,6580,6581,6584],{},[43,6582,6583],{},"Heartbeat 间隔自定义","：默认 30 分钟，做高频监控可调短，但成本对应增加",[25,6586,872],{"id":871},[62,6588,6589,6592,6595,6598,6601,6604,6607,6610],{},[65,6590,6591],{},"✅ 想从 IM 一句话支使 AI 7×24 干活的 power user",[65,6593,6594],{},"✅ 监控 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘 \u002F 智能家居",[65,6596,6597],{},"✅ 数据隐私敏感 + 自托管刚需",[65,6599,6600],{},"✅ 中国大陆用户走本地 Ollama 全免费",[65,6602,6603],{},"❌ 纯 GUI \u002F 桌面交互党（用 Claude Desktop）",[65,6605,6606],{},"❌ 不会折腾 Node \u002F Docker \u002F WSL",[65,6608,6609],{},"❌ 要一键就跑的非技术用户",[65,6611,6612],{},"❌ 高强度多 Agent 同时跑 + 预算极紧（API 费会膨胀）",[25,6614,906],{"id":906},[62,6616,6617,6621,6625],{},[65,6618,6619],{},[912,6620,1685],{"href":1056},[65,6622,6623],{},[912,6624,5133],{"href":4571},[65,6626,6627],{},[912,6628,5138],{"href":4624},[25,6630,927],{"id":927},[929,6632,6633,6640,6647,6654],{},[65,6634,6635,6636],{},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 渠道 \u002F Heartbeat）",[912,6637,6638],{"href":6638,"rel":6639},"https:\u002F\u002Fdocs.openclaw.ai\u002F",[938],[65,6641,6642,6643],{},"技术栈 — OpenClaw 2026 实战指南 ",[912,6644,6645],{"href":6645,"rel":6646},"https:\u002F\u002Fjishuzhan.net\u002Farticle\u002F2058753885218062337",[938],[65,6648,6649,6650],{},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat \u002F 多 Agent）",[912,6651,6652],{"href":6652,"rel":6653},"https:\u002F\u002Fblog.csdn.net\u002Fweixin_58240054\u002Farticle\u002Fdetails\u002F161197395",[938],[65,6655,6656,6657],{},"腾讯云 — OpenClaw 爆火 + Computer Use Agent 分析 ",[912,6658,6659],{"href":6659,"rel":6660},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2637863",[938],[968,6662,6663],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":6665},[6666,6667,6668,6669,6670,6671,6672,6673,6674,6675],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":6111,"depth":277,"text":6112},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fopenclaw.webp","OpenClaw 真实评测：原名 Clawdbot \u002F Moltbot，Peter Steinberger 2025 末创建，2026-02 移交开源基金会。60 天 28-35.5 万 GitHub stars，超 React 历史速度。MIT 协议自托管 Gateway 连接 Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F Microsoft Teams \u002F Zalo 等 20+ IM 平台。Heartbeat 30 分钟主动触发 + Cron + Skills（ClawHub 5400+）+ 多 Agent 隔离 + 本地长期记忆。Node 24（推荐）或 22 LTS。",[6679,6682,6685,6688],{"q":6680,"a":6681},"OpenClaw 和 Claude Desktop \u002F MCP 怎么定位？","Claude Desktop 是『桌面客户端 + MCP 工具栈』走 GUI 交互；OpenClaw 是『IM 网关 + 多 Agent + 主动 Heartbeat』走聊天 + 后台自治。两者互补：在电脑前要 GUI 体验用 Claude Desktop；离开电脑要 Telegram \u002F 微信里支使 AI 7×24 干活用 OpenClaw。OpenClaw 内部也可调用 MCP server 和 LLM provider。",{"q":6683,"a":6684},"Heartbeat 是什么？","每 30 分钟由 Gateway 主动唤醒 Agent，检查 Cron \u002F 任务队列 \u002F 监控钩子，让 AI 真正『7×24 后台运行』而非被动等用户。监控告警 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘等场景靠 Heartbeat 实现。",{"q":6686,"a":6687},"ClawHub 是什么？","OpenClaw 社区驱动的 Skills 市场，2026-05 已突破 5400 个 Skill：天气 \u002F 邮件分拣 \u002F 网页采集 \u002F 浏览器自动化 \u002F 文件整理 \u002F 多平台消息 \u002F 加密货币 \u002F 智能家居 \u002F CRM 集成等。Skill 用 YAML \u002F Markdown 描述，一键安装 + 自定义 prompt 即可。",{"q":5196,"a":6689},"完全可以。OpenClaw 自托管 + MIT 开源 + 本地 Ollama 模型路径全免费 + 无外网 \u002F 海外卡依赖。微信 \u002F 钉钉 \u002F 飞书都有 channel 插件。配 Ollama llama3 \u002F Qwen 中文模型可全离线。仅外接 GPT \u002F Claude API 时需要海外网络 + 海外卡。",[1002,3280,5202],{},[1008,1009,6693,281],"windows-wsl",[6695],{"plan":6101,"price":773,"features":6696,"notes":6697},"MIT 全开源 + Gateway + Skills + Memory + Cron + Heartbeat + 多 Agent + 20+ IM 渠道","用户自带 LLM Key 或本地 Ollama","MIT 完全免费开源 \u002F 用户自带 LLM API（GPT \u002F Claude \u002F 本地 Ollama 全免费）",[6700],{"name":6701,"url":6702},"搭建个人 7x24 AI Agent","\u002Fplaybook\u002Fonboarding\u002Fpersonal-247-ai-agent",{"power":321,"ux":314,"price":321,"cn_support":314,"stability":314},{"title":4281,"description":6677},"agent\u002Fdesktop\u002Fopenclaw",[6707,6709,6711,6713],{"name":6708,"url":6638,"accessed":1029},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 多渠道）",{"name":6710,"url":6645,"accessed":1029},"技术栈 — OpenClaw 2026 实战指南",{"name":6712,"url":6652,"accessed":1029},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat）",{"name":6714,"url":6659,"accessed":1029},"腾讯云 — Computer Use Agent 爆发分析","tools\u002Fagent\u002Fdesktop\u002Fopenclaw","2026 现象级开源个人 AI Agent——多 IM 网关 + 技能市场 ClawHub 5400+ + 7×24 Heartbeat",[1044,6718,6719,1041,6720,6721,6722,3958],"self-host","gateway","multi-agent","im-bot","mit","2026 最火个人 AI Agent——『IM 触发 + 7×24 主动 + 本地控制』三件套。要从 Telegram \u002F 微信 \u002F Discord 一句话支使 AI 干活的 power user 首选。GUI 党 \u002F 非工程师仍推 Claude Desktop。","https:\u002F\u002Fdocs.openclaw.ai","44nqEv_CBMUBt9TZcBUdQuLkcDI69Y7GH1xir5o3o94",{"id":6727,"title":6728,"alternatives":6729,"api_compatible":20,"body":6735,"category":7226,"chinese_friendly":308,"cover":7227,"description":7228,"domestic":986,"extension":987,"faq":7229,"free":986,"github":20,"languages":7241,"meta":7242,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":7243,"pillar":1005,"platforms":7244,"priceTable":7245,"pricing":7258,"published":4588,"relatedPlaybooks":7259,"relatedReviews":20,"score":7263,"self_host":986,"seo":7264,"slug":7265,"sources":7266,"stem":7274,"suitable":20,"tagline":7275,"tags":7276,"updated":1029,"verdict":7281,"website":7282,"__hash__":7283},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Falice.md","Alice",[6730,6731,6732],{"name":1055,"url":1056},{"name":3958,"url":3959},{"name":6733,"url":6734},"flowith","\u002Ftools\u002Fagent\u002Fgeneral\u002Fflowith",{"type":22,"value":6736,"toc":7214},[6737,6739,6742,6745,6747,6815,6817,6840,6845,6849,6853,6876,6880,6906,6908,6931,6933,7079,7081,7137,7139,7165,7167,7182,7184],[25,6738,28],{"id":27},[30,6740,6741],{},"Alice（heyalice.app）是 Greg Rog \u002F Techsistence 团队 macOS \u002F Windows \u002F Linux 原生桌面 AI 助手，2026-02 版本 5.0 发布，8000+ 创作者使用。差异点：OS 级全局快捷键唤起 + 自带 API Key（OpenAI \u002F Claude \u002F Gemini \u002F Grok \u002F Groq）+ 数据全本地存储零云依赖 + 50+ ready-to-use Assistants + 200+ Skills 社区库 + MCP \u002F Zapier \u002F Make \u002F n8n 集成。无月费订阅，3 周免费试用 + 一次买断 ~$59-99。",[30,6743,6744],{},"适合：macOS \u002F Windows 党 + 想全局快捷键唤起 AI；多模型用户不想被单 vendor 锁定；隐私敏感 + 不愿数据上云；自由职业 \u002F 个人开发者 + 不喜欢月费订阅。不适合：纯网页党（无 web 版）；移动设备主力（无 iOS \u002F Android）；团队协作 + 共享 workspace；不愿管理 API Key 的纯用户。",[25,6746,60],{"id":60},[62,6748,6749,6755,6761,6767,6773,6779,6785,6791,6797,6803,6809],{},[65,6750,6751,6754],{},[43,6752,6753],{},"全局快捷键唤起","：任何应用按 hotkey 召唤 AI",[65,6756,6757,6760],{},[43,6758,6759],{},"BYO API Key","：OpenAI \u002F Anthropic \u002F Gemini \u002F xAI Grok \u002F Groq \u002F OpenRouter",[65,6762,6763,6766],{},[43,6764,6765],{},"50+ Assistants","：'Deal Closer' \u002F 'Bug Hunter' \u002F 'Meeting Genius' 等开箱即用角色",[65,6768,6769,6772],{},[43,6770,6771],{},"200+ Skills","：power user 社区贡献的能力包",[65,6774,6775,6778],{},[43,6776,6777],{},"MCP 集成","：可调用 MCP server 工具",[65,6780,6781,6784],{},[43,6782,6783],{},"自动化对接","：Zapier \u002F Make \u002F n8n + 无代码工作流",[65,6786,6787,6790],{},[43,6788,6789],{},"Memory & Documents","：项目文档 + 偏好记忆，无需重复输入",[65,6792,6793,6796],{},[43,6794,6795],{},"数据本地","：所有对话 \u002F 设置 \u002F 偏好仅本地存储",[65,6798,6799,6802],{},[43,6800,6801],{},"多模型在一窗口","：GPT-5.x \u002F Claude \u002F Gemini \u002F Grok \u002F Llama 切换",[65,6804,6805,6808],{},[43,6806,6807],{},"CSV \u002F 邮件 \u002F 日程","：直接读本地 CSV \u002F Calendar \u002F 起草邮件 \u002F Todo",[65,6810,6811,6814],{},[43,6812,6813],{},"3 周免费试用","：体验完整再决策",[25,6816,158],{"id":158},[62,6818,6819,6825,6831,6837],{},[65,6820,6821,6824],{},[43,6822,6823],{},"Free Trial","：3 周完整功能，无信用卡",[65,6826,6827,6830],{},[43,6828,6829],{},"Personal","：~$59 一次买断（永久授权 + 永久更新）",[65,6832,6833,6836],{},[43,6834,6835],{},"Business \u002F Pro","：~$99 一次买断 + 优先支持 + 商用授权",[65,6838,6839],{},"API 费用单算（OpenAI \u002F Anthropic 按 token 计费）",[174,6841,6842],{},[30,6843,6844],{},"真实成本预估：重度日用 GPT-5.x \u002F Claude 一个月 $30-80 API 费 + 一次买断 ~$59 = 第一年总投入约 $400-500，长期省于 ChatGPT Pro 月费。",[25,6846,6848],{"id":6847},"实测macos-主力-自由职业-多模型混用","实测（macOS 主力 \u002F 自由职业 \u002F 多模型混用）",[30,6850,6851],{},[43,6852,187],{},[62,6854,6855,6858,6861,6864,6867,6870,6873],{},[65,6856,6857],{},"全局 hotkey 召唤体验在 macOS 上非常顺，比开浏览器 + 切 tab 快 10 倍",[65,6859,6860],{},"多模型对比：同问题同时跑 GPT-5 + Claude Opus + Gemini 看差异",[65,6862,6863],{},"50+ Assistants 节省 prompt engineering 时间",[65,6865,6866],{},"数据本地 + 无 telemetry，隐私党非常友好",[65,6868,6869],{},"一次买断 vs 多家月费的累计性价比高",[65,6871,6872],{},"BYO API 让账单透明，不会有平台抽成",[65,6874,6875],{},"MCP 让本地工具可被 AI 调用，文件系统 \u002F DB \u002F Shell",[30,6877,6878],{},[43,6879,221],{},[62,6881,6882,6885,6888,6891,6894,6897,6900,6903],{},[65,6883,6884],{},"API Key 管理复杂：每家都要单独申请 + 充值 + 监控配额",[65,6886,6887],{},"使用量爆冷热不均，BYO 模型 API 费偶尔月底惊喜",[65,6889,6890],{},"移动端缺失，出门用不上",[65,6892,6893],{},"Linux 版本更新偶尔比 macOS 慢",[65,6895,6896],{},"中文 prompt 效果依赖底层模型，UI 英文为主",[65,6898,6899],{},"50+ Assistants 质量参差，要挑高赞的用",[65,6901,6902],{},"团队协作 \u002F 云同步不是产品重点",[65,6904,6905],{},"学习曲线：自定义 Assistant + Skill 体系花时间",[25,6907,3639],{"id":3639},[929,6909,6910,6913,6916,6919,6922,6925,6928],{},[65,6911,6912],{},"heyalice.app → 下载 macOS \u002F Windows \u002F Linux 安装包",[65,6914,6915],{},"启动 → 3 周免费试用激活",[65,6917,6918],{},"Settings → 配 API Key（最少配一家，推荐 OpenRouter 统一）",[65,6920,6921],{},"试 Assistant Marketplace 装 'Meeting Genius' \u002F 'Bug Hunter'",[65,6923,6924],{},"自定义全局 hotkey（默认 Cmd+Shift+Space）",[65,6926,6927],{},"任何 App 按 hotkey → 输入 prompt → 选 Assistant + 模型 → 干活",[65,6929,6930],{},"满意后选 Personal $59 \u002F Business $99 买断",[25,6932,611],{"id":611},[613,6934,6935,6950],{},[616,6936,6937],{},[619,6938,6939,6941,6943,6946,6948],{},[622,6940,624],{},[622,6942,6728],{},[622,6944,6945],{},"Raycast AI",[622,6947,4278],{},[622,6949,4917],{},[637,6951,6952,6966,6982,6997,7010,7022,7035,7050,7063],{},[619,6953,6954,6957,6959,6962,6964],{},[642,6955,6956],{},"全局 hotkey",[642,6958,5659],{},[642,6960,6961],{},"✅ Raycast",[642,6963,4334],{},[642,6965,4334],{},[619,6967,6968,6971,6973,6976,6979],{},[642,6969,6970],{},"BYO API",[642,6972,713],{},[642,6974,6975],{},"❌ 内置",[642,6977,6978],{},"❌ Anthropic",[642,6980,6981],{},"❌ OpenAI",[619,6983,6984,6987,6990,6993,6995],{},[642,6985,6986],{},"一次买断",[642,6988,6989],{},"✅ $59-99",[642,6991,6992],{},"$10\u002F月",[642,6994,5013],{},[642,6996,5013],{},[619,6998,6999,7002,7004,7006,7008],{},[642,7000,7001],{},"多模型一窗",[642,7003,713],{},[642,7005,713],{},[642,7007,3617],{},[642,7009,5684],{},[619,7011,7012,7014,7016,7018,7020],{},[642,7013,1485],{},[642,7015,713],{},[642,7017,716],{},[642,7019,1444],{},[642,7021,716],{},[619,7023,7024,7026,7029,7031,7033],{},[642,7025,6795],{},[642,7027,7028],{},"✅ 零云",[642,7030,4329],{},[642,7032,4329],{},[642,7034,4329],{},[619,7036,7037,7039,7042,7045,7047],{},[642,7038,4291],{},[642,7040,7041],{},"macOS\u002FWin\u002FLinux",[642,7043,7044],{},"macOS only",[642,7046,7041],{},[642,7048,7049],{},"macOS\u002FWin",[619,7051,7052,7055,7057,7059,7061],{},[642,7053,7054],{},"移动端",[642,7056,688],{},[642,7058,688],{},[642,7060,4329],{},[642,7062,713],{},[619,7064,7065,7067,7070,7073,7076],{},[642,7066,786],{},[642,7068,7069],{},"全局 AI + 多模型 + 买断",[642,7071,7072],{},"Mac 启动器 + AI",[642,7074,7075],{},"MCP 生态",[642,7077,7078],{},"OpenAI 全家桶",[25,7080,801],{"id":801},[62,7082,7083,7089,7095,7101,7107,7113,7119,7125,7131],{},[65,7084,7085,7088],{},[43,7086,7087],{},"API Key 用 OpenRouter 统一","：避免管理 5 家账号 \u002F 5 个充值",[65,7090,7091,7094],{},[43,7092,7093],{},"API 预算 cap","：每家 API console 设月度 cap，避免月底炸账单",[65,7096,7097,7100],{},[43,7098,7099],{},"Assistant 不要装太多","：50+ 装一半就乱，按当前项目装 3-5 个",[65,7102,7103,7106],{},[43,7104,7105],{},"Linux 版本滞后","：macOS \u002F Windows 体验更稳",[65,7108,7109,7112],{},[43,7110,7111],{},"隐私是核心卖点","：装第三方 Skill \u002F Assistant 前看 source \u002F 权限声明",[65,7114,7115,7118],{},[43,7116,7117],{},"快捷键冲突","：默认 Cmd+Shift+Space 和 Spotlight 冲突，改为 Cmd+\u002F",[65,7120,7121,7124],{},[43,7122,7123],{},"中文场景","：自带 API 接 DeepSeek \u002F Qwen \u002F GLM 走 OpenRouter，prompt 用中文 OK",[65,7126,7127,7130],{},[43,7128,7129],{},"不要一次升级到最新版","：5.x 改动大，pin minor 版本观察社区反馈",[65,7132,7133,7136],{},[43,7134,7135],{},"MCP server","：信任来源很重要，能访问的目录 \u002F 工具要审慎",[25,7138,872],{"id":871},[62,7140,7141,7144,7147,7150,7153,7156,7159,7162],{},[65,7142,7143],{},"✅ macOS \u002F Windows 主力 + 想全局 hotkey 唤起 AI",[65,7145,7146],{},"✅ 多模型用户不想被单 vendor 锁定",[65,7148,7149],{},"✅ 隐私敏感 + 数据全本地",[65,7151,7152],{},"✅ 自由职业 \u002F 个人开发者 + 不愿月费",[65,7154,7155],{},"❌ 纯网页党 \u002F iPad \u002F 移动主力",[65,7157,7158],{},"❌ 团队协作 + 共享 workspace（用 Claude Team \u002F ChatGPT Team）",[65,7160,7161],{},"❌ 不想管理 API Key 的纯用户",[65,7163,7164],{},"❌ 中国大陆海外卡 + API 不可得",[25,7166,906],{"id":906},[62,7168,7169,7173,7177],{},[65,7170,7171],{},[912,7172,1685],{"href":1056},[65,7174,7175],{},[912,7176,4500],{"href":3959},[65,7178,7179],{},[912,7180,7181],{"href":6734},"Flowith 评测",[25,7183,927],{"id":927},[929,7185,7186,7193,7200,7207],{},[65,7187,7188,7189],{},"Alice 官网（heyalice.app）",[912,7190,7191],{"href":7191,"rel":7192},"https:\u002F\u002Fheyalice.app\u002F",[938],[65,7194,7195,7196],{},"Comparateur-IA — Alice AI Review 2026（BYO API \u002F 3 周试用 \u002F 50+ Assistant）",[912,7197,7198],{"href":7198,"rel":7199},"https:\u002F\u002Fcomparateur-ia.com\u002Fen\u002Freviews\u002Falice-ai",[938],[65,7201,7202,7203],{},"AI Tools Cafe — Alice Pricing & Features 2026 ",[912,7204,7205],{"href":7205,"rel":7206},"https:\u002F\u002Faitoolscafe.com\u002Ftool\u002Falice",[938],[65,7208,7209,7210],{},"Skywork — Alice AI Ultimate 2026 Guide ",[912,7211,7212],{"href":7212,"rel":7213},"https:\u002F\u002Fskywork.ai\u002Fskypage\u002Fen\u002Falice-ai-bot-guide\u002F2028644172050882560",[938],{"title":263,"searchDepth":308,"depth":308,"links":7215},[7216,7217,7218,7219,7220,7221,7222,7223,7224,7225],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":6847,"depth":277,"text":6848},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"general","\u002Fimg\u002Ftools\u002Falice.webp","Alice 真实评测：Greg Rog \u002F Techsistence 团队出品的 macOS \u002F Windows \u002F Linux 原生桌面 AI 助手（heyalice.app）。差异点：OS 级全局快捷键唤起 + 自带 API Key（OpenAI \u002F Claude \u002F Gemini \u002F Grok \u002F Groq）+ 数据全本地存储 + 50+ ready-to-use Assistants + 200+ Skills 社区库 + MCP \u002F Zapier \u002F Make \u002F n8n 集成。版本 5.0 已发布，8000+ 创作者使用。3 周免费试用，无月费订阅，付费一次买断。",[7230,7233,7236,7239],{"q":7231,"a":7232},"Alice 和 Raycast AI \u002F Claude Desktop \u002F ChatGPT Desktop 怎么选？","Alice 强在『全局快捷键 + BYO API + 一次买断 + 隐私本地』——多模型用户 \u002F 自由职业 \u002F 隐私敏感党最划算。Raycast AI 是 Raycast 启动器内置 AI，深度集成快捷指令但限 Raycast 生态。Claude Desktop 强 MCP + Anthropic 模型。ChatGPT Desktop 强 OpenAI 全家桶。要 Mac 全局 hotkey + 多模型 + 不订阅 → Alice；要工具栏启动器 + 简单 AI → Raycast AI；要 MCP 生态 → Claude Desktop。",{"q":7234,"a":7235},"为什么要自带 API Key？","Alice 自身不卖 LLM 服务，让你直接用 OpenAI \u002F Anthropic \u002F Google \u002F xAI \u002F Groq 的 API。优点：透明计费 + 同一 key 多工具复用 + 不依赖 Alice 商业稳定。缺点：要自己申请 + 充值多家 API + 重度用户成本估算难。OpenRouter 可以一个 key 接所有模型。",{"q":7237,"a":7238},"Skills 和 Assistants 区别？","Assistant 是预配置 system prompt + 工具 + 模型的『角色』（如 'Deal Closer' \u002F 'Bug Hunter' \u002F 'Meeting Genius'），打开就是这个角色；Skill 是 Assistant 内部可调用的『能力包』（搜索 \u002F 摘要 \u002F 翻译 \u002F 数据分析等）。50+ Assistants + 200+ Skills 由 power user 社区贡献，免费可装。",{"q":5196,"a":7240},"App 本身可下载 + 本地运行。海外信用卡买断 + 海外 LLM API Key 是门槛。OpenRouter 中转可接国产模型（智谱 \u002F DeepSeek \u002F Qwen），跑国内场景。隐私上数据全本地存储，无国外服务器同步。",[1002],{},"\u002Ftools\u002Fagent\u002Fgeneral\u002Falice",[1008,1007,1009],[7246,7250,7254],{"plan":6823,"price":7247,"features":7248,"notes":7249},"$0 · 3 周","完整功能体验","无信用卡",{"plan":6829,"price":7251,"features":7252,"notes":7253},"~$59 一次","永久授权 + 50+ Assistants + 200+ Skills + MCP\u002FZapier\u002FMake\u002Fn8n","个人买断",{"plan":6835,"price":7255,"features":7256,"notes":7257},"~$99 一次","Personal + 优先支持 + 商用授权 + 更新永久免费","商业 \u002F 团队","$59-99 一次买断 + 3 周免费试用 \u002F 自带 API Key 走 LLM 计费",[7260],{"name":7261,"url":7262},"macOS 全局 AI 工作流","\u002Fplaybook\u002Fonboarding\u002Fmacos-global-ai-workflow",{"power":314,"ux":321,"price":314,"cn_support":308,"stability":314},{"title":6728,"description":7228},"agent\u002Fgeneral\u002Falice",[7267,7268,7270,7272],{"name":7188,"url":7191,"accessed":1029},{"name":7269,"url":7198,"accessed":1029},"Comparateur-IA — Alice AI Review 2026",{"name":7271,"url":7205,"accessed":1029},"AI Tools Cafe — Alice Pricing & Features 2026",{"name":7273,"url":7212,"accessed":1029},"Skywork — Alice AI Ultimate 2026 Guide","tools\u002Fagent\u002Fgeneral\u002Falice","heyalice.app 桌面 AI 助手——OS 级全局快捷键 + 多模型 + 50+ Assistants \u002F 200+ Skills",[7277,6002,7278,7279,7280,1008],"desktop-assistant","byo-api","privacy","hotkey","桌面 AI 助手里最像 Raycast 的存在——全局快捷键 + 一次买断 + 自带 API。重度多模型用户 + macOS 党 + 隐私敏感首选。要团队协作 \u002F 云同步走 Claude Desktop \u002F ChatGPT Team。","https:\u002F\u002Fheyalice.app","D4cSWts4Gbjfw2LPLECK9ae_inIY-gb4mF5L0saydBI",{"id":7285,"title":7286,"alternatives":7287,"api_compatible":20,"body":7294,"category":7226,"chinese_friendly":314,"cover":7767,"description":7768,"domestic":986,"extension":987,"faq":7769,"free":986,"github":20,"languages":7782,"meta":7783,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":6734,"pillar":1005,"platforms":7784,"priceTable":7786,"pricing":7801,"published":4588,"relatedPlaybooks":7802,"relatedReviews":20,"score":7806,"self_host":986,"seo":7807,"slug":7808,"sources":7809,"stem":7818,"suitable":20,"tagline":7819,"tags":7820,"updated":1029,"verdict":7824,"website":7732,"__hash__":7825},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fflowith.md","Flowith",[7288,7291,7293],{"name":7289,"url":7290},"genspark","\u002Ftools\u002Fagent\u002Fgeneral\u002Fgenspark",{"name":7292,"url":7243},"alice",{"name":1055,"url":1056},{"type":22,"value":7295,"toc":7755},[7296,7298,7301,7304,7306,7367,7369,7393,7398,7402,7406,7429,7433,7459,7461,7481,7483,7614,7616,7677,7679,7705,7707,7723,7725],[25,7297,28],{"id":27},[30,7299,7300],{},"Flowith 是新加坡公司 Flowith Technologies Pte. Ltd.（2023 创立）打造的画布式 AI 工作空间。差异点：无限 2D 画布把每次 AI 交互变成可分支可合并的节点 + Agent Neo（10M token 上下文 \u002F 1000+ 自治步骤）+ Knowledge Garden（文档原子化成 Seeds）+ 40+ AI 模型一站接入 + FlowithOS 早期预览。2024-08 Product Hunt 当日 #1，2026 已有 100 万+ 用户，背后有 Stripe \u002F NVIDIA Inception \u002F Google for Startups \u002F Microsoft \u002F AWS。",[30,7302,7303],{},"适合：研究 \u002F 内容生产 \u002F 网站搭建 \u002F 长期项目 + 多线程并行；要 10M token 超长上下文做深度分析；想画布一眼看整个项目结构；多模型对比 + 长任务自治需求。不适合：纯简单问答（杀鸡用牛刀）；预算紧（credit 消耗快）；线性思维偏好用户（画布反而增加心智负担）；不愿学习曲线的纯小白。",[25,7305,60],{"id":60},[62,7307,7308,7314,7320,7326,7332,7338,7344,7350,7356,7362],{},[65,7309,7310,7313],{},[43,7311,7312],{},"无限 2D 画布","：每次 AI 交互 = 节点，可分支 \u002F 合并 \u002F 并行",[65,7315,7316,7319],{},[43,7317,7318],{},"Agent Neo","：10M token 上下文 + 1000+ 步自治 + 动态适应中间结果",[65,7321,7322,7325],{},[43,7323,7324],{},"Knowledge Garden","：文档拆解成 Seeds 知识单元，按需调用",[65,7327,7328,7331],{},[43,7329,7330],{},"40+ AI 模型","：GPT-5 \u002F Claude \u002F Gemini \u002F DeepSeek \u002F 国产模型并存",[65,7333,7334,7337],{},[43,7335,7336],{},"多线程并行","：同时跑多个 thread，画布一览",[65,7339,7340,7343],{},[43,7341,7342],{},"FlowithOS","：下一代 AI Agent OS（Pro+ 早期预览）",[65,7345,7346,7349],{},[43,7347,7348],{},"iOS App","：2026 上线，移动 workspace 访问",[65,7351,7352,7355],{},[43,7353,7354],{},"图像 \u002F 视频批量","：Pro+ 解锁批处理",[65,7357,7358,7361],{},[43,7359,7360],{},"商业授权","：Pro+ 包含商业使用权",[65,7363,7364,7366],{},[43,7365,6085],{},"：浏览器原生，多设备同步",[25,7368,158],{"id":158},[62,7370,7371,7376,7381,7387],{},[65,7372,7373,7375],{},[43,7374,779],{},"：$0；300 一次性 credits（试水级）",[65,7377,7378,7380],{},[43,7379,1174],{},"：$19.90\u002F月（年付 $15.32）；22,000 月度 credits",[65,7382,7383,7386],{},[43,7384,7385],{},"Ultimate","：$49.90\u002F月（年付 $39.92）；85,000 credits + 优先队列",[65,7388,7389,7392],{},[43,7390,7391],{},"Infinite","：$499.90\u002F月（年付 $459.90）；1,000,000 credits + 创始人直通",[174,7394,7395],{},[30,7396,7397],{},"真实成本：跑 Agent Neo 长任务一次 5k-20k credits，Pro 一月 1-3 个完整 Neo 任务 + 日常多线程对话；重度建议 Ultimate 起。",[25,7399,7401],{"id":7400},"实测深度研究-多线程内容生产","实测（深度研究 \u002F 多线程内容生产）",[30,7403,7404],{},[43,7405,187],{},[62,7407,7408,7411,7414,7417,7420,7423,7426],{},[65,7409,7410],{},"画布让整个项目结构一眼可见，比 ChatGPT 翻 thread 高效得多",[65,7412,7413],{},"Agent Neo 跑 10M token 长上下文任务时表现确实超线性 chat",[65,7415,7416],{},"Knowledge Garden 的 Seeds 设计精妙，文档复用无重复 token 成本",[65,7418,7419],{},"40+ 模型一窗体内切换 + 对比",[65,7421,7422],{},"多设备同步流畅",[65,7424,7425],{},"中文支持良好（接入 DeepSeek \u002F GLM 等国产模型）",[65,7427,7428],{},"学术 \u002F 战略 \u002F 内容创作场景非常顺手",[30,7430,7431],{},[43,7432,221],{},[62,7434,7435,7438,7441,7444,7447,7450,7453,7456],{},[65,7436,7437],{},"credit 消耗变化大，前沿模型一条 prompt 烧 5k+ credit",[65,7439,7440],{},"学习曲线明显，画布操作 + 节点连线要花时间",[65,7442,7443],{},"简单问答场景 Flowith 反而慢于 ChatGPT",[65,7445,7446],{},"Free 300 credits 不够体验完整流程",[65,7448,7449],{},"Agent Neo 偶尔『过度自治』产出不可控",[65,7451,7452],{},"移动 iOS 体验不如桌面 Web",[65,7454,7455],{},"商业授权要 Pro 起步，Free \u002F 试用产物商用合规要看条款",[65,7457,7458],{},"价格阶梯陡：Pro $20 → Ultimate $50 → Infinite $500，中端断档",[25,7460,3639],{"id":3639},[929,7462,7463,7466,7469,7472,7475,7478],{},[65,7464,7465],{},"flowith.io → Free 注册 → 拿 300 credits",[65,7467,7468],{},"新建画布 → 试 Quick Start 模板（research \u002F writing \u002F website）",[65,7470,7471],{},"画布上 + 添加节点 → 选模型 → 输入 prompt → 节点输出 → 拖出新节点延展",[65,7473,7474],{},"Knowledge Garden → 上传 3-5 个 PDF \u002F 笔记 → Seeds 自动生成",[65,7476,7477],{},"Agent Neo → 给一个完整目标（\"做一份 AI Agent 2026 竞品分析报告 + 网站\"）→ 等 30 分钟看结果",[65,7479,7480],{},"看 credit 消耗 → 觉得划算升 Pro \u002F Ultimate",[25,7482,611],{"id":611},[613,7484,7485,7502],{},[616,7486,7487],{},[619,7488,7489,7491,7493,7496,7499],{},[622,7490,624],{},[622,7492,7286],{},[622,7494,7495],{},"Genspark",[622,7497,7498],{},"ChatGPT",[622,7500,7501],{},"Claude",[637,7503,7504,7519,7536,7553,7570,7584,7598],{},[619,7505,7506,7508,7511,7514,7517],{},[642,7507,6380],{},[642,7509,7510],{},"无限画布 + 节点",[642,7512,7513],{},"多 Agent + Sparkpage",[642,7515,7516],{},"线性 chat",[642,7518,7516],{},[619,7520,7521,7524,7527,7530,7533],{},[642,7522,7523],{},"自治 agent",[642,7525,7526],{},"✅ Neo 1000+ 步",[642,7528,7529],{},"✅ Super Agent",[642,7531,7532],{},"✅ Operator",[642,7534,7535],{},"❌（API 走）",[619,7537,7538,7541,7544,7547,7550],{},[642,7539,7540],{},"上下文",[642,7542,7543],{},"10M token",[642,7545,7546],{},"200K",[642,7548,7549],{},"1M（GPT-5）",[642,7551,7552],{},"1M（Claude）",[619,7554,7555,7558,7561,7564,7567],{},[642,7556,7557],{},"模型数",[642,7559,7560],{},"40+",[642,7562,7563],{},"多家",[642,7565,7566],{},"OpenAI",[642,7568,7569],{},"Anthropic",[619,7571,7572,7575,7578,7580,7582],{},[642,7573,7574],{},"Knowledge base",[642,7576,7577],{},"✅ Seeds",[642,7579,4329],{},[642,7581,4667],{},[642,7583,4667],{},[619,7585,7586,7588,7591,7594,7596],{},[642,7587,770],{},[642,7589,7590],{},"$19.90\u002F月",[642,7592,7593],{},"$25\u002F月",[642,7595,5013],{},[642,7597,5013],{},[619,7599,7600,7602,7605,7608,7611],{},[642,7601,786],{},[642,7603,7604],{},"深度多线程 + 长任务",[642,7606,7607],{},"全能 Super Agent",[642,7609,7610],{},"通用",[642,7612,7613],{},"Coding \u002F 长文",[25,7615,801],{"id":801},[62,7617,7618,7624,7630,7636,7642,7648,7654,7660,7665,7671],{},[65,7619,7620,7623],{},[43,7621,7622],{},"从 Pro 起","：Free 300 credits 玩不出深度",[65,7625,7626,7629],{},[43,7627,7628],{},"Knowledge Garden 文档先放进去","：所有任务再调用，省 token",[65,7631,7632,7635],{},[43,7633,7634],{},"Agent Neo 任务先小后大","：先 100 步任务感受效果，再上 1000 步",[65,7637,7638,7641],{},[43,7639,7640],{},"credit 监控","：Settings 看每日消耗，前沿模型烧得快",[65,7643,7644,7647],{},[43,7645,7646],{},"画布命名清晰","：节点 \u002F 分支 \u002F 项目名字要规范，否则一周后看不懂自己画的",[65,7649,7650,7653],{},[43,7651,7652],{},"年付折扣","：Pro 年付 $15.32 vs 月付 $19.90 一年省 $55",[65,7655,7656,7659],{},[43,7657,7658],{},"商业产物","：Free 试用产物商用前看条款，Pro+ 才有 commercial license",[65,7661,7662,7664],{},[43,7663,7054],{},"：iOS App 用于查看 \u002F 复用，深度编辑回桌面 Web",[65,7666,7667,7670],{},[43,7668,7669],{},"不要把 Flowith 当 ChatGPT 用","：简单问答用 ChatGPT，复杂多分支用 Flowith",[65,7672,7673,7676],{},[43,7674,7675],{},"Seeds 数量","：单 Knowledge Garden 不要塞太多，分主题建多个 Garden",[25,7678,872],{"id":871},[62,7680,7681,7684,7687,7690,7693,7696,7699,7702],{},[65,7682,7683],{},"✅ 深度研究 \u002F 长篇内容 \u002F 长期项目",[65,7685,7686],{},"✅ 要 10M token 超长上下文做综合分析",[65,7688,7689],{},"✅ 多模型 + 多线程并行 + 画布化思考者",[65,7691,7692],{},"✅ 自治 agent 跑长任务（Neo 1000+ 步）",[65,7694,7695],{},"❌ 纯简单问答（用 ChatGPT \u002F Claude）",[65,7697,7698],{},"❌ 预算极紧 + 不愿学习曲线",[65,7700,7701],{},"❌ 线性思维 + 单线程偏好",[65,7703,7704],{},"❌ 严格自托管 \u002F 数据零云（Flowith 是 SaaS）",[25,7706,906],{"id":906},[62,7708,7709,7714,7719],{},[65,7710,7711],{},[912,7712,7713],{"href":7290},"Genspark 评测",[65,7715,7716],{},[912,7717,7718],{"href":7243},"Alice 评测",[65,7720,7721],{},[912,7722,1685],{"href":1056},[25,7724,927],{"id":927},[929,7726,7727,7734,7741,7748],{},[65,7728,7729,7730],{},"Flowith 官网 + Pricing ",[912,7731,7732],{"href":7732,"rel":7733},"https:\u002F\u002Fflowith.io",[938],[65,7735,7736,7737],{},"Toolworthy — Flowith AI Review 2026（Agent Neo \u002F Knowledge Garden）",[912,7738,7739],{"href":7739,"rel":7740},"https:\u002F\u002Fwww.toolworthy.ai\u002Ftool\u002Fflowith-ai",[938],[65,7742,7743,7744],{},"BlockSentient — Flowith 详细评测 + 价格 + FAQ ",[912,7745,7746],{"href":7746,"rel":7747},"https:\u002F\u002Fblocksentient.com\u002Freview\u002Fflowith",[938],[65,7749,7750,7751],{},"OpenTools — Flowith Review May 2026 ",[912,7752,7753],{"href":7753,"rel":7754},"https:\u002F\u002Fopentools.ai\u002Ftools\u002Fflowith",[938],{"title":263,"searchDepth":308,"depth":308,"links":7756},[7757,7758,7759,7760,7761,7762,7763,7764,7765,7766],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":7400,"depth":277,"text":7401},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fflowith.webp","Flowith 真实评测：Flowith Technologies Pte. Ltd.（新加坡，2023 创立，Yichen Wu + Derek Nee 联合创办）打造的画布式 AI 工作空间。2024-08 Product Hunt #1。差异点：无限 2D 画布把每次 AI 交互变成可连可分支的节点 + Agent Neo（号称『世界首个无限 agent』10M token 上下文 \u002F 1000+ 步骤）+ Knowledge Garden（文档拆解成 Seeds 知识单元）+ 40+ AI 模型一站接入 + FlowithOS 早期预览 + iOS App。Free \u002F Pro $19.90 \u002F Ultimate $49.90 \u002F Infinite $499.90。",[7770,7773,7776,7779],{"q":7771,"a":7772},"Agent Neo 是什么？","Flowith 的自治 agent，10M token 上下文窗口（约 7500 页）+ 1000+ 推理步骤。给一个目标（研究 \u002F 内容 \u002F 建站 \u002F 竞争分析），它自主规划子任务、网络搜索、文档分析、综合结论、迭代输出。和单回合 ChatGPT 区别在于持续运行直到任务完成，可自动建网站 \u002F 写报告 \u002F 做策略。",{"q":7774,"a":7775},"Knowledge Garden 怎么用？","上传 PDF \u002F 笔记 \u002F 文件后，Flowith 把它们『原子化』成离散的 Seeds（知识单元）。任何 canvas 节点可调用相关 Seeds 做 RAG，无需手动复制粘贴。和 NotebookLM 类似但深度集成画布工作流。",{"q":7777,"a":7778},"credit 怎么算？","Credit-based 模型按 token + 任务类型计费。文本：基础模型 100 \u002F 百万 token，GPT-5 等前沿模型 15,000 \u002F 百万 token。图像 20-190 credits\u002F张，视频 475-6000 credits\u002F条。Free 一次性 300 credits 只够试水；Pro 22k credits 中等用户够；重度跑 Agent Neo 长任务建议 Ultimate 起。建议先 Pro 试一个月看消耗再升级。",{"q":7780,"a":7781},"和 ChatGPT \u002F Claude 怎么选？","ChatGPT \u002F Claude 适合线性快问快答，每次一条 thread。Flowith 适合多分支并行 + 项目级长期上下文 + 自治长任务，画布让整个项目一眼可见。简单问答用 ChatGPT；多线程深度研究 \u002F 内容生产 + 自治 agent → Flowith。两者互补。",[1002,3280,5202],{},[1765,3913,7785],"macos-flowithos",[7787,7790,7793,7797],{"plan":7788,"price":773,"features":7789,"notes":2506},"Starter (Free)","300 一次性 credits + 标准模型 + 5 并发 + 2 设备 + 标准速度",{"plan":1174,"price":7590,"features":7791,"notes":7792},"22,000 月度 credits + 40+ 模型 + 50 并发 + 5 设备 + 图像\u002F视频批量 + FlowithOS 早期","年付 $15.32\u002F月",{"plan":7385,"price":7794,"features":7795,"notes":7796},"$49.90\u002F月","85,000 月度 credits + 100 并发 + 高速处理 + 优先队列","年付 $39.92\u002F月",{"plan":7391,"price":7798,"features":7799,"notes":7800},"$499.90\u002F月","1,000,000 月度 credits + 不限并发 + 最高速 + 优先支持 + 创始人直通 + 1-on-1 onboard","年付 $459.90\u002F月","Free (300 一次性 credits) \u002F Pro $19.90·月 \u002F Ultimate $49.90·月 \u002F Infinite $499.90·月（年付 8 折）",[7803],{"name":7804,"url":7805},"画布式 AI 研究工作流","\u002Fplaybook\u002Fonboarding\u002Fcanvas-ai-research-workflow",{"power":321,"ux":314,"price":308,"cn_support":314,"stability":314},{"title":7286,"description":7768},"agent\u002Fgeneral\u002Fflowith",[7810,7812,7814,7816],{"name":7811,"url":7732,"accessed":1029},"Flowith 官网",{"name":7813,"url":7739,"accessed":1029},"Toolworthy — Flowith Review 2026",{"name":7815,"url":7746,"accessed":1029},"BlockSentient — Flowith 2026 详细评测",{"name":7817,"url":7753,"accessed":1029},"OpenTools — Flowith Review May 2026","tools\u002Fagent\u002Fgeneral\u002Fflowith","无限画布 AI 工作空间——Agent Neo 10M token 上下文 + 1000+ 步自治 + 40+ 模型 + Knowledge Garden",[7821,6002,7822,7823,6733],"canvas","agentic","knowledge-base","线性 chat 装不下的复杂深度工作专用——研究 \u002F 报告 \u002F 网站搭建 \u002F 长期项目首选画布。简单问答 \u002F 短任务用 ChatGPT \u002F Claude 即可，Flowith 学习曲线 + credit 消耗都偏高。","1G-cIIvtfc6wJrzZ2tqkoue9acTv8_N8J8o9iggM9Z0",{"id":7827,"title":7495,"alternatives":7828,"api_compatible":20,"body":7832,"category":7226,"chinese_friendly":314,"cover":8327,"description":8328,"domestic":986,"extension":987,"faq":8329,"free":986,"github":20,"languages":8342,"meta":8343,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":7290,"pillar":1005,"platforms":8344,"priceTable":8345,"pricing":8354,"published":4588,"relatedPlaybooks":8355,"relatedReviews":20,"score":8359,"self_host":986,"seo":8360,"slug":8361,"sources":8362,"stem":8371,"suitable":20,"tagline":8372,"tags":8373,"updated":1029,"verdict":8377,"website":8378,"__hash__":8379},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fgenspark.md",[7829,7830,7831],{"name":6733,"url":6734},{"name":1055,"url":1056},{"name":7292,"url":7243},{"type":22,"value":7833,"toc":8315},[7834,7836,7839,7842,7844,7918,7920,7944,7949,7953,7957,7980,7984,8010,8012,8032,8034,8181,8183,8239,8241,8267,8269,8283,8285],[25,7835,28],{"id":27},[30,7837,7838],{},"Genspark 是 2024 年创立于 Palo Alto 的 AI Super Agent 公司，CEO Eric Jing（前 Microsoft Bing \u002F 小冰），团队来自 Microsoft + Google。2026-04 ARR 突破 $250M（12 个月内）。差异点：『多 Agent 架构』路由不同 agent + 模型组合，而非单 LLM + Super Agent 自治执行覆盖研究 \u002F 内容 \u002F 调用 \u002F 建站 \u002F 视频 \u002F 数据分析 \u002F 真实电话 + Sparkpage 可视化输出。Free 100-200 daily credits \u002F Plus $25 月度 12k credits \u002F Pro $249 月度 125k credits。",[30,7840,7841],{},"适合：要一站式 Super Agent 完成完整工作流（研究 → 文档 → 演示 → 网站）；重度内容创作者 + 营销 \u002F 销售（Call For Me 跟进）；中级专业用户（Plus $25 \u002F 月划算）。不适合：纯研究问答（Perplexity \u002F ChatGPT 更便宜）；预算极紧（credit 消耗快）；需要透明引用 \u002F 学术严谨（Sparkpage 引用不如 Perplexity 清晰）；要画布多线程（用 Flowith）。",[25,7843,60],{"id":60},[62,7845,7846,7852,7858,7864,7870,7876,7882,7888,7894,7900,7906,7912],{},[65,7847,7848,7851],{},[43,7849,7850],{},"Super Agent","：自主规划 + 多步执行 + 工具调用",[65,7853,7854,7857],{},[43,7855,7856],{},"多 Agent 架构","：搜索 \u002F 研究 \u002F 内容 \u002F 调用 \u002F 数据分析 agent 协同",[65,7859,7860,7863],{},[43,7861,7862],{},"Sparkpage","：可视化研究输出（含图表 + 引用 + 可分享链接）",[65,7865,7866,7869],{},[43,7867,7868],{},"AI Slides","：10-15 张幻灯片含图表",[65,7871,7872,7875],{},[43,7873,7874],{},"AI Sites","：完整 landing page 一键生成",[65,7877,7878,7881],{},[43,7879,7880],{},"AI Video","：30-60s 短视频生成",[65,7883,7884,7887],{},[43,7885,7886],{},"AI Pods","：10 分钟 AI podcast 生成",[65,7889,7890,7893],{},[43,7891,7892],{},"Call For Me","：调用真实电话完成预订 \u002F 跟进",[65,7895,7896,7899],{},[43,7897,7898],{},"AI Sheets","：CSV 数据分析 + 自动图表",[65,7901,7902,7905],{},[43,7903,7904],{},"Plus 不限聊天","：o3-Pro \u002F Claude \u002F Gemini 顶级模型 chat 无限",[65,7907,7908,7911],{},[43,7909,7910],{},"iOS \u002F Android App","：移动端可用",[65,7913,7914,7917],{},[43,7915,7916],{},"企业 SSO \u002F API","（Pro+）：集成内部系统",[25,7919,158],{"id":158},[62,7921,7922,7927,7933,7938],{},[65,7923,7924,7926],{},[43,7925,779],{},"：100-200 daily credits（~3-8 简单任务）",[65,7928,7929,7932],{},[43,7930,7931],{},"Plus","：$25\u002F月（年付 $240，~$20\u002F月）；12,000 月度 credits + 顶级模型不限 chat",[65,7934,7935,7937],{},[43,7936,1174],{},"：$249\u002F月（年付 $2388，~$199\u002F月）；125,000 credits + 优先 + 早期 + 高端 agent",[65,7939,7940,7943],{},[43,7941,7942],{},"Extra credits","：仅 Pro 可买，$10 \u002F 5,000 credits",[174,7945,7946],{},[30,7947,7948],{},"Plus 一月做 10-15 个严肃任务（slides \u002F 研究 \u002F sites）；重度做视频 \u002F 通话 \u002F 多 sites 建议 Pro。",[25,7950,7952],{"id":7951},"实测营销-销售-内容生产","实测（营销 \u002F 销售 \u002F 内容生产）",[30,7954,7955],{},[43,7956,187],{},[62,7958,7959,7962,7965,7968,7971,7974,7977],{},[65,7960,7961],{},"一句话『做一份 B2B SaaS 竞品分析 + 5 张幻灯片 + landing page』全自动跑通",[65,7963,7964],{},"AI Sheets 处理 CSV 数据 + 自动出图 + 写入 Sparkpage 一步到位",[65,7966,7967],{},"Call For Me 跟进客户 \u002F 餐厅预订实际能用，时效感最强",[65,7969,7970],{},"Plus 顶级模型不限 chat 性价比超高，比 ChatGPT Plus $20 + Claude Pro $20 + Perplexity Pro $20 全订便宜",[65,7972,7973],{},"多 Agent 在复杂任务上确实优于单 LLM 的 ChatGPT",[65,7975,7976],{},"Sparkpage 输出可直接分享 + 嵌入",[65,7978,7979],{},"ARR $250M 增长说明产品市场契合度（PMF）非常好",[30,7981,7982],{},[43,7983,221],{},[62,7985,7986,7989,7992,7995,7998,8001,8004,8007],{},[65,7987,7988],{},"credit 消耗不透明，复杂任务前难估算成本",[65,7990,7991],{},"用户反馈 customer support + refund 有问题",[65,7993,7994],{},"生成内容偶尔『AI 味』重，要人工编辑润色",[65,7996,7997],{},"引用 \u002F 来源不如 Perplexity 严谨，学术场景慎用",[65,7999,8000],{},"AI Sites \u002F Video 编辑灵活度低，定制要走外部工具",[65,8002,8003],{},"地域限制：印度 \u002F 巴西 \u002F 巴基斯坦 \u002F 尼日利亚 \u002F 印尼等部分国家 Plus \u002F Pro 不可用",[65,8005,8006],{},"Call For Me 隐私 \u002F 合规要小心（GDPR \u002F 加州 CCPA \u002F 录音同意）",[65,8008,8009],{},"Pro $249 月价格陡，中端断档",[25,8011,3639],{"id":3639},[929,8013,8014,8017,8020,8023,8026,8029],{},[65,8015,8016],{},"genspark.ai 注册 → Free 拿 100-200 daily credits",[65,8018,8019],{},"Super Agent 试『一句话目标』：『做一份 AI Agent 2026 竞品分析 Sparkpage + 5 张 Slides』",[65,8021,8022],{},"等 5-10 分钟看 Sparkpage 输出 → 编辑 → 分享链接",[65,8024,8025],{},"AI Sheets 上传 CSV → 自动出图 → 集成进 Sparkpage",[65,8027,8028],{},"Call For Me 试一次小餐厅预订（自有号码 + 同意）",[65,8030,8031],{},"Plus $25 \u002F 月体验完整 → 决定 Pro",[25,8033,611],{"id":611},[613,8035,8036,8051],{},[616,8037,8038],{},[619,8039,8040,8042,8044,8046,8049],{},[622,8041,624],{},[622,8043,7495],{},[622,8045,7286],{},[622,8047,8048],{},"Perplexity Pro",[622,8050,3463],{},[637,8052,8053,8068,8083,8097,8111,8126,8139,8152,8166],{},[619,8054,8055,8057,8060,8063,8065],{},[642,8056,7850],{},[642,8058,8059],{},"✅ 多 Agent",[642,8061,8062],{},"✅ Neo 自治",[642,8064,4329],{},[642,8066,8067],{},"Operator",[619,8069,8070,8073,8076,8079,8081],{},[642,8071,8072],{},"可视化输出",[642,8074,8075],{},"✅ Sparkpage",[642,8077,8078],{},"✅ 画布",[642,8080,4329],{},[642,8082,4329],{},[619,8084,8085,8088,8091,8093,8095],{},[642,8086,8087],{},"真实电话调用",[642,8089,8090],{},"✅ Call For Me",[642,8092,4329],{},[642,8094,4329],{},[642,8096,4329],{},[619,8098,8099,8102,8105,8107,8109],{},[642,8100,8101],{},"一键建站",[642,8103,8104],{},"✅ AI Sites",[642,8106,4329],{},[642,8108,4329],{},[642,8110,4329],{},[619,8112,8113,8116,8119,8121,8123],{},[642,8114,8115],{},"视频 \u002F 音频生成",[642,8117,8118],{},"✅ Video \u002F Pods",[642,8120,716],{},[642,8122,4329],{},[642,8124,8125],{},"Sora（独立）",[619,8127,8128,8131,8133,8135,8137],{},[642,8129,8130],{},"引用透明",[642,8132,2193],{},[642,8134,4329],{},[642,8136,5659],{},[642,8138,716],{},[619,8140,8141,8143,8146,8148,8150],{},[642,8142,770],{},[642,8144,8145],{},"$25\u002F月（Plus）",[642,8147,7590],{},[642,8149,5013],{},[642,8151,5013],{},[619,8153,8154,8157,8160,8162,8164],{},[642,8155,8156],{},"最贵",[642,8158,8159],{},"$249\u002F月",[642,8161,7798],{},[642,8163,5013],{},[642,8165,5217],{},[619,8167,8168,8170,8173,8176,8179],{},[642,8169,786],{},[642,8171,8172],{},"一站式 Super Agent",[642,8174,8175],{},"画布深度",[642,8177,8178],{},"搜索引用",[642,8180,7610],{},[25,8182,801],{"id":801},[62,8184,8185,8191,8197,8203,8209,8215,8221,8227,8233],{},[65,8186,8187,8190],{},[43,8188,8189],{},"Plus 先用一个月","：评估实际 credit 消耗再决定升 Pro",[65,8192,8193,8196],{},[43,8194,8195],{},"复杂任务前估算 credit","：AI Video \u002F Pods \u002F Sites 烧得快",[65,8198,8199,8202],{},[43,8200,8201],{},"Sparkpage 引用要核实","：学术场景不要直接用，把链接打开看原文",[65,8204,8205,8208],{},[43,8206,8207],{},"Call For Me 合规","：欧盟 \u002F 加州录音同意法规要遵守",[65,8210,8211,8214],{},[43,8212,8213],{},"生成内容人工润色","：AI 味需要花 10-20% 时间打磨",[65,8216,8217,8220],{},[43,8218,8219],{},"地域限制","：在受限国家用 VPN + 海外卡，企业合规要走法务",[65,8222,8223,8226],{},[43,8224,8225],{},"AI Sites 不可深度编辑","：要灵活定制走 Webflow \u002F Framer + AI 工具",[65,8228,8229,8232],{},[43,8230,8231],{},"Pro 不要直接上","：Plus 重度可能仍够用，$200 差价省下来",[65,8234,8235,8238],{},[43,8236,8237],{},"Extra credits 性价比低","：$10 \u002F 5k credits 不如直接升 Pro",[25,8240,872],{"id":871},[62,8242,8243,8246,8249,8252,8255,8258,8261,8264],{},[65,8244,8245],{},"✅ 营销 \u002F 销售 \u002F 内容创作者 + 要全栈输出",[65,8247,8248],{},"✅ Plus $25 重度多模型不限 chat 用户",[65,8250,8251],{},"✅ 要真实电话调用 \u002F 一键建站 \u002F 短视频",[65,8253,8254],{},"✅ 中级专业用户（自由职业 \u002F 小团队）",[65,8256,8257],{},"❌ 纯研究问答（Perplexity 便宜 + 引用强）",[65,8259,8260],{},"❌ 学术严谨场景",[65,8262,8263],{},"❌ 预算极紧",[65,8265,8266],{},"❌ 要画布 + 多线程深度（用 Flowith）",[25,8268,906],{"id":906},[62,8270,8271,8275,8279],{},[65,8272,8273],{},[912,8274,7181],{"href":6734},[65,8276,8277],{},[912,8278,1685],{"href":1056},[65,8280,8281],{},[912,8282,7718],{"href":7243},[25,8284,927],{"id":927},[929,8286,8287,8294,8301,8308],{},[65,8288,8289,8290],{},"Genspark Pricing 官方 ",[912,8291,8292],{"href":8292,"rel":8293},"https:\u002F\u002Fgenspark.ai\u002Fpricing",[938],[65,8295,8296,8297],{},"WebCraft — Genspark 2026 Review（Plus \u002F Pro \u002F credit 消耗）",[912,8298,8299],{"href":8299,"rel":8300},"https:\u002F\u002Fwebscraft.org\u002Fblog\u002Fgenspark-ai-oglyad-superagent-yakiy-avtonomno-stvoryuye-sayti-prezentatsiyi?lang=en",[938],[65,8302,8303,8304],{},"Rimo — Genspark 2026 + ARR $250M 数据 ",[912,8305,8306],{"href":8306,"rel":8307},"https:\u002F\u002Frimo.app\u002Fen\u002Fblogs\u002Fgenspark-ai_en-US",[938],[65,8309,8310,8311],{},"Lindy — Genspark Features 2026 Tested ",[912,8312,8313],{"href":8313,"rel":8314},"https:\u002F\u002Fwww.lindy.ai\u002Fblog\u002Fgenspark-ai-features",[938],{"title":263,"searchDepth":308,"depth":308,"links":8316},[8317,8318,8319,8320,8321,8322,8323,8324,8325,8326],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":7951,"depth":277,"text":7952},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fgenspark.webp","Genspark 真实评测：2024 年创立于 Palo Alto，CEO Eric Jing（前 Microsoft Bing \u002F 小冰），团队来自 Microsoft + Google。差异点：『多 Agent 架构』而非单 LLM + Super Agent 自治执行（研究 \u002F 内容 \u002F 调用 \u002F 建站 \u002F 视频 \u002F 数据分析）+ Sparkpage 可视化输出 + Call For Me 真实电话调度。2026-04 ARR $250M（12 个月内达成）。Free 100-200 daily credits \u002F Plus $25 月度 12k credits \u002F Pro $249 月度 125k credits。",[8330,8333,8336,8339],{"q":8331,"a":8332},"credit 消耗如何？","Simple Sparkpage \u002F 研究 30-80 credits；AI Slides（10-15 张 + 图表）250-450；AI Sites（完整 landing）600-1200；AI Video（30-60s）800-2000；Call For Me（2-4 分钟）400-900；AI Pods（10 分钟 podcast）1000-1800。Plus 12k credits 大约一个月做 10-15 个严肃任务（不重度跑视频 \u002F 通话）。",{"q":8334,"a":8335},"Call For Me 真的能打电话？","对，调用真实电话 API（背后用 Bland AI \u002F Vapi 类供应商），帮你预订餐厅 \u002F 跟进客户 \u002F 查信息。需要明确隐私 + 合规：欧盟 \u002F 加州的呼叫录音 \u002F 同意法规要遵守，敏感场景慎用。",{"q":8337,"a":8338},"多 Agent 架构和单 LLM 区别？","Genspark 不依赖单一 LLM，而是按任务类型路由到不同 agent + 模型组合（搜索 agent \u002F 研究 agent \u002F 内容 agent \u002F 调用 agent 等）。优势：每类任务用最适合的工具 + 大型搜索 + 验证流水线；劣势：黑盒程度高 + credit 消耗模型让用量不可预测。",{"q":8340,"a":8341},"和 Flowith \u002F ChatGPT \u002F Perplexity 怎么选？","Genspark 强在『全栈 Super Agent + 真实调用（电话 \u002F 搜索 \u002F 建站）+ Sparkpage 可视化』。Flowith 强在『画布 + 长任务自治 + Knowledge Garden』。Perplexity 强在『搜索 + 引用透明 + 价格便宜』。ChatGPT 强在『通用 + 生态成熟』。一站式 Super Agent → Genspark；画布多线程 → Flowith；搜索问答 → Perplexity。",[1002,3280,5202],{},[1765,3913,3914],[8346,8348,8351],{"plan":779,"price":773,"features":8347,"notes":2506},"100-200 daily credits + 基础模型 + Sparkpage \u002F 研究",{"plan":7931,"price":7593,"features":8349,"notes":8350},"12,000 月度 credits + 顶级模型不限聊天（o3-Pro \u002F Claude \u002F Gemini）+ Slides \u002F 研究","年付 $240",{"plan":1174,"price":8159,"features":8352,"notes":8353},"125,000 月度 credits + 优先速度 + 早期功能 + AI Sites \u002F Video \u002F Call","年付 $2388","Free (100-200 daily) \u002F Plus $25·月 (12k credits) \u002F Pro $249·月 (125k credits) \u002F 年付有折扣",[8356],{"name":8357,"url":8358},"Super Agent 自治任务工作流","\u002Fplaybook\u002Fonboarding\u002Fsuper-agent-workflow",{"power":321,"ux":314,"price":308,"cn_support":308,"stability":314},{"title":7495,"description":8328},"agent\u002Fgeneral\u002Fgenspark",[8363,8365,8367,8369],{"name":8364,"url":8292,"accessed":1029},"Genspark 官网 + Pricing",{"name":8366,"url":8299,"accessed":1029},"WebCraft — Genspark 2026 Review (Plus \u002F Pro \u002F Use Cases)",{"name":8368,"url":8306,"accessed":1029},"Rimo — Genspark 2026 + ARR $250M",{"name":8370,"url":8313,"accessed":1029},"Lindy — Genspark Features Tested 2026","tools\u002Fagent\u002Fgeneral\u002Fgenspark","Palo Alto 出品的 AI Super Agent——多 Agent 架构 + Sparkpage \u002F Slides \u002F Sites \u002F Video \u002F Call For Me 全栈",[8374,6720,8375,8376,7289],"super-agent","sparkpage","call-agent","Super Agent 类目里目前最完整的一站式产品——研究 \u002F 内容 \u002F 建站 \u002F 视频 \u002F 电话调度全包。Plus $25 \u002F 月在重度场景非常划算。要纯研究问答用 Perplexity \u002F ChatGPT 更便宜。","https:\u002F\u002Fgenspark.ai","msB2Gmp0hSoRiCfluF8I7R7lzBx0TE0qU867bIQF6Lo",{"id":8381,"title":8382,"alternatives":8383,"api_compatible":20,"body":8392,"category":7226,"chinese_friendly":308,"cover":8905,"description":8906,"domestic":986,"extension":987,"faq":8907,"free":986,"github":20,"languages":8919,"meta":8920,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":8921,"pillar":1005,"platforms":8922,"priceTable":8923,"pricing":8939,"published":4588,"relatedPlaybooks":8940,"relatedReviews":20,"score":8944,"self_host":317,"seo":8945,"slug":8946,"sources":8947,"stem":8956,"suitable":20,"tagline":8957,"tags":8958,"updated":1029,"verdict":8961,"website":8962,"__hash__":8963},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmsty.md","Msty",[8384,8386,8389],{"name":6333,"url":8385},"\u002Ftools\u002Fcoding\u002Flocal\u002Follama",{"name":8387,"url":8388},"lm-studio","\u002Ftools\u002Fcoding\u002Flocal\u002Flm-studio",{"name":8390,"url":8391},"open-webui","\u002Ftools\u002Fcoding\u002Flocal\u002Fopen-webui",{"type":22,"value":8393,"toc":8893},[8394,8396,8399,8402,8404,8478,8480,8504,8509,8513,8517,8543,8547,8573,8575,8598,8600,8757,8759,8814,8816,8842,8844,8861,8863],[25,8395,28],{"id":27},[30,8397,8398],{},"Msty 是 privacy-first 桌面 AI 工作站，macOS \u002F Windows \u002F Linux 原生 app + 浏览器，独立开发者出品。差异点：内置 MLX (Apple) \u002F llama.cpp \u002F Ollama 三种本地推理引擎，无需 CLI + Hosted Models（OpenAI \u002F Anthropic \u002F Gemini）一窗体并存 + Split Chats 同问题多模型并行 + Knowledge Stack（per-conversation RAG）+ Prompt \u002F Persona \u002F Skills 三个 Studios + Agent Mode 多步执行。Free 本地无限 \u002F Aurum $149·年 \u002F Lifetime $349 \u002F Enterprise $300\u002Fuser·年。",[30,8400,8401],{},"适合：隐私敏感 + 不愿数据上云；Mac mini \u002F Linux box 当私人 AI 服务器；想避开 Ollama CLI 的非工程师；多模型对比决策场景。不适合：硬件不行（7B+ 本地跑不动）；要 BYO API + 极简（用 Typing Mind）；要 mobile（无 iOS \u002F Android 移动 app）；团队协作（更适合 Claude Team）。",[25,8403,60],{"id":60},[62,8405,8406,8412,8418,8424,8430,8436,8442,8448,8454,8460,8466,8472],{},[65,8407,8408,8411],{},[43,8409,8410],{},"三引擎本地推理","：MLX（Apple）\u002F llama.cpp \u002F Ollama 开箱即用",[65,8413,8414,8417],{},[43,8415,8416],{},"Hosted Models","：OpenAI \u002F Anthropic \u002F Gemini 一窗体接入",[65,8419,8420,8423],{},[43,8421,8422],{},"Split Chats","：同问题同时跑多模型 + side-by-side 对比",[65,8425,8426,8429],{},[43,8427,8428],{},"Knowledge Stack","：per-conversation RAG，文档 \u002F URL \u002F Obsidian vault \u002F YouTube transcript",[65,8431,8432,8435],{},[43,8433,8434],{},"Prompt Studio","：变量 + 模板 + 测试",[65,8437,8438,8441],{},[43,8439,8440],{},"Persona Studio","：自定义角色 + 工具 + context",[65,8443,8444,8447],{},[43,8445,8446],{},"Skills Studio","：可复用能力包",[65,8449,8450,8453],{},[43,8451,8452],{},"Agent Mode","：多步执行 + 工具调用",[65,8455,8456,8459],{},[43,8457,8458],{},"Flowchart 对话","：分支可视化",[65,8461,8462,8465],{},[43,8463,8464],{},"Real-time 数据","：实时 web fetch",[65,8467,8468,8471],{},[43,8469,8470],{},"Offline-first","：零账号 \u002F 零 telemetry \u002F 零云依赖（Free）",[65,8473,8474,8477],{},[43,8475,8476],{},"Cloud Sync","（Aurum）：跨设备同步对话",[25,8479,158],{"id":158},[62,8481,8482,8487,8493,8499],{},[65,8483,8484,8486],{},[43,8485,779],{},"：$0 永久；本地全功能 + 云 API 接入 + Split Chats + Knowledge Stack",[65,8488,8489,8492],{},[43,8490,8491],{},"Aurum","：$149\u002F年；cloud sync + 高级 Knowledge + Studio Desktop alpha + 优先支持",[65,8494,8495,8498],{},[43,8496,8497],{},"Lifetime","：$349 一次；Aurum 全部功能 + 终身更新",[65,8500,8501,8503],{},[43,8502,4703],{},"：$300\u002Fuser·年；SSO + 私有部署 + 团队管理",[174,8505,8506],{},[30,8507,8508],{},"Lifetime 在 2 年用回本，重度用户首选。Free 已经足够个人 90% 场景。",[25,8510,8512],{"id":8511},"实测macos-mac-mini-私人-ai-服务器","实测（macOS + Mac mini 私人 AI 服务器）",[30,8514,8515],{},[43,8516,187],{},[62,8518,8519,8522,8525,8528,8531,8534,8537,8540],{},[65,8520,8521],{},"装完立刻能用，无需 Ollama \u002F llama.cpp \u002F MLX 任何 CLI",[65,8523,8524],{},"Split Chats 对比 GPT-5 + Claude + Qwen2.5 + Llama 3.3 一目了然",[65,8526,8527],{},"Knowledge Stack 的 per-conversation 设计完美：每项目独立 RAG context",[65,8529,8530],{},"Prompt \u002F Persona \u002F Skills 三 Studio 解决重复 prompt 痛点",[65,8532,8533],{},"MLX 在 M1\u002FM2\u002FM3\u002FM4 上跑得快",[65,8535,8536],{},"中文 Qwen2.5 \u002F DeepSeek 走本地路径无外网依赖",[65,8538,8539],{},"Free 永久免费 + 本地无限 = 真正 zero-cost 路径",[65,8541,8542],{},"Lifetime $349 比 ChatGPT Plus 18 个月便宜",[30,8544,8545],{},[43,8546,221],{},[62,8548,8549,8552,8555,8558,8561,8564,8567,8570],{},[65,8550,8551],{},"本地性能受硬件限制：M1 Air 跑 7B 慢，M3 Max \u002F Mac Studio \u002F 高端 GPU 更适合",[65,8553,8554],{},"插件 \u002F Skill 生态比 Typing Mind \u002F LM Studio 弱",[65,8556,8557],{},"桌面 only，无 iOS \u002F Android",[65,8559,8560],{},"llama.cpp 更新滞后官方上游 1-2 版本",[65,8562,8563],{},"Knowledge Stack 大文档（>100MB）切分偶尔失败",[65,8565,8566],{},"Agent Mode 仍在打磨，复杂任务稳定性不如 Claude",[65,8568,8569],{},"Studio Desktop（Aurum alpha）测试中，bug 偶发",[65,8571,8572],{},"中文 UI 不完整，部分功能仍是英文",[25,8574,3639],{"id":3639},[929,8576,8577,8580,8583,8586,8589,8592,8595],{},[65,8578,8579],{},"msty.ai → 下载 macOS \u002F Windows \u002F Linux → 安装",[65,8581,8582],{},"Settings → Model Providers → Ollama 连本地（或直接装 Msty 自带 llama.cpp \u002F MLX）",[65,8584,8585],{},"装 1-2 个本地模型：Qwen2.5 7B（中文）+ Llama 3.3 8B（英文）",[65,8587,8588],{},"加云模型：OpenAI Key + Anthropic Key",[65,8590,8591],{},"新建 chat → 试 Split Chats：+ 第二个模型 → 同问题并行",[65,8593,8594],{},"Knowledge Stack → 上传项目文档 → 附加到 conversation",[65,8596,8597],{},"满意后 Free 用着，重度需要同步上 Lifetime $349",[25,8599,611],{"id":611},[613,8601,8602,8619],{},[616,8603,8604],{},[619,8605,8606,8608,8610,8613,8616],{},[622,8607,624],{},[622,8609,8382],{},[622,8611,8612],{},"Ollama",[622,8614,8615],{},"LM Studio",[622,8617,8618],{},"Jan",[637,8620,8621,8636,8651,8664,8676,8689,8703,8715,8727,8741],{},[619,8622,8623,8626,8629,8632,8634],{},[642,8624,8625],{},"GUI",[642,8627,8628],{},"✅ 颜值高",[642,8630,8631],{},"❌ CLI",[642,8633,713],{},[642,8635,713],{},[619,8637,8638,8641,8644,8646,8649],{},[642,8639,8640],{},"本地引擎",[642,8642,8643],{},"MLX\u002Fllama.cpp\u002FOllama",[642,8645,8612],{},[642,8647,8648],{},"llama.cpp",[642,8650,8648],{},[619,8652,8653,8656,8658,8660,8662],{},[642,8654,8655],{},"云模型",[642,8657,713],{},[642,8659,688],{},[642,8661,688],{},[642,8663,716],{},[619,8665,8666,8668,8670,8672,8674],{},[642,8667,8422],{},[642,8669,1444],{},[642,8671,688],{},[642,8673,716],{},[642,8675,4329],{},[619,8677,8678,8680,8683,8685,8687],{},[642,8679,8428],{},[642,8681,8682],{},"✅ per-conv",[642,8684,688],{},[642,8686,688],{},[642,8688,716],{},[619,8690,8691,8694,8697,8699,8701],{},[642,8692,8693],{},"Studios",[642,8695,8696],{},"✅ Prompt\u002FPersona\u002FSkills",[642,8698,4329],{},[642,8700,4329],{},[642,8702,4329],{},[619,8704,8705,8707,8709,8711,8713],{},[642,8706,4308],{},[642,8708,688],{},[642,8710,765],{},[642,8712,688],{},[642,8714,757],{},[619,8716,8717,8719,8721,8723,8725],{},[642,8718,770],{},[642,8720,773],{},[642,8722,773],{},[642,8724,773],{},[642,8726,773],{},[619,8728,8729,8732,8735,8737,8739],{},[642,8730,8731],{},"终身",[642,8733,8734],{},"$349",[642,8736,4329],{},[642,8738,4329],{},[642,8740,4329],{},[619,8742,8743,8745,8748,8751,8754],{},[642,8744,786],{},[642,8746,8747],{},"桌面颜值 + 多模型",[642,8749,8750],{},"CLI \u002F Server",[642,8752,8753],{},"模型市场",[642,8755,8756],{},"严格开源",[25,8758,801],{"id":801},[62,8760,8761,8767,8773,8779,8785,8791,8797,8803,8809],{},[65,8762,8763,8766],{},[43,8764,8765],{},"硬件评估","：M1 Air 8GB 只跑 3B-7B，M3 Pro \u002F Max 跑 13B-30B 流畅",[65,8768,8769,8772],{},[43,8770,8771],{},"Ollama 已装就连","：避免重复下模型，连本地 Ollama 复用 model library",[65,8774,8775,8778],{},[43,8776,8777],{},"Knowledge Stack 文档","：单文档 \u003C50MB 最稳，大文件先切分",[65,8780,8781,8784],{},[43,8782,8783],{},"Persona vs Skill","：Persona 是角色（完整 system + 模型）；Skill 是能力包；不要混用",[65,8786,8787,8790],{},[43,8788,8789],{},"Split Chats 三个模型够","：4 个起每问 token 烧得快",[65,8792,8793,8796],{},[43,8794,8795],{},"Aurum cloud sync 谨慎","：隐私敏感场景仍用 Free 本地",[65,8798,8799,8802],{},[43,8800,8801],{},"Studio Desktop alpha","：稳定性不如 main 版本，重要工作不要全押",[65,8804,8805,8808],{},[43,8806,8807],{},"本地中文模型","：Qwen2.5 7B \u002F DeepSeek 7B 中文最优，Llama 3.3 8B 英文最优",[65,8810,8811,8813],{},[43,8812,7135],{},"：当前不如 Claude Desktop 强，要 MCP 重度场景考虑 Claude Desktop \u002F Crush",[25,8815,872],{"id":871},[62,8817,8818,8821,8824,8827,8830,8833,8836,8839],{},[65,8819,8820],{},"✅ 隐私敏感 + 数据零云",[65,8822,8823],{},"✅ Mac mini \u002F Linux box 私人 AI 服务器",[65,8825,8826],{},"✅ 不愿学 Ollama CLI 的非工程师",[65,8828,8829],{},"✅ 多模型对比决策场景",[65,8831,8832],{},"❌ 硬件不行（8GB RAM）跑不动 7B+",[65,8834,8835],{},"❌ 要 mobile 移动主力",[65,8837,8838],{},"❌ 团队协作 + 共享 workspace",[65,8840,8841],{},"❌ 要 MCP 工具栈深度（用 Claude Desktop \u002F Crush）",[25,8843,906],{"id":906},[62,8845,8846,8851,8856],{},[65,8847,8848],{},[912,8849,8850],{"href":8385},"Ollama 评测",[65,8852,8853],{},[912,8854,8855],{"href":8388},"LM Studio 评测",[65,8857,8858],{},[912,8859,8860],{"href":8391},"Open WebUI 评测",[25,8862,927],{"id":927},[929,8864,8865,8872,8879,8886],{},[65,8866,8867,8868],{},"Msty 官网 + Features（MLX \u002F llama.cpp \u002F Ollama \u002F Studios）",[912,8869,8870],{"href":8870,"rel":8871},"https:\u002F\u002Fmsty.ai\u002Fstudio\u002Ffeatures",[938],[65,8873,8874,8875],{},"AI Chat Daily — Msty Review 2026（4.3\u002F5 评分 + Lifetime）",[912,8876,8877],{"href":8877,"rel":8878},"https:\u002F\u002Fwww.aichatdaily.com\u002Ftools\u002Fmsty",[938],[65,8880,8881,8882],{},"ML Journey — Msty Multi-model Comparison Guide ",[912,8883,8884],{"href":8884,"rel":8885},"https:\u002F\u002Fmljourney.com\u002Fmsty-the-local-llm-app-that-lets-you-compare-models-side-by-side",[938],[65,8887,8888,8889],{},"AISO Tools — Msty Pricing 2026 ",[912,8890,8891],{"href":8891,"rel":8892},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fmsty",[938],{"title":263,"searchDepth":308,"depth":308,"links":8894},[8895,8896,8897,8898,8899,8900,8901,8902,8903,8904],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":8511,"depth":277,"text":8512},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fmsty.webp","Msty 真实评测：privacy-first 桌面 AI 工作站，macOS \u002F Windows \u002F Linux 原生 app + 浏览器。差异点：内置 MLX (Apple) \u002F llama.cpp \u002F Ollama 三种本地推理引擎 + Hosted Models（OpenAI \u002F Anthropic \u002F Gemini）一窗体管理 + Split Chats 多模型同时跑同问题 + Knowledge Stack（per-conversation RAG，区别于 AnythingLLM workspace）+ Prompt \u002F Persona \u002F Skills 三个 Studios + Agent Mode 多步执行。Free 本地全功能 \u002F Aurum $5-149 \u002F Lifetime $349 \u002F Enterprise $300\u002Fuser·年。",[8908,8911,8914,8917],{"q":8909,"a":8910},"和 Ollama \u002F LM Studio \u002F Jan \u002F AnythingLLM 怎么选？","Msty 强在『多模型 split chat 对比 + Knowledge Stack 灵活 per-conversation + UI 颜值』。Ollama 是 CLI + server，无 GUI 适合开发者。LM Studio 强在『模型市场 + 性能 profiling』。Jan 开源 + Apache 2.0 协议自由度高。AnythingLLM 强在 workspace + RAG agent。要桌面颜值 + 多模型对比 + 简单 RAG → Msty；要 CLI \u002F server → Ollama；要模型市场 → LM Studio；要严格开源 → Jan。",{"q":8912,"a":8913},"Knowledge Stack 怎么用？","上传文档 \u002F URL \u002F 文本到 Knowledge collection，per-conversation 附加。和 AnythingLLM 的 workspace 区别：Msty 是 conversation 级，每对话独立 context，不会跨对话泄露。多项目并行场景非常顺。Aurum 解锁更大 \u002F 更高级 Knowledge。",{"q":8915,"a":8916},"Split Chats 真的实用吗？","对，多模型决策场景非常有用：决定哪个模型适合任务（同问题看 GPT-5 \u002F Claude \u002F Llama 3 输出）；本地 vs 云模型质量评估；事实问题模型分歧检测（多个模型给同样答案 = 更可信）。日常使用确实降低选错模型成本。",{"q":5196,"a":8918},"本地模式完全离线可用（Ollama \u002F llama.cpp \u002F MLX 本地模型 + Qwen \u002F DeepSeek 中文模型）。云模式接 OpenAI \u002F Anthropic 需要海外网络 + 卡。Aurum 订阅需海外支付。最佳路径：本地 Free + Ollama + Qwen2.5\u002FDeepSeek 中文，零订阅 + 零外网依赖。",[1002,5202],{},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmsty",[1008,1007,1009,1765],[8924,8927,8931,8935],{"plan":779,"price":773,"features":8925,"notes":8926},"本地模型 + 云 API 接入 + Split Chats + Knowledge Stack（无限）+ 无账号","永久免费",{"plan":8491,"price":8928,"features":8929,"notes":8930},"$149\u002F年","Free 全部 + cloud sync + 高级 Knowledge + 优先支持 + Studio Desktop alpha","每用户",{"plan":8497,"price":8932,"features":8933,"notes":8934},"$349 一次","Aurum 终身授权","永久 + 所有更新",{"plan":4703,"price":8936,"features":8937,"notes":8938},"$300\u002Fuser·年","SSO + 团队管理 + 私有部署支持","需联系销售","Free 本地无限 \u002F Aurum $149·年（cloud sync）\u002F Lifetime $349 一次买断 \u002F Enterprise $300·user·年",[8941],{"name":8942,"url":8943},"本地 AI 工作站搭建","\u002Fplaybook\u002Fonboarding\u002Flocal-ai-workstation",{"power":314,"ux":321,"price":321,"cn_support":308,"stability":314},{"title":8382,"description":8906},"agent\u002Fgeneral\u002Fmsty",[8948,8950,8952,8954],{"name":8949,"url":8870,"accessed":1029},"Msty 官网 + Features",{"name":8951,"url":8877,"accessed":1029},"AI Chat Daily — Msty Review 2026 4.3\u002F5",{"name":8953,"url":8884,"accessed":1029},"ML Journey — Msty Local LLM Comparison Guide",{"name":8955,"url":8891,"accessed":1029},"AISO Tools — Msty Pricing 2026","tools\u002Fagent\u002Fgeneral\u002Fmsty","本地优先 + 多模型并行的桌面 AI——Split Chats \u002F Knowledge Stack \u002F Agent Mode 三件套",[8959,6002,7279,7823,8960],"local-first","msty","Ollama \u002F LM Studio 的『精品桌面应用版』——拒绝 CLI + 拒绝云上传 + 多模型同窗对比的最佳选择。Mac mini \u002F Linux 私人 AI 服务器场景神器。要团队协作 + 云同步建议 Claude Team \u002F ChatGPT Team。","https:\u002F\u002Fmsty.ai","fpfoiXkk8MMUyRVhYjBVH-obs7K8TDT8HK_Fgt5GfAM",{"id":8965,"title":8966,"alternatives":8967,"api_compatible":20,"body":8973,"category":7226,"chinese_friendly":314,"cover":9598,"description":9599,"domestic":986,"extension":987,"faq":9600,"free":986,"github":20,"languages":9613,"meta":9614,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":9615,"pillar":1005,"platforms":9616,"priceTable":9617,"pricing":9621,"published":4588,"relatedPlaybooks":9622,"relatedReviews":20,"score":9626,"self_host":317,"seo":9627,"slug":9628,"sources":9629,"stem":9638,"suitable":20,"tagline":9639,"tags":9640,"updated":1029,"verdict":9644,"website":9560,"__hash__":9645},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fopenmanus.md","OpenManus",[8968,8969,8972],{"name":18,"url":19},{"name":8970,"url":8971},"n8n","\u002Ftools\u002Fagent\u002Fplatform\u002Fn8n",{"name":15,"url":16},{"type":22,"value":8974,"toc":9586},[8975,8977,8984,8987,8989,9063,9065,9082,9086,9090,9116,9120,9146,9148,9271,9274,9280,9282,9446,9448,9506,9508,9534,9536,9551,9553,9583],[25,8976,28],{"id":27},[30,8978,8979,8980,8983],{},"OpenManus 是 MetaGPT 核心团队 2025-03 推出的开源 Manus 替代方案，52,000+ GitHub stars。差异点：MIT 协议 + Python 模块化架构 + 多 agent orchestration（",[34,8981,8982],{},"run_flow.py","）+ Playwright 浏览器自动化 + MCP 工具协议支持 + DataAnalysis 内置模式 + OpenManus-RL 强化学习分支 + 自定义工具基类（BaseTool）+ 多模型（GPT-4o \u002F Claude \u002F Qwen VL Plus）。零邀请码、零订阅、零供应商绑定。",[30,8985,8986],{},"适合：想自托管复刻 Manus 体验的开发者；研究 \u002F 学术 \u002F 教育用通用 agent 实现学习；隐私敏感 + 不愿数据上 Manus 商业云；预算紧（只付 LLM API）；中国大陆开发者（搭配 Qwen \u002F DeepSeek 本地化）。不适合：非开发者 \u002F 不会折腾 Python + Playwright；要 GUI \u002F 上手即用；生产级稳定（项目演进快，文档滞后）。",[25,8988,60],{"id":60},[62,8990,8991,8999,9005,9011,9017,9023,9029,9034,9039,9045,9051,9057],{},[65,8992,8993,76,8996,8998],{},[43,8994,8995],{},"多 agent orchestration",[34,8997,8982],{}," 编排多个专门 agent 协作",[65,9000,9001,9004],{},[43,9002,9003],{},"Playwright 浏览器自动化","：截图 + DOM 操作 + 表单填写 + 信息抓取",[65,9006,9007,9010],{},[43,9008,9009],{},"MCP 协议支持","：可调用 MCP server（filesystem \u002F GitHub \u002F Postgres）",[65,9012,9013,9016],{},[43,9014,9015],{},"DataAnalysis 模式","：内置 CSV \u002F 数据分析 agent",[65,9018,9019,9022],{},[43,9020,9021],{},"OpenManus-RL","：强化学习微调分支",[65,9024,9025,9028],{},[43,9026,9027],{},"BaseTool 自定义工具","：Python 继承基类快速添加新工具",[65,9030,9031,9033],{},[43,9032,4679],{},"：文本 + 视觉输入 + 浏览器截图回环",[65,9035,9036,9038],{},[43,9037,6073],{},"：GPT-4o \u002F Claude 3.5 \u002F Qwen VL Plus \u002F DeepSeek \u002F Gemini",[65,9040,9041,9044],{},[43,9042,9043],{},"核心 agent 引擎","：reasoning + planning + execution 三阶段",[65,9046,9047,9050],{},[43,9048,9049],{},"Web UI 监控","：实时看 AI thinking process",[65,9052,9053,9056],{},[43,9054,9055],{},"任务可视化","：步骤拆解 + 执行树",[65,9058,9059,9062],{},[43,9060,9061],{},"MIT 协议","：个人 + 商用全免费",[25,9064,158],{"id":158},[62,9066,9067,9073,9076,9079],{},[65,9068,9069,9072],{},[43,9070,9071],{},"Free \u002F OSS","：$0；MIT 协议",[65,9074,9075],{},"真实成本 = LLM API（GPT-4o ~$5\u002FM input + $15\u002FM output \u002F Claude \u002F Qwen 等）",[65,9077,9078],{},"一次中等任务（10-20 步）API 费用 $0.05-0.5",[65,9080,9081],{},"本地 Qwen2.5 32B \u002F DeepSeek 走 vLLM \u002F Ollama 路径 $0",[25,9083,9085],{"id":9084},"实测开发者-自托管-研究场景","实测（开发者 \u002F 自托管 \u002F 研究场景）",[30,9087,9088],{},[43,9089,187],{},[62,9091,9092,9095,9098,9101,9104,9107,9110,9113],{},[65,9093,9094],{},"52k stars 印证社区认同度 + 活跃度",[65,9096,9097],{},"MetaGPT 团队背景保证架构质量",[65,9099,9100],{},"多 agent 协作场景比单 agent 实现稳得多",[65,9102,9103],{},"Playwright 浏览器自动化非常完整",[65,9105,9106],{},"MCP 协议接入打通 Claude \u002F Cursor 生态",[65,9108,9109],{},"DataAnalysis 内置 agent 模式开箱即用",[65,9111,9112],{},"中文支持自然（Qwen VL Plus 接入）",[65,9114,9115],{},"自托管 + 数据本地，隐私 \u002F 合规友好",[30,9117,9118],{},[43,9119,221],{},[62,9121,9122,9125,9128,9131,9134,9137,9140,9143],{},[65,9123,9124],{},"项目演进快，breaking change 偶发（pin commit 跑生产）",[65,9126,9127],{},"文档滞后新功能 1-2 个月",[65,9129,9130],{},"无官方 GUI，监控 UI 在做但不完整",[65,9132,9133],{},"需要 Python 3.12+ + Playwright 依赖（首次安装 chromium 慢）",[65,9135,9136],{},"LLM API 配置非平凡（多 provider \u002F key \u002F 模型选择）",[65,9138,9139],{},"浏览器任务遇到 CAPTCHA \u002F 反爬偶尔卡死",[65,9141,9142],{},"中文 prompt 效果依赖底层模型",[65,9144,9145],{},"生产部署需自己加监控 \u002F 错误恢复 \u002F 重试",[25,9147,3639],{"id":3639},[258,9149,9151],{"className":260,"code":9150,"language":262,"meta":263,"style":263},"git clone https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus.git\ncd OpenManus\npython3.12 -m venv .venv && source .venv\u002Fbin\u002Factivate  # 或 .venv\\Scripts\\activate\npip install -r requirements.txt\nplaywright install chromium\n\n# 配 LLM API\ncp config\u002Fconfig.example.toml config\u002Fconfig.toml\n# 编辑 config.toml 填 OPENAI \u002F ANTHROPIC \u002F DEEPSEEK key\n\n# 单 agent 模式\npython main.py\n\n# 多 agent 模式\npython run_flow.py\n",[34,9152,9153,9162,9169,9194,9204,9214,9218,9223,9234,9239,9243,9248,9255,9259,9264],{"__ignoreMap":263},[267,9154,9155,9157,9159],{"class":269,"line":270},[267,9156,3027],{"class":280},[267,9158,4140],{"class":284},[267,9160,9161],{"class":284}," https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus.git\n",[267,9163,9164,9166],{"class":269,"line":277},[267,9165,4148],{"class":288},[267,9167,9168],{"class":284}," OpenManus\n",[267,9170,9171,9174,9177,9180,9183,9185,9188,9191],{"class":269,"line":308},[267,9172,9173],{"class":280},"python3.12",[267,9175,9176],{"class":288}," -m",[267,9178,9179],{"class":284}," venv",[267,9181,9182],{"class":284}," .venv",[267,9184,4154],{"class":298},[267,9186,9187],{"class":288},"source",[267,9189,9190],{"class":284}," .venv\u002Fbin\u002Factivate",[267,9192,9193],{"class":273},"  # 或 .venv\\Scripts\\activate\n",[267,9195,9196,9198,9200,9202],{"class":269,"line":314},[267,9197,4157],{"class":280},[267,9199,1283],{"class":284},[267,9201,4162],{"class":288},[267,9203,4165],{"class":284},[267,9205,9206,9209,9211],{"class":269,"line":321},[267,9207,9208],{"class":280},"playwright",[267,9210,1283],{"class":284},[267,9212,9213],{"class":284}," chromium\n",[267,9215,9216],{"class":269,"line":327},[267,9217,318],{"emptyLinePlaceholder":317},[267,9219,9220],{"class":269,"line":5},[267,9221,9222],{"class":273},"# 配 LLM API\n",[267,9224,9225,9228,9231],{"class":269,"line":338},[267,9226,9227],{"class":280},"cp",[267,9229,9230],{"class":284}," config\u002Fconfig.example.toml",[267,9232,9233],{"class":284}," config\u002Fconfig.toml\n",[267,9235,9236],{"class":269,"line":347},[267,9237,9238],{"class":273},"# 编辑 config.toml 填 OPENAI \u002F ANTHROPIC \u002F DEEPSEEK key\n",[267,9240,9241],{"class":269,"line":356},[267,9242,318],{"emptyLinePlaceholder":317},[267,9244,9245],{"class":269,"line":365},[267,9246,9247],{"class":273},"# 单 agent 模式\n",[267,9249,9250,9252],{"class":269,"line":374},[267,9251,4240],{"class":280},[267,9253,9254],{"class":284}," main.py\n",[267,9256,9257],{"class":269,"line":383},[267,9258,318],{"emptyLinePlaceholder":317},[267,9260,9261],{"class":269,"line":392},[267,9262,9263],{"class":273},"# 多 agent 模式\n",[267,9265,9266,9268],{"class":269,"line":397},[267,9267,4240],{"class":280},[267,9269,9270],{"class":284}," run_flow.py\n",[30,9272,9273],{},"试任务示例：",[258,9275,9278],{"className":9276,"code":9277,"language":2041},[2039],"> 帮我做一份『2026 开源 AI Agent 框架』竞品对比，含表格 + 引用 + 趋势分析，输出为 markdown 文件\n",[34,9279,9277],{"__ignoreMap":263},[25,9281,611],{"id":611},[613,9283,9284,9301],{},[616,9285,9286],{},[619,9287,9288,9290,9292,9295,9298],{},[622,9289,624],{},[622,9291,8966],{},[622,9293,9294],{},"LangChain",[622,9296,9297],{},"AutoGPT",[622,9299,9300],{},"CrewAI",[637,9302,9303,9319,9333,9345,9360,9373,9387,9400,9417,9430],{},[619,9304,9305,9307,9310,9313,9316],{},[642,9306,6380],{},[642,9308,9309],{},"现成 agent 实现",[642,9311,9312],{},"building blocks",[642,9314,9315],{},"早期通用 agent",[642,9317,9318],{},"多 agent 框架",[619,9320,9321,9324,9327,9329,9331],{},[642,9322,9323],{},"浏览器自动化",[642,9325,9326],{},"✅ Playwright",[642,9328,4329],{},[642,9330,716],{},[642,9332,4329],{},[619,9334,9335,9337,9339,9341,9343],{},[642,9336,1485],{},[642,9338,713],{},[642,9340,716],{},[642,9342,4329],{},[642,9344,4329],{},[619,9346,9347,9350,9353,9356,9358],{},[642,9348,9349],{},"多 agent",[642,9351,9352],{},"✅ orchestration",[642,9354,9355],{},"需自搭",[642,9357,688],{},[642,9359,1444],{},[619,9361,9362,9365,9367,9369,9371],{},[642,9363,9364],{},"DataAnalysis 内置",[642,9366,713],{},[642,9368,4329],{},[642,9370,4329],{},[642,9372,4329],{},[619,9374,9375,9378,9381,9383,9385],{},[642,9376,9377],{},"RL 微调",[642,9379,9380],{},"✅ OpenManus-RL",[642,9382,4329],{},[642,9384,4329],{},[642,9386,4329],{},[619,9388,9389,9391,9394,9396,9398],{},[642,9390,5742],{},[642,9392,9393],{},"MIT",[642,9395,9393],{},[642,9397,9393],{},[642,9399,9393],{},[619,9401,9402,9405,9408,9411,9414],{},[642,9403,9404],{},"Stars",[642,9406,9407],{},"52k+",[642,9409,9410],{},"100k+",[642,9412,9413],{},"170k+",[642,9415,9416],{},"30k+",[619,9418,9419,9421,9423,9426,9428],{},[642,9420,3639],{},[642,9422,2193],{},[642,9424,9425],{},"难",[642,9427,2193],{},[642,9429,2193],{},[619,9431,9432,9434,9437,9440,9443],{},[642,9433,786],{},[642,9435,9436],{},"自托管 Manus 复刻",[642,9438,9439],{},"底层 framework",[642,9441,9442],{},"学习经典",[642,9444,9445],{},"多 agent 协作",[25,9447,801],{"id":801},[62,9449,9450,9456,9466,9472,9478,9484,9490,9496,9500],{},[65,9451,9452,9455],{},[43,9453,9454],{},"pin commit 用生产","：项目演进快，main 分支偶尔 break",[65,9457,9458,9461,9462,9465],{},[43,9459,9460],{},"Playwright 依赖大","：首次 ",[34,9463,9464],{},"playwright install"," 下 chromium 慢，国内走镜像",[65,9467,9468,9471],{},[43,9469,9470],{},"LLM 选择","：日常用 GPT-4o-mini \u002F DeepSeek 省钱，复杂任务切 GPT-4o \u002F Claude Opus",[65,9473,9474,9477],{},[43,9475,9476],{},"本地化中文","：Qwen2.5 VL 32B + vLLM 部署可全本地 + 零成本",[65,9479,9480,9483],{},[43,9481,9482],{},"监控自加","：生产部署要加 prometheus + 错误重试 + 任务超时",[65,9485,9486,9489],{},[43,9487,9488],{},"浏览器反爬","：CAPTCHA 场景搭配 2captcha \u002F human-in-loop",[65,9491,9492,9495],{},[43,9493,9494],{},"OpenManus-RL 分支","：研究场景才需要，普通用户主仓库就够",[65,9497,9498,7136],{},[43,9499,7135],{},[65,9501,9502,9505],{},[43,9503,9504],{},"多 agent runaway","：复杂任务设 max_steps 防止失控烧 token",[25,9507,872],{"id":871},[62,9509,9510,9513,9516,9519,9522,9525,9528,9531],{},[65,9511,9512],{},"✅ 开发者 + 想自托管 Manus 风格 agent",[65,9514,9515],{},"✅ 研究 \u002F 学术 \u002F 教育用通用 agent 学习",[65,9517,9518],{},"✅ 隐私敏感 + 不愿数据上商业云",[65,9520,9521],{},"✅ 中国大陆开发者（Qwen \u002F DeepSeek 本地化）",[65,9523,9524],{},"❌ 非开发者 \u002F 不会 Python + Playwright",[65,9526,9527],{},"❌ 要 GUI \u002F 上手即用",[65,9529,9530],{},"❌ 生产级稳定（文档滞后 + 演进快）",[65,9532,9533],{},"❌ 团队协作 + 共享 workspace（用 Flowith \u002F Genspark Team）",[25,9535,906],{"id":906},[62,9537,9538,9542,9547],{},[65,9539,9540],{},[912,9541,924],{"href":19},[65,9543,9544],{},[912,9545,9546],{"href":8971},"n8n 评测",[65,9548,9549],{},[912,9550,919],{"href":16},[25,9552,927],{"id":927},[929,9554,9555,9562,9569,9576],{},[65,9556,9557,9558],{},"OpenManus GitHub 主仓库 + Foundation Agents 组织 ",[912,9559,9560],{"href":9560,"rel":9561},"https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus",[938],[65,9563,9564,9565],{},"Foundation Agents — OpenManus 项目介绍 ",[912,9566,9567],{"href":9567,"rel":9568},"https:\u002F\u002Ffoundationagents.org\u002Fprojects\u002Fopenmanus\u002F",[938],[65,9570,9571,9572],{},"Toolsverse — OpenManus 评测 + 52k stars ",[912,9573,9574],{"href":9574,"rel":9575},"https:\u002F\u002Fthetoolsverse.com\u002Ftools\u002Fopenmanus",[938],[65,9577,9578,9579],{},"SoloSoft.dev — OpenManus 2026 Framework 综述 ",[912,9580,9581],{"href":9581,"rel":9582},"https:\u002F\u002Fwww.solosoft.dev\u002Fpost\u002Fopenmanus-agent-framework-2026\u002F",[938],[968,9584,9585],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":9587},[9588,9589,9590,9591,9592,9593,9594,9595,9596,9597],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":9084,"depth":277,"text":9085},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fopenmanus.webp","OpenManus 真实评测：MetaGPT 核心成员 Xinbin Liang \u002F Jinyu Xiang \u002F Zhaoyang Yu \u002F Jiayi Zhang \u002F Sirui Hong 在 2025-03 推出的开源 Manus 替代方案，52,000+ GitHub stars。MIT 协议 + Python 模块化架构 + 多 agent orchestration（run_flow.py）+ Playwright 浏览器自动化 + MCP 工具支持 + DataAnalysis 内置模式 + OpenManus-RL 强化学习微调分支 + 自定义工具基类（BaseTool）。零邀请码、零订阅、零供应商绑定，唯一成本 = LLM API。",[9601,9604,9607,9610],{"q":9602,"a":9603},"OpenManus 和 Manus 是什么关系？","Manus 是商业 \u002F 邀请制的通用 AI agent 产品。OpenManus 是 MetaGPT 核心团队 2025-03 推出的开源复刻版，目标是『让所有人不靠邀请码就能用上类 Manus 能力』。功能覆盖：研究 \u002F 浏览器 \u002F 数据分析 \u002F 文件操作 \u002F 多步 reasoning。不是 Manus 官方出品。",{"q":9605,"a":9606},"和 LangChain \u002F AutoGPT \u002F CrewAI 怎么定位？","OpenManus 不是 framework，更像『可直接跑的通用 agent 实现』。LangChain 是 building block 框架；AutoGPT 是早期通用 agent；CrewAI 是多 agent 协作 framework。要『拉下来配 API 就能跑 Manus 风格任务』→ OpenManus；要『从底层搭自己的 agent』→ LangChain \u002F CrewAI；要『历史经典 + 学习』→ AutoGPT。OpenManus 内部用 LangChain-like 模块，可视为『现成实现』。",{"q":9608,"a":9609},"OpenManus-RL 是什么？","OpenManus 项目下的强化学习分支，提供 RL-based 微调方法优化 agent 性能。对研究 \u002F 高定制场景有价值，普通用户主仓库已经够用。",{"q":9611,"a":9612},"上手门槛？","需要 Python 3.12+ + 熟悉终端 + 自配 LLM API。无 GUI（虽然 web 监控界面在做）。documentation 偶尔滞后。非开发者建议先试 GUI 工具（Flowith \u002F Genspark），开发者 \u002F 研究者 + 想自托管 + 隐私敏感 → OpenManus。",[1002,3280,5202],{},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fopenmanus",[1009,1008,1007,281],[9618],{"plan":9071,"price":773,"features":9619,"notes":9620},"MIT 协议 + 全部功能 + 自托管 + 多 agent + 浏览器 + MCP + DataAnalysis + OpenManus-RL","LLM API 自付","MIT 完全免费开源 \u002F 用户自付 LLM API（GPT-4o \u002F Claude 3.5 \u002F Qwen VL Plus 任选）",[9623],{"name":9624,"url":9625},"开源通用 Agent 自托管","\u002Fplaybook\u002Fonboarding\u002Fopen-source-general-agent",{"power":321,"ux":308,"price":321,"cn_support":314,"stability":308},{"title":8966,"description":9599},"agent\u002Fgeneral\u002Fopenmanus",[9630,9632,9634,9636],{"name":9631,"url":9560,"accessed":1029},"OpenManus GitHub（FoundationAgents 组织）",{"name":9633,"url":9567,"accessed":1029},"Foundation Agents — OpenManus 项目介绍",{"name":9635,"url":9574,"accessed":1029},"Toolsverse — OpenManus 评测 + 52k stars",{"name":9637,"url":9581,"accessed":1029},"SoloSoft.dev — OpenManus 2026 Framework 综述","tools\u002Fagent\u002Fgeneral\u002Fopenmanus","MetaGPT 团队开源版 Manus——52k+ stars \u002F MIT \u002F 多 agent + 浏览器自动化 + MCP + DataAnalysis",[1044,6720,9641,1041,9642,9643],"browser-automation","metagpt","openmanus","想自托管复刻 Manus 全能 agent 体验 + 不愿等邀请码的开发者首选——浏览器 + 数据分析 + MCP 工具栈一站全。要 GUI \u002F 上手即用 \u002F 生产级稳定建议 Genspark \u002F Flowith 付费版。","qUdn6uczDc3zzGsEiWZZQpmMYb9C0V4SkeLUu6ASxgs",{"id":9647,"title":9648,"alternatives":9649,"api_compatible":20,"body":9653,"category":10199,"chinese_friendly":308,"cover":10200,"description":10201,"domestic":986,"extension":987,"faq":10202,"free":986,"github":20,"languages":10215,"meta":10216,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":19,"pillar":1005,"platforms":10217,"priceTable":10219,"pricing":10232,"published":4588,"relatedPlaybooks":10233,"relatedReviews":20,"score":10237,"self_host":317,"seo":10238,"slug":10239,"sources":10240,"stem":10250,"suitable":20,"tagline":10251,"tags":10252,"updated":1029,"verdict":10257,"website":10243,"__hash__":10258},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Flangflow.md","Langflow",[9650,9651,9652],{"name":8970,"url":8971},{"name":15,"url":16},{"name":9643,"url":9615},{"type":22,"value":9654,"toc":10187},[9655,9657,9660,9663,9665,9739,9741,9766,9771,9775,9779,9805,9809,9835,9837,9888,9891,9914,9916,10051,10053,10108,10110,10136,10138,10153,10155,10185],[25,9656,28],{"id":27},[30,9658,9659],{},"Langflow 是 2023 开源、2024 被 DataStax 收购的可视化 LangChain 画布。20,000+ GitHub stars、MIT 协议、Python 实现、与 Astra DB 向量库深度集成。差异点：拖拽式画布把 LangChain primitive 映射成节点 + RAG pipeline 原生组件 + 多 agent 工作流 + 节点可下钻到 Python 代码 + 自托管 \u002F Docker \u002F DataStax Astra 云托管 + Pinecone \u002F pgvector \u002F 主流向量库适配 + Visual GUI for building LangChain pipelines。Self-host 免费 \u002F Cloud Free + Paid ~$25\u002F月起。",[30,9661,9662],{},"适合：工程团队要可视化建 LangChain 流 + 不被 SaaS 锁住；合规 \u002F 数据驻留要求自托管；要 Astra DB 一站式 RAG；想用 LangChain 但讨厌纯代码协作。不适合：业务侧 + 非工程师（用 Dify \u002F Coze）；纯无代码偏好（Langflow 仍要懂 LangChain 概念）；轻量场景 + 不需要画布（直接写 LangChain 代码）。",[25,9664,60],{"id":60},[62,9666,9667,9673,9679,9685,9691,9697,9703,9709,9715,9721,9727,9733],{},[65,9668,9669,9672],{},[43,9670,9671],{},"可视化 LangChain 画布","：节点 = primitive，连线 = 数据流",[65,9674,9675,9678],{},[43,9676,9677],{},"RAG pipeline 原生组件","：Chunking \u002F Embedding \u002F VectorStore \u002F Retriever",[65,9680,9681,9684],{},[43,9682,9683],{},"多 agent 工作流","：编排多 agent 协作",[65,9686,9687,9690],{},[43,9688,9689],{},"Python 下钻","：任意节点可写 custom Python",[65,9692,9693,9696],{},[43,9694,9695],{},"向量库适配","：Astra DB \u002F Pinecone \u002F pgvector \u002F Weaviate \u002F Chroma",[65,9698,9699,9702],{},[43,9700,9701],{},"API 部署","：流程一键导出为 REST API",[65,9704,9705,9708],{},[43,9706,9707],{},"Real-time collaboration","：多用户同 project",[65,9710,9711,9714],{},[43,9712,9713],{},"版本控制","：内置 versioning + revert",[65,9716,9717,9720],{},[43,9718,9719],{},"数据可视化","：node output \u002F data flow 可视化调试",[65,9722,9723,9726],{},[43,9724,9725],{},"角色权限","：user auth + RBAC",[65,9728,9729,9732],{},[43,9730,9731],{},"Docker \u002F pip 安装","：5 分钟启动",[65,9734,9735,9738],{},[43,9736,9737],{},"Astra-hosted cloud","：DataStax 托管选项",[25,9740,158],{"id":158},[62,9742,9743,9749,9755,9761],{},[65,9744,9745,9748],{},[43,9746,9747],{},"Self-Host (OSS)","：$0；MIT 完全免费，自付 LLM API + 服务器",[65,9750,9751,9754],{},[43,9752,9753],{},"Cloud Free","：$0；DataStax Astra-hosted 小流量",[65,9756,9757,9760],{},[43,9758,9759],{},"Cloud Paid","：~$25\u002F月起；Astra DB + 更高额度 + 团队协作",[65,9762,9763,9765],{},[43,9764,4703],{},"：联系销售；SSO + audit + 私有部署 + SLA",[174,9767,9768],{},[30,9769,9770],{},"自托管最低成本：$5-10\u002F月 VPS + LLM API token。Cloud Paid $25\u002F月适合不想运维的小团队。",[25,9772,9774],{"id":9773},"实测rag-应用-内部工具搭建","实测（RAG 应用 + 内部工具搭建）",[30,9776,9777],{},[43,9778,187],{},[62,9780,9781,9784,9787,9790,9793,9796,9799,9802],{},[65,9782,9783],{},"画布直观，比纯写 LangChain 协作效率高 5x",[65,9785,9786],{},"节点下钻到 Python 让灵活度不被画布限制",[65,9788,9789],{},"Astra DB 集成省了配 vector store 时间",[65,9791,9792],{},"4.4\u002F5 用户评分（Propicked \u002F Tooliverse）",[65,9794,9795],{},"开源 + 自托管 + 数据驻留满足合规",[65,9797,9798],{},"多 agent 编排比裸 LangChain 调试容易",[65,9800,9801],{},"RAG pipeline 模板一键起 demo",[65,9803,9804],{},"与 DataStax 长期支持降低 abandon ware 风险",[30,9806,9807],{},[43,9808,221],{},[62,9810,9811,9814,9817,9820,9823,9826,9829,9832],{},[65,9812,9813],{},"稳定性偶发：复杂流大流量下 node 偶尔失联（SelectHub 反馈）",[65,9815,9816],{},"第三方 API 依赖：external API 失败时错误处理弱",[65,9818,9819],{},"production readiness 不算 mission-critical（要自加 observability）",[65,9821,9822],{},"LangChain 升级偶尔 break 旧 flow",[65,9824,9825],{},"文档对新组件滞后 1-2 月",[65,9827,9828],{},"中文 UI 不完整，业务侧用户上手陡",[65,9830,9831],{},"大型 flow（100+ 节点）画布卡顿",[65,9833,9834],{},"多人协作偶发同步冲突",[25,9836,3639],{"id":3639},[258,9838,9840],{"className":260,"code":9839,"language":262,"meta":263,"style":263},"# pip 安装\npip install langflow\nlangflow run  # http:\u002F\u002Flocalhost:7860\n\n# 或 Docker\ndocker run -p 7860:7860 langflowai\u002Flangflow:latest\n",[34,9841,9842,9847,9856,9865,9869,9874],{"__ignoreMap":263},[267,9843,9844],{"class":269,"line":270},[267,9845,9846],{"class":273},"# pip 安装\n",[267,9848,9849,9851,9853],{"class":269,"line":277},[267,9850,4157],{"class":280},[267,9852,1283],{"class":284},[267,9854,9855],{"class":284}," langflow\n",[267,9857,9858,9860,9862],{"class":269,"line":308},[267,9859,18],{"class":280},[267,9861,285],{"class":284},[267,9863,9864],{"class":273},"  # http:\u002F\u002Flocalhost:7860\n",[267,9866,9867],{"class":269,"line":314},[267,9868,318],{"emptyLinePlaceholder":317},[267,9870,9871],{"class":269,"line":321},[267,9872,9873],{"class":273},"# 或 Docker\n",[267,9875,9876,9878,9880,9882,9885],{"class":269,"line":327},[267,9877,281],{"class":280},[267,9879,285],{"class":284},[267,9881,289],{"class":288},[267,9883,9884],{"class":284}," 7860:7860",[267,9886,9887],{"class":284}," langflowai\u002Flangflow:latest\n",[30,9889,9890],{},"试 RAG 流：",[929,9892,9893,9896,9899,9902,9905,9908,9911],{},[65,9894,9895],{},"新建 flow → 选 Document QA 模板",[65,9897,9898],{},"Document Loader 节点 → 上传 PDF",[65,9900,9901],{},"Splitter → Embedder（OpenAI 或本地）",[65,9903,9904],{},"VectorStore（Astra \u002F Chroma）",[65,9906,9907],{},"Retriever + ChatOpenAI → Chat Output",[65,9909,9910],{},"部署为 API → 拿到 endpoint",[65,9912,9913],{},"复杂场景下钻节点写 Python 自定义",[25,9915,611],{"id":611},[613,9917,9918,9933],{},[616,9919,9920],{},[619,9921,9922,9924,9926,9928,9930],{},[622,9923,624],{},[622,9925,9648],{},[622,9927,3579],{},[622,9929,8970],{},[622,9931,9932],{},"Flowise",[637,9934,9935,9952,9966,9979,9992,10007,10020,10035],{},[619,9936,9937,9940,9943,9946,9949],{},[642,9938,9939],{},"中心",[642,9941,9942],{},"LangChain primitive",[642,9944,9945],{},"LLMOps 全平台",[642,9947,9948],{},"通用 workflow",[642,9950,9951],{},"LangChain（JS）",[619,9953,9954,9956,9958,9961,9964],{},[642,9955,4308],{},[642,9957,765],{},[642,9959,9960],{},"✅ AGPL",[642,9962,9963],{},"✅ Sustainable",[642,9965,765],{},[619,9967,9968,9970,9973,9975,9977],{},[642,9969,754],{},[642,9971,9972],{},"✅ pip\u002FDocker",[642,9974,1510],{},[642,9976,1510],{},[642,9978,713],{},[619,9980,9981,9984,9986,9988,9990],{},[642,9982,9983],{},"可视化",[642,9985,1444],{},[642,9987,713],{},[642,9989,713],{},[642,9991,713],{},[619,9993,9994,9997,10000,10002,10005],{},[642,9995,9996],{},"代码下钻",[642,9998,9999],{},"✅ Python",[642,10001,716],{},[642,10003,10004],{},"✅ JS",[642,10006,10004],{},[619,10008,10009,10012,10014,10016,10018],{},[642,10010,10011],{},"RAG 内置",[642,10013,713],{},[642,10015,713],{},[642,10017,716],{},[642,10019,713],{},[619,10021,10022,10025,10027,10030,10033],{},[642,10023,10024],{},"起价（云）",[642,10026,7593],{},[642,10028,10029],{},"$59\u002F月（Team）",[642,10031,10032],{},"自托管 $0",[642,10034,4329],{},[619,10036,10037,10039,10042,10045,10048],{},[642,10038,786],{},[642,10040,10041],{},"工程 + LangChain",[642,10043,10044],{},"业务 + LLMOps",[642,10046,10047],{},"通用自动化",[642,10049,10050],{},"JS 生态",[25,10052,801],{"id":801},[62,10054,10055,10061,10067,10073,10079,10085,10091,10097,10102],{},[65,10056,10057,10060],{},[43,10058,10059],{},"自托管推荐 Docker","：pip 版本依赖冲突难调",[65,10062,10063,10066],{},[43,10064,10065],{},"生产加 observability","：langsmith \u002F sentry \u002F prometheus 必装",[65,10068,10069,10072],{},[43,10070,10071],{},"Astra DB cloud free","：起步够用，付费版起步前算清成本",[65,10074,10075,10078],{},[43,10076,10077],{},"复杂 flow 拆模块","：100+ 节点画布卡顿，拆成子 flow",[65,10080,10081,10084],{},[43,10082,10083],{},"LangChain 版本 pin","：Langflow 升级前测试 flow 兼容性",[65,10086,10087,10090],{},[43,10088,10089],{},"第三方 API 加重试","：custom Python 节点写 retry + fallback",[65,10092,10093,10096],{},[43,10094,10095],{},"多人协作 lock","：同时编辑 flow 容易冲突，加 lock 流程",[65,10098,10099,10101],{},[43,10100,7123],{},"：UI 英文为主，业务侧用户先培训",[65,10103,10104,10107],{},[43,10105,10106],{},"Self-host vs Cloud","：合规要 self-host，省心要 Cloud",[25,10109,872],{"id":871},[62,10111,10112,10115,10118,10121,10124,10127,10130,10133],{},[65,10113,10114],{},"✅ 工程团队要可视化建 LangChain 流",[65,10116,10117],{},"✅ 合规 \u002F 数据驻留要求自托管",[65,10119,10120],{},"✅ 要 Astra DB 一站式 RAG",[65,10122,10123],{},"✅ Python 团队 + 想画布 + 想下钻代码",[65,10125,10126],{},"❌ 业务侧 + 非工程师（用 Dify \u002F Coze）",[65,10128,10129],{},"❌ 纯无代码偏好",[65,10131,10132],{},"❌ 轻量场景 + 直接写 LangChain 更快",[65,10134,10135],{},"❌ JS 生态优先（用 Flowise）",[25,10137,906],{"id":906},[62,10139,10140,10144,10148],{},[65,10141,10142],{},[912,10143,9546],{"href":8971},[65,10145,10146],{},[912,10147,919],{"href":16},[65,10149,10150],{},[912,10151,10152],{"href":9615},"OpenManus 评测",[25,10154,927],{"id":927},[929,10156,10157,10164,10171,10178],{},[65,10158,10159,10160],{},"Langflow 官网 + 定价 ",[912,10161,10162],{"href":10162,"rel":10163},"https:\u002F\u002Fwww.langflow.org\u002Fpricing",[938],[65,10165,10166,10167],{},"AutomationAtlas — Langflow $25\u002Fmo 2026 Comparison ",[912,10168,10169],{"href":10169,"rel":10170},"https:\u002F\u002Fautomationatlas.io\u002Ftools\u002Flangflow",[938],[65,10172,10173,10174],{},"xpay — LangFlow 2026 Visual AI Agent Builder（MIT + DataStax）",[912,10175,10176],{"href":10176,"rel":10177},"https:\u002F\u002Fwww.xpay.sh\u002Fresources\u002Fagentic-frameworks\u002Flangflow",[938],[65,10179,10180,10181],{},"SelectHub — LangFlow Reviews 2026（稳定性 + 生产 readiness）",[912,10182,10183],{"href":10183,"rel":10184},"https:\u002F\u002Fwww.selecthub.com\u002Fp\u002Fai-agent-builder-software\u002Flangflow\u002F",[938],[968,10186,1734],{},{"title":263,"searchDepth":308,"depth":308,"links":10188},[10189,10190,10191,10192,10193,10194,10195,10196,10197,10198],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":9773,"depth":277,"text":9774},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"platform","\u002Fimg\u002Ftools\u002Flangflow.webp","Langflow 真实评测：2023 开源项目，2024 被 DataStax 收购，与 Astra DB 向量数据库平台深度集成。20,000+ GitHub stars、MIT 协议。差异点：拖拽式可视化画布映射 LangChain 原语 + RAG pipeline 原生组件 + 多 agent 工作流 + Python + 自托管（pip \u002F Docker）+ DataStax Astra 托管云 + Pinecone \u002F pgvector \u002F 主流向量库适配。Cloud 免费档 + 约 $25\u002F月起。",[10203,10206,10209,10212],{"q":10204,"a":10205},"Langflow 和 Dify \u002F n8n \u002F Flowise 怎么选？","Langflow 强『可视化 LangChain 原语 + Python 代码可下钻 + 自托管 + Astra DB 集成』，工程导向。Dify 是 LLMOps 全平台（含 dataset \u002F app \u002F observability），业务侧更友好。n8n 是通用 workflow（非 LangChain 中心），70+ LangChain 节点是后加的。Flowise 是 Langflow 的同类竞品（JS 生态）。工程团队 + Python + 合规自托管 → Langflow；业务 + 完整 LLMOps → Dify；通用自动化 → n8n。",{"q":10207,"a":10208},"为什么被 DataStax 收购？","DataStax 是 Cassandra 商业公司 + Astra DB 向量数据库厂商。收购 Langflow 是为了把『可视化 LangChain builder』和『生产级 vector store』捆成一站式 RAG 解决方案。Langflow 主仓仍是 MIT 开源，但 cloud \u002F 企业版深度依赖 Astra。",{"q":10210,"a":10211},"可视化画布会不会限制灵活度？","Langflow 节点对应 LangChain primitive，可在任意节点下钻到 Python 代码 + 自定义。所以可视化层是『脚手架 + 协作工具』，不是『纯无代码黑盒』。复杂逻辑、custom tool、retriever 都能写代码扩展。",{"q":10213,"a":10214},"production readiness 如何？","用户反馈：原型 + 内部工具非常顺；大流量 \u002F 关键业务要自行加 observability \u002F 错误处理 \u002F 缓存。SelectHub 评测列出『稳定性偶发 + 第三方 API 依赖 + 非完全 production-ready』。生产部署建议 Astra-hosted cloud 或自托管 + 加 sentry \u002F langsmith \u002F prometheus。",[1002,5202],{},[6718,10218,281,1765],"cloud",[10220,10223,10225,10229],{"plan":9747,"price":773,"features":10221,"notes":10222},"MIT + pip\u002FDocker + 全部组件 + Pinecone\u002Fpgvector\u002FAstra 适配","自付 LLM API + 服务器",{"plan":9753,"price":773,"features":10224,"notes":2506},"DataStax 托管 + 小流量",{"plan":9759,"price":10226,"features":10227,"notes":10228},"~$25\u002F月起","Astra DB + 更高额度 + 更多并发 + 团队协作","按使用量阶梯",{"plan":4703,"price":2514,"features":10230,"notes":10231},"SSO + audit + 私有部署 + SLA + 数据驻留","合规 \u002F 大客户","Self-host 完全免费 MIT \u002F Cloud Free + 付费起 ~$25·月（Astra-hosted）",[10234],{"name":10235,"url":10236},"RAG 应用搭建工作流","\u002Fplaybook\u002Fonboarding\u002Frag-app-workflow",{"power":314,"ux":321,"price":321,"cn_support":308,"stability":314},{"title":9648,"description":10201},"agent\u002Fplatform\u002Flangflow",[10241,10244,10246,10248],{"name":10242,"url":10243,"accessed":1029},"Langflow 官网","https:\u002F\u002Fwww.langflow.org",{"name":10245,"url":10169,"accessed":1029},"AutomationAtlas — Langflow $25\u002Fmo 2026 Comparison",{"name":10247,"url":10176,"accessed":1029},"xpay — LangFlow 2026 Visual AI Agent Builder",{"name":10249,"url":10183,"accessed":1029},"SelectHub — LangFlow Reviews 2026","tools\u002Fagent\u002Fplatform\u002Flangflow","DataStax 出品的可视化 LangChain 画布——MIT 开源 + 20k+ stars + 自托管 + Astra DB 云托管",[1044,10253,10254,10255,10256,18],"visual-builder","langchain","rag","datastax","工程团队要可视化建 LangChain 流 + 不被 SaaS 锁住 + 合规要求自托管的最佳选择。要纯无代码 + 业务侧 → Dify \u002F Coze；要纯代码 → 直接写 LangChain \u002F LlamaIndex。","eCjsOTFwABESw_XGCPtOv8Lbi5wLL7TlH0O5lbHxof0",{"id":10260,"title":8970,"alternatives":10261,"api_compatible":20,"body":10265,"category":10199,"chinese_friendly":308,"cover":10906,"description":10907,"domestic":986,"extension":987,"faq":10908,"free":986,"github":20,"languages":10921,"meta":10922,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":8971,"pillar":1005,"platforms":10923,"priceTable":10924,"pricing":10939,"published":4588,"relatedPlaybooks":10940,"relatedReviews":20,"score":10944,"self_host":317,"seo":10945,"slug":10946,"sources":10947,"stem":10956,"suitable":20,"tagline":10957,"tags":10958,"updated":1029,"verdict":10961,"website":10868,"__hash__":10962},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Fn8n.md",[10262,10263,10264],{"name":18,"url":19},{"name":15,"url":16},{"name":9643,"url":9615},{"type":22,"value":10266,"toc":10894},[10267,10269,10272,10275,10277,10350,10352,10377,10382,10386,10390,10416,10420,10446,10450,10572,10575,10601,10604,10606,10752,10754,10815,10817,10843,10845,10859,10861,10891],[25,10268,28],{"id":27},[30,10270,10271],{},"n8n 是 2019 创立、Sustainable Use License（fair-code）的开源自动化平台。2026 突破 200,000 active users、5x ARR 增长、5,800+ 社区 AI workflow。差异点：近 70 个 LangChain 专属节点 + 原生 MCP 协议 + AI Agent 节点（reasoning loop + 工具调用）+ Ollama \u002F OpenAI 双路 + 400+ 集成 + execution-based 定价（步骤数无关）+ 自托管 VPS $5-10\u002F月跑全套。",[30,10273,10274],{},"适合：开发者 + 想完全控制 + 高量级自动化；从 Zapier \u002F Make 迁出降本；要 AI Agent + LangChain + MCP 一体；合规 \u002F 自托管 \u002F 数据驻留要求。不适合：非技术 + 要 8000+ 现成集成（用 Zapier）；中等复杂 + 不愿自托管（用 Make）；纯研究 \u002F 学术 agent（用 OpenManus \u002F Langflow）。",[25,10276,60],{"id":60},[62,10278,10279,10285,10291,10296,10302,10308,10314,10320,10326,10332,10338,10344],{},[65,10280,10281,10284],{},[43,10282,10283],{},"AI Agent 节点","：reasoning loop + 自主工具选择",[65,10286,10287,10290],{},[43,10288,10289],{},"70 LangChain 节点","：LLM \u002F VectorStore \u002F Agent \u002F Tool \u002F Memory 全套",[65,10292,10293,10295],{},[43,10294,4929],{},"：MCP server 一键挂载到 agent",[65,10297,10298,10301],{},[43,10299,10300],{},"Ollama 集成","：本地 LLM 零 API 成本",[65,10303,10304,10307],{},[43,10305,10306],{},"400+ 集成","：Slack \u002F GitHub \u002F Google \u002F Notion \u002F 主流 SaaS",[65,10309,10310,10313],{},[43,10311,10312],{},"HTTP \u002F Webhook 万能节点","：任意 REST API 都能接",[65,10315,10316,10319],{},[43,10317,10318],{},"Cron \u002F Trigger","：定时 \u002F 事件 \u002F Webhook 触发",[65,10321,10322,10325],{},[43,10323,10324],{},"多分支并行 + 错误处理","：production workflow 必备",[65,10327,10328,10331],{},[43,10329,10330],{},"版本控制 + Git Sync","：workflow as code",[65,10333,10334,10337],{},[43,10335,10336],{},"自托管 Docker \u002F Kubernetes","：一行起 + 水平扩展",[65,10339,10340,10343],{},[43,10341,10342],{},"execution-based 定价","：20 步和 2 步同价（自托管 = 0）",[65,10345,10346,10349],{},[43,10347,10348],{},"5800+ 社区 workflow","：clone 即用",[25,10351,158],{"id":158},[62,10353,10354,10360,10366,10372],{},[65,10355,10356,10359],{},[43,10357,10358],{},"Community Self-host","：$0；全功能 + 不限 execution + 自付 VPS $5-10\u002F月",[65,10361,10362,10365],{},[43,10363,10364],{},"Cloud Starter","：~€20\u002F月；2,500 executions + 5 workflow",[65,10367,10368,10371],{},[43,10369,10370],{},"Cloud Pro","：~€50\u002F月；高 executions + 团队协作",[65,10373,10374,10376],{},[43,10375,4703],{},"：联系销售；SSO + LDAP + 私有部署 + SLA",[174,10378,10379],{},[30,10380,10381],{},"真实场景：Zapier $50\u002F月跑中等复杂 → n8n 自托管 $5\u002F月跑同样的 = 10x 降本。",[25,10383,10385],{"id":10384},"实测中型团队-saas-迁移-本地-ai","实测（中型团队 SaaS 迁移 + 本地 AI）",[30,10387,10388],{},[43,10389,187],{},[62,10391,10392,10395,10398,10401,10404,10407,10410,10413],{},[65,10393,10394],{},"自托管成本几乎可忽略：$5\u002F月 VPS 跑几十个 workflow",[65,10396,10397],{},"AI Agent + Ollama 让 LLM 任务零 API 成本",[65,10399,10400],{},"70 LangChain 节点覆盖 RAG \u002F Agent \u002F 多模态",[65,10402,10403],{},"MCP 原生集成让 n8n agent 调用任意 MCP server",[65,10405,10406],{},"5800+ 社区 workflow 节省 80% 上手时间",[65,10408,10409],{},"HTTP \u002F Webhook 万能节点弥补 native 集成缺口",[65,10411,10412],{},"升级 Docker tag 一行，无 vendor 升级费",[65,10414,10415],{},"中文社区 \u002F B 站教程丰富",[30,10417,10418],{},[43,10419,221],{},[62,10421,10422,10425,10428,10431,10434,10437,10440,10443],{},[65,10423,10424],{},"集成数（400+）远少于 Zapier（8000+），冷门 SaaS 要写 HTTP 自己接",[65,10426,10427],{},"自托管要懂 Docker \u002F Postgres \u002F Redis（高吞吐场景）",[65,10429,10430],{},"Cloud 定价 execution 计算法与本地不一致，迁移要重算成本",[65,10432,10433],{},"复杂 workflow 调试比 Zapier 难（错误堆栈深）",[65,10435,10436],{},"Sustainable Use License 不是传统 OSI 开源，企业法务要看条款",[65,10438,10439],{},"AI Agent 节点 production 稳定性不如简单线性 flow",[65,10441,10442],{},"Webhook 公网暴露要加 IP 白名单 + secret",[65,10444,10445],{},"Worker 模式才能并发，单进程吞吐有限",[25,10447,10449],{"id":10448},"上手docker-5-分钟","上手（Docker 5 分钟）",[258,10451,10453],{"className":260,"code":10452,"language":262,"meta":263,"style":263},"# 持久化目录\nmkdir -p ~\u002Fn8n-data\n\n# 启动\ndocker run -d \\\n  --name n8n \\\n  -p 5678:5678 \\\n  -e N8N_BASIC_AUTH_ACTIVE=true \\\n  -e N8N_BASIC_AUTH_USER=admin \\\n  -e N8N_BASIC_AUTH_PASSWORD=yourpassword \\\n  -v ~\u002Fn8n-data:\u002Fhome\u002Fnode\u002F.n8n \\\n  --restart always \\\n  n8nio\u002Fn8n\n\n# http:\u002F\u002Flocalhost:5678\n",[34,10454,10455,10460,10470,10474,10478,10488,10498,10508,10521,10530,10539,10548,10558,10563,10567],{"__ignoreMap":263},[267,10456,10457],{"class":269,"line":270},[267,10458,10459],{"class":273},"# 持久化目录\n",[267,10461,10462,10465,10467],{"class":269,"line":277},[267,10463,10464],{"class":280},"mkdir",[267,10466,289],{"class":288},[267,10468,10469],{"class":284}," ~\u002Fn8n-data\n",[267,10471,10472],{"class":269,"line":308},[267,10473,318],{"emptyLinePlaceholder":317},[267,10475,10476],{"class":269,"line":314},[267,10477,5528],{"class":273},[267,10479,10480,10482,10484,10486],{"class":269,"line":321},[267,10481,281],{"class":280},[267,10483,285],{"class":284},[267,10485,6217],{"class":288},[267,10487,305],{"class":288},[267,10489,10490,10493,10496],{"class":269,"line":327},[267,10491,10492],{"class":288},"  --name",[267,10494,10495],{"class":284}," n8n",[267,10497,305],{"class":288},[267,10499,10500,10503,10506],{"class":269,"line":5},[267,10501,10502],{"class":288},"  -p",[267,10504,10505],{"class":284}," 5678:5678",[267,10507,305],{"class":288},[267,10509,10510,10513,10516,10519],{"class":269,"line":338},[267,10511,10512],{"class":288},"  -e",[267,10514,10515],{"class":284}," N8N_BASIC_AUTH_ACTIVE=",[267,10517,10518],{"class":288},"true",[267,10520,305],{"class":288},[267,10522,10523,10525,10528],{"class":269,"line":347},[267,10524,10512],{"class":288},[267,10526,10527],{"class":284}," N8N_BASIC_AUTH_USER=admin",[267,10529,305],{"class":288},[267,10531,10532,10534,10537],{"class":269,"line":356},[267,10533,10512],{"class":288},[267,10535,10536],{"class":284}," N8N_BASIC_AUTH_PASSWORD=yourpassword",[267,10538,305],{"class":288},[267,10540,10541,10543,10546],{"class":269,"line":365},[267,10542,6230],{"class":288},[267,10544,10545],{"class":284}," ~\u002Fn8n-data:\u002Fhome\u002Fnode\u002F.n8n",[267,10547,305],{"class":288},[267,10549,10550,10553,10556],{"class":269,"line":374},[267,10551,10552],{"class":288},"  --restart",[267,10554,10555],{"class":284}," always",[267,10557,305],{"class":288},[267,10559,10560],{"class":269,"line":383},[267,10561,10562],{"class":284},"  n8nio\u002Fn8n\n",[267,10564,10565],{"class":269,"line":392},[267,10566,318],{"emptyLinePlaceholder":317},[267,10568,10569],{"class":269,"line":397},[267,10570,10571],{"class":273},"# http:\u002F\u002Flocalhost:5678\n",[30,10573,10574],{},"连 Ollama：",[258,10576,10578],{"className":260,"code":10577,"language":262,"meta":263,"style":263},"ollama serve\nollama pull llama3.2\n# n8n 中添加 Ollama credential：http:\u002F\u002Fhost.docker.internal:11434\n",[34,10579,10580,10587,10596],{"__ignoreMap":263},[267,10581,10582,10584],{"class":269,"line":270},[267,10583,6333],{"class":280},[267,10585,10586],{"class":284}," serve\n",[267,10588,10589,10591,10593],{"class":269,"line":277},[267,10590,6333],{"class":280},[267,10592,6336],{"class":284},[267,10594,10595],{"class":284}," llama3.2\n",[267,10597,10598],{"class":269,"line":308},[267,10599,10600],{"class":273},"# n8n 中添加 Ollama credential：http:\u002F\u002Fhost.docker.internal:11434\n",[30,10602,10603],{},"试 workflow：Webhook 触发 → AI Agent 节点（Ollama）→ Slack 通知。复制粘贴一个社区 workflow 30 分钟跑通完整 AI 自动化。",[25,10605,611],{"id":611},[613,10607,10608,10624],{},[616,10609,10610],{},[619,10611,10612,10614,10616,10619,10622],{},[622,10613,624],{},[622,10615,8970],{},[622,10617,10618],{},"Zapier",[622,10620,10621],{},"Make",[622,10623,9648],{},[637,10625,10626,10639,10651,10668,10681,10695,10707,10721,10736],{},[619,10627,10628,10630,10633,10635,10637],{},[642,10629,4308],{},[642,10631,10632],{},"✅ fair-code",[642,10634,688],{},[642,10636,688],{},[642,10638,765],{},[619,10640,10641,10643,10645,10647,10649],{},[642,10642,754],{},[642,10644,1444],{},[642,10646,688],{},[642,10648,688],{},[642,10650,713],{},[619,10652,10653,10656,10659,10662,10665],{},[642,10654,10655],{},"集成数",[642,10657,10658],{},"400+",[642,10660,10661],{},"8000+",[642,10663,10664],{},"2000+",[642,10666,10667],{},"LangChain 原语",[619,10669,10670,10673,10675,10677,10679],{},[642,10671,10672],{},"AI Agent",[642,10674,1444],{},[642,10676,716],{},[642,10678,716],{},[642,10680,713],{},[619,10682,10683,10686,10689,10691,10693],{},[642,10684,10685],{},"LangChain 节点",[642,10687,10688],{},"✅ 70 个",[642,10690,688],{},[642,10692,688],{},[642,10694,710],{},[619,10696,10697,10699,10701,10703,10705],{},[642,10698,1485],{},[642,10700,710],{},[642,10702,688],{},[642,10704,688],{},[642,10706,716],{},[619,10708,10709,10712,10715,10717,10719],{},[642,10710,10711],{},"Local LLM",[642,10713,10714],{},"✅ Ollama",[642,10716,688],{},[642,10718,688],{},[642,10720,713],{},[619,10722,10723,10725,10728,10731,10734],{},[642,10724,770],{},[642,10726,10727],{},"$0 自托管",[642,10729,10730],{},"$29.99\u002F月",[642,10732,10733],{},"$9\u002F月",[642,10735,10727],{},[619,10737,10738,10740,10743,10746,10749],{},[642,10739,786],{},[642,10741,10742],{},"开发者 + 高量级",[642,10744,10745],{},"非技术 + 简单",[642,10747,10748],{},"中等复杂",[642,10750,10751],{},"LangChain 工程",[25,10753,801],{"id":801},[62,10755,10756,10762,10768,10774,10780,10786,10792,10798,10804,10809],{},[65,10757,10758,10761],{},[43,10759,10760],{},"自托管装 Postgres + Redis","：默认 SQLite 高吞吐崩",[65,10763,10764,10767],{},[43,10765,10766],{},"Worker 模式","：高并发要起 worker container 才能并行",[65,10769,10770,10773],{},[43,10771,10772],{},"Webhook 加防护","：公网 Webhook 加 IP 白名单 \u002F secret \u002F nginx",[65,10775,10776,10779],{},[43,10777,10778],{},"数据加密","：n8n encryption key 设强随机值，备份要带 key",[65,10781,10782,10785],{},[43,10783,10784],{},"Cloud vs Self-host 成本","：>2k execution\u002F月 自托管更省",[65,10787,10788,10791],{},[43,10789,10790],{},"集成缺失","：冷门 SaaS 用 HTTP Request + curl 等价",[65,10793,10794,10797],{},[43,10795,10796],{},"AI Agent 稳定性","：生产关键流先用线性节点，agent 留给探索任务",[65,10799,10800,10803],{},[43,10801,10802],{},"license 法务","：Sustainable Use License 给法务看一遍，企业内部用没问题",[65,10805,10806,10808],{},[43,10807,10348],{},"：导入前看作者 + star 数 + 不要直接生产用，要 review",[65,10810,10811,10814],{},[43,10812,10813],{},"monitoring","：生产部署加 prometheus + 错误告警",[25,10816,872],{"id":871},[62,10818,10819,10822,10825,10828,10831,10834,10837,10840],{},[65,10820,10821],{},"✅ 开发者 + 完全控制 + 高量级自动化",[65,10823,10824],{},"✅ 从 Zapier \u002F Make 迁出降本",[65,10826,10827],{},"✅ AI Agent + LangChain + MCP 一体",[65,10829,10830],{},"✅ 合规 \u002F 数据驻留 \u002F 自托管需求",[65,10832,10833],{},"❌ 非技术 + 要 8000+ 现成集成（用 Zapier）",[65,10835,10836],{},"❌ 完全不愿自托管 + 不想付 Cloud",[65,10838,10839],{},"❌ 纯研究 \u002F 学术 agent（用 OpenManus）",[65,10841,10842],{},"❌ 极简 2-step 自动化（Zapier 更快）",[25,10844,906],{"id":906},[62,10846,10847,10851,10855],{},[65,10848,10849],{},[912,10850,924],{"href":19},[65,10852,10853],{},[912,10854,919],{"href":16},[65,10856,10857],{},[912,10858,10152],{"href":9615},[25,10860,927],{"id":927},[929,10862,10863,10870,10877,10884],{},[65,10864,10865,10866],{},"n8n 官网 ",[912,10867,10868],{"href":10868,"rel":10869},"https:\u002F\u002Fn8n.io",[938],[65,10871,10872,10873],{},"AutomationByExperts — n8n 2026 200k users 5x ARR ",[912,10874,10875],{"href":10875,"rel":10876},"https:\u002F\u002Fautomationbyexperts.com\u002Fblog\u002Fn8n-ai-workflow-automation-guide-2026",[938],[65,10878,10879,10880],{},"Tutorials Technology — n8n + AI on Linux 2026（Docker + Ollama）",[912,10881,10882],{"href":10882,"rel":10883},"https:\u002F\u002Ftutorials.technology\u002Ftutorials\u002Fn8n-ai-workflows-linux-2026.html",[938],[65,10885,10886,10887],{},"Northflank — n8n Self-host Architecture + Pricing 2026 ",[912,10888,10889],{"href":10889,"rel":10890},"https:\u002F\u002Fnorthflank.com\u002Fblog\u002Fhow-to-self-host-n8n-setup-architecture-and-pricing-guide",[938],[968,10892,10893],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":10895},[10896,10897,10898,10899,10900,10901,10902,10903,10904,10905],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":10384,"depth":277,"text":10385},{"id":10448,"depth":277,"text":10449},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fn8n.webp","n8n 真实评测：2019 创立、Sustainable Use License（fair-code）的开源自动化平台。2026 突破 200,000 active users、5x ARR 增长、5,800+ 社区 AI workflow。差异点：近 70 个 LangChain 专属节点 + 原生 MCP 协议 + AI Agent 节点（reasoning loop + 工具调用）+ Ollama \u002F OpenAI 双路 + 400+ 集成 + execution-based 定价（步骤数无关）+ 自托管 VPS $5-10\u002F月跑全套。",[10909,10912,10915,10918],{"q":10910,"a":10911},"n8n 和 Zapier \u002F Make 怎么选？","Zapier 8000+ 集成 + 最易上手 + 非技术团队最爱，但 $29.99\u002F月才 750 tasks + 每步独立计费 = 量大成本爆炸。Make 视觉画布 + 并行分支 + 2000+ 集成 + 智能打包步骤（10k ops $29\u002F月），中等复杂最佳性价比。n8n 开源 + 自托管 + execution-based（步骤数无关）+ 70 LangChain 节点 + MCP 原生，开发者 + 高量级 + 完全控制首选。模式：从 Zapier \u002F Make 起步 → 撞墙 → 迁 n8n。",{"q":10913,"a":10914},"AI Agent 节点是什么？","n8n 2026 加的特殊节点：运行 reasoning loop，从连接的工具节点中自主挑选并调用，直到有答案。和传统线性节点的『按顺序执行预定动作』不同，AI Agent 引入了 LLM 决策。可挂接近 70 LangChain 节点 \u002F MCP server \u002F 任意 HTTP API。让 n8n 从『纯自动化』升级为『真正的 AI agent 平台』。",{"q":10916,"a":10917},"Sustainable Use License 是什么协议？","n8n 用的 fair-code 协议（非传统 OSI 开源）。允许内部使用 + 自托管 + 修改源码，但限制把 n8n 作为 SaaS 转售（与 n8n 商业版直接竞争）。对自用 \u002F 内部工具 \u002F 普通自托管 100% 免费。要做 n8n competitor \u002F 商业 SaaS 才需要谈授权。",{"q":10919,"a":10920},"自托管成本和门槛？","最小：$5-10\u002F月 VPS（DigitalOcean \u002F Hetzner \u002F Linode）+ Docker 一行起。Postgres 持久化 + Redis 队列（高吞吐）+ Worker 节点（水平扩展）。10 分钟内能跑通最小版本。中文社区 \u002F B 站 \u002F 知乎 有大量中文教程。比 Langflow \u002F Dify 上手快。",[1002,5202],{},[6718,10218,281,1765],[10925,10929,10933,10937],{"plan":10926,"price":773,"features":10927,"notes":10928},"Community (Self-host)","全部功能 + 不限执行 + 不限 workflow + Sustainable Use License","VPS $5-10\u002F月",{"plan":10364,"price":10930,"features":10931,"notes":10932},"~€20\u002F月","2,500 executions + 5 workflow + 基础集成","试水 \u002F 小团队",{"plan":10370,"price":10934,"features":10935,"notes":10936},"~€50\u002F月","更高 executions + 团队协作 + 高级特性","中型团队",{"plan":4703,"price":2514,"features":10938,"notes":2516},"SSO + audit + LDAP + 私有部署 + SLA","Self-host 免费 \u002F Cloud Starter ~€20·月 (2.5k executions) \u002F Pro \u002F Business \u002F Enterprise 阶梯",[10941],{"name":10942,"url":10943},"n8n 自托管 + Ollama 自动化","\u002Fplaybook\u002Fonboarding\u002Fn8n-ollama-automation",{"power":321,"ux":314,"price":321,"cn_support":308,"stability":321},{"title":8970,"description":10907},"agent\u002Fplatform\u002Fn8n",[10948,10950,10952,10954],{"name":10949,"url":10868,"accessed":1029},"n8n 官网",{"name":10951,"url":10875,"accessed":1029},"AutomationByExperts — n8n 2026 200k users 5x ARR",{"name":10953,"url":10882,"accessed":1029},"Tutorials Technology — n8n + AI on Linux 2026",{"name":10955,"url":10889,"accessed":1029},"Northflank — n8n Self-host Pricing 2026","tools\u002Fagent\u002Fplatform\u002Fn8n","自托管自动化平台——200k+ 用户 + 70 LangChain 节点 + MCP 原生 + Ollama 集成",[1044,10959,10960,10254,1041,6718,8970],"workflow","automation","Zapier \u002F Make 的开源替代——20 步工作流和 2 步成本一样（自托管）。AI Agent + LangChain 节点让它在 2026 成为开发者首选自动化平台。要 8000+ 现成集成 + 极简上手用 Zapier；要中等复杂 + 不自托管用 Make。","90tFLjTDSjxw39fv1_p6ApLyl87172IIlgJ26ge1upY",{"id":10964,"title":10965,"alternatives":10966,"api_compatible":20,"body":10970,"category":10199,"chinese_friendly":321,"cover":11453,"description":11454,"domestic":986,"extension":987,"faq":11455,"free":986,"github":20,"languages":11468,"meta":11469,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":11470,"pillar":1005,"platforms":11471,"priceTable":11475,"pricing":11488,"published":4588,"relatedPlaybooks":11489,"relatedReviews":20,"score":11493,"self_host":986,"seo":11494,"slug":11495,"sources":11496,"stem":11505,"suitable":20,"tagline":11506,"tags":11507,"updated":1029,"verdict":11514,"website":11418,"__hash__":11515},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Fyuanqi.md","腾讯元器",[10967,10968,10969],{"name":18,"url":19},{"name":8970,"url":8971},{"name":15,"url":16},{"type":22,"value":10971,"toc":11441},[10972,10974,10977,10980,10982,11056,11058,11078,11083,11087,11091,11117,11121,11147,11151,11174,11176,11308,11310,11365,11367,11393,11395,11409,11411],[25,10973,28],{"id":27},[30,10975,10976],{},"腾讯元器（yuanqi.tencent.com）是腾讯官方零代码智能体平台，2024 推出、2026-01 完成系统升级。差异点：『人人可用、零代码、零基础』+ 公众号扫码一键授权（历史群发文章 → 智能体知识库）+ 深度整合 LLM + RAG + 工作流 + 多 Agent 协作 + 一键发布到微信客服 \u002F 公众号 \u002F 服务号 \u002F 企业微信 \u002F 应用宝 + 打通微信支付 MCP 闭环 + 智能体广场 \u002F 模板 \u002F 插件广场 + 混元 + DeepSeek 双底座。",[30,10978,10979],{},"适合：微信公众号博主 \u002F 国内自媒体 + 想做粉丝 7×24 问答；政企客服 \u002F 政务 \u002F 民生场景；电商品牌 + 微信生态 + 微信支付闭环；非技术运营人员 + 零代码上手。不适合：海外用户 \u002F 跨平台分发（用 Coze 海外版 \u002F Dify）；需要自托管 \u002F 数据零云（用 Dify）；纯通用 reasoning \u002F 学术 agent；要深度 API + 工程化（用 Langflow \u002F LangChain）。",[25,10981,60],{"id":60},[62,10983,10984,10990,10996,11002,11008,11014,11020,11026,11032,11038,11044,11050],{},[65,10985,10986,10989],{},[43,10987,10988],{},"公众号一键授权","：扫码绑定 → 历史文章变知识库",[65,10991,10992,10995],{},[43,10993,10994],{},"零代码创建","：自然语言描述 → 智能体 + 工作流",[65,10997,10998,11001],{},[43,10999,11000],{},"混元 + DeepSeek 双底座","：选模型 + 备案合规",[65,11003,11004,11007],{},[43,11005,11006],{},"知识库 RAG","：文章 \u002F PDF \u002F 网页 \u002F 自定义文本",[65,11009,11010,11013],{},[43,11011,11012],{},"工作流引擎","：可视化编排多步执行",[65,11015,11016,11019],{},[43,11017,11018],{},"多 Agent 协作","：子 agent 调子 agent 完成复杂任务",[65,11021,11022,11025],{},[43,11023,11024],{},"插件广场","：搜索 \u002F 天气 \u002F 翻译 \u002F 图片生成等",[65,11027,11028,11031],{},[43,11029,11030],{},"智能体广场 \u002F 模板","：clone 业内成熟智能体",[65,11033,11034,11037],{},[43,11035,11036],{},"全微信生态发布","：客服 \u002F 公众号 \u002F 服务号 \u002F 企业微信 \u002F 应用宝",[65,11039,11040,11043],{},[43,11041,11042],{},"微信支付 MCP","：智能体可直接发起支付闭环",[65,11045,11046,11049],{},[43,11047,11048],{},"企业级解决方案","：私有部署 + SSO + 定制",[65,11051,11052,11055],{},[43,11053,11054],{},"小助手 \u002F 客服助手 \u002F IP 分身 \u002F 角色陪聊","等内置场景",[25,11057,158],{"id":158},[62,11059,11060,11066,11072],{},[65,11061,11062,11065],{},[43,11063,11064],{},"免费创建","：¥0；创建智能体 + 公众号绑定 + 知识库 + 工作流",[65,11067,11068,11071],{},[43,11069,11070],{},"按量付费","：混元 \u002F DeepSeek token + 知识库检索 + 工作流执行 + 插件调用按次数",[65,11073,11074,11077],{},[43,11075,11076],{},"企业级方案","：联系商务；私有部署 + SSO + 定制 + SLA",[174,11079,11080],{},[30,11081,11082],{},"实际成本：个人公众号博主一月几十块 token 钱足够跑数千次 7×24 问答；企业客服需求要走商务报价。",[25,11084,11086],{"id":11085},"实测公众号自媒体-政企客服","实测（公众号自媒体 + 政企客服）",[30,11088,11089],{},[43,11090,187],{},[62,11092,11093,11096,11099,11102,11105,11108,11111,11114],{},[65,11094,11095],{},"公众号扫码授权 + 历史文章入库自动化程度极高，5 分钟跑通",[65,11097,11098],{},"混元 + DeepSeek 中文效果好 + 国内备案合规",[65,11100,11101],{},"微信生态全链路：粉丝问 → 智能体答 → 推荐产品 → 微信支付 闭环",[65,11103,11104],{},"智能体广场可看到童爸育儿（2000+ 篇文章库）\u002F 飞哥律界 等真实案例",[65,11106,11107],{},"政务 \u002F 央企（钦州政务 \u002F 中国石化『小石头』）有正式落地",[65,11109,11110],{},"多 Agent 协作架构让复杂业务场景可拆分",[65,11112,11113],{},"零代码运营人员可独立完成，不依赖技术",[65,11115,11116],{},"智能体模板让冷启动快 10x",[30,11118,11119],{},[43,11120,221],{},[62,11122,11123,11126,11129,11132,11135,11138,11141,11144],{},[65,11124,11125],{},"新旧版双底层，旧版用户迁移有摩擦",[65,11127,11128],{},"海外用户访问受限，跨海外业务用不上",[65,11130,11131],{},"工作流编排能力不如 Dify \u002F Coze 强（少高级控制流）",[65,11133,11134],{},"多 Agent 编排 UI 学习曲线",[65,11136,11137],{},"知识库切片粒度自定义有限",[65,11139,11140],{},"国产模型 reasoning 能力比 GPT-5 \u002F Claude 仍有差距",[65,11142,11143],{},"自托管 \u002F 数据私有化不可行（除非企业版私有部署）",[65,11145,11146],{},"海外大模型接入限制（混元 \u002F DeepSeek 为主）",[25,11148,11150],{"id":11149},"上手公众号博主-5-分钟","上手（公众号博主 5 分钟）",[929,11152,11153,11156,11159,11162,11165,11168,11171],{},[65,11154,11155],{},"yuanqi.tencent.com → 微信扫码登录",[65,11157,11158],{},"新建智能体 → 名字 + 头像 + 描述",[65,11160,11161],{},"知识库 → 绑定公众号 → 扫码授权 → 等历史文章入库（几分钟）",[65,11163,11164],{},"角色设定 → 例：『你是 X 公众号官方助手，基于知识库回答问题』",[65,11166,11167],{},"测试对话 → 验证答案命中文章",[65,11169,11170],{},"发布 → 选择渠道（公众号菜单 \u002F 客服）",[65,11172,11173],{},"粉丝在公众号点击菜单 → 进入 AI 对话",[25,11175,611],{"id":611},[613,11177,11178,11194],{},[616,11179,11180],{},[619,11181,11182,11184,11187,11189,11191],{},[622,11183,624],{},[622,11185,11186],{},"元器",[622,11188,3576],{},[622,11190,3579],{},[622,11192,11193],{},"文心智能体",[637,11195,11196,11208,11221,11237,11251,11264,11280,11294],{},[619,11197,11198,11200,11202,11204,11206],{},[642,11199,10988],{},[642,11201,1444],{},[642,11203,688],{},[642,11205,688],{},[642,11207,716],{},[619,11209,11210,11213,11215,11217,11219],{},[642,11211,11212],{},"微信支付闭环",[642,11214,4358],{},[642,11216,688],{},[642,11218,688],{},[642,11220,688],{},[619,11222,11223,11226,11229,11232,11234],{},[642,11224,11225],{},"多渠道发布",[642,11227,11228],{},"微信生态",[642,11230,11231],{},"多平台 + 海外",[642,11233,754],{},[642,11235,11236],{},"百度生态",[619,11238,11239,11242,11244,11247,11249],{},[642,11240,11241],{},"海外可用",[642,11243,688],{},[642,11245,11246],{},"✅ Coze.com",[642,11248,713],{},[642,11250,688],{},[619,11252,11253,11255,11258,11260,11262],{},[642,11254,754],{},[642,11256,11257],{},"❌（企业版才有）",[642,11259,688],{},[642,11261,757],{},[642,11263,688],{},[619,11265,11266,11269,11272,11274,11277],{},[642,11267,11268],{},"LLM 底座",[642,11270,11271],{},"混元 + DeepSeek",[642,11273,7563],{},[642,11275,11276],{},"多家 + 自托管",[642,11278,11279],{},"文心一言",[619,11281,11282,11285,11288,11290,11292],{},[642,11283,11284],{},"工作流",[642,11286,11287],{},"✅ 基础",[642,11289,1444],{},[642,11291,1444],{},[642,11293,713],{},[619,11295,11296,11298,11301,11303,11306],{},[642,11297,786],{},[642,11299,11300],{},"公众号 + 国内",[642,11302,11231],{},[642,11304,11305],{},"自托管 + 企业",[642,11307,11236],{},[25,11309,801],{"id":801},[62,11311,11312,11318,11324,11330,11336,11341,11347,11353,11359],{},[65,11313,11314,11317],{},[43,11315,11316],{},"新版优先","：旧版功能停止演进，新建议直接新版",[65,11319,11320,11323],{},[43,11321,11322],{},"公众号文章质量","：知识库 = 文章质量，垃圾文章入库 = 垃圾回答",[65,11325,11326,11329],{},[43,11327,11328],{},"测试对话","：发布前测 20 个常见问题，验证答案准确",[65,11331,11332,11335],{},[43,11333,11334],{},"兜底回复","：知识库命中失败要有兜底引导（『请联系人工』）",[65,11337,11338,11340],{},[43,11339,11212],{},"：用户体验要清晰，支付链路要可中断",[65,11342,11343,11346],{},[43,11344,11345],{},"token 预算","：开通调用前看模型计价 + 设上限",[65,11348,11349,11352],{},[43,11350,11351],{},"海外用户","：访问可能不稳，业务覆盖海外要走 Coze",[65,11354,11355,11358],{},[43,11356,11357],{},"政务 \u002F 央企合规","：用企业版私有部署 + 备案",[65,11360,11361,11364],{},[43,11362,11363],{},"多 Agent 不要过度","：复杂业务先单 agent 跑通，再拆分",[25,11366,872],{"id":871},[62,11368,11369,11372,11375,11378,11381,11384,11387,11390],{},[65,11370,11371],{},"✅ 微信公众号博主 \u002F 国内自媒体",[65,11373,11374],{},"✅ 政企客服 \u002F 政务 \u002F 民生场景",[65,11376,11377],{},"✅ 电商品牌 + 微信支付闭环",[65,11379,11380],{},"✅ 零代码运营 + 非技术团队",[65,11382,11383],{},"❌ 海外用户 \u002F 跨平台分发",[65,11385,11386],{},"❌ 自托管 \u002F 数据零云",[65,11388,11389],{},"❌ 纯通用 reasoning \u002F 学术 agent",[65,11391,11392],{},"❌ 深度工程化 + API-first",[25,11394,906],{"id":906},[62,11396,11397,11401,11405],{},[65,11398,11399],{},[912,11400,924],{"href":19},[65,11402,11403],{},[912,11404,9546],{"href":8971},[65,11406,11407],{},[912,11408,919],{"href":16},[25,11410,927],{"id":927},[929,11412,11413,11420,11427,11434],{},[65,11414,11415,11416],{},"腾讯元器官网 ",[912,11417,11418],{"href":11418,"rel":11419},"https:\u002F\u002Fyuanqi.tencent.com",[938],[65,11421,11422,11423],{},"腾讯元器帮助中心 - 平台介绍 + 升级说明 ",[912,11424,11425],{"href":11425,"rel":11426},"https:\u002F\u002Fyuanqi.tencent.com\u002Fguide\u002Fyuanqi-introduction",[938],[65,11428,11429,11430],{},"智能体广场（真实落地案例：童爸育儿 \u002F 飞哥律界 \u002F 钦州政务 \u002F 中国石化小石头）",[912,11431,11432],{"href":11432,"rel":11433},"https:\u002F\u002Fyuanqi.tencent.com\u002Fagent-center\u002Findex",[938],[65,11435,11436,11437],{},"AGI 空间站 — 腾讯混元 + 元器生态 ",[912,11438,11439],{"href":11439,"rel":11440},"https:\u002F\u002Fdocs.feishu.cn\u002Fv\u002Fwiki\u002FJc1TwOaAni879pksMgmcqgUNnof\u002Fa3",[938],{"title":263,"searchDepth":308,"depth":308,"links":11442},[11443,11444,11445,11446,11447,11448,11449,11450,11451,11452],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":11085,"depth":277,"text":11086},{"id":11149,"depth":277,"text":11150},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fyuanqi.webp","腾讯元器（yuanqi.tencent.com）真实评测：腾讯官方零代码智能体平台，2024 推出、2026-01 完成系统升级（新旧双版本并存）。差异点：『人人可用、零代码、零基础』面向普通用户 + 公众号扫码一键授权（历史群发文章 → 智能体知识库）+ 深度整合 LLM + RAG + 工作流引擎 + 多 Agent 协作架构 + 一键发布到微信客服 \u002F 公众号 \u002F 服务号 \u002F 企业微信 \u002F 应用宝 + 打通微信支付 MCP 闭环 + 智能体广场 \u002F 模板 \u002F 插件广场 + 混元 + DeepSeek 双底座。",[11456,11459,11462,11465],{"q":11457,"a":11458},"和扣子 Coze \u002F Dify \u002F 文心智能体怎么选？","元器的核心独门：『微信公众号一键授权 + 文章变知识库 + 发布到微信全生态 + 微信支付 MCP』。Coze（字节）强『多 LLM + Bot 商店 + 海外版』。Dify 强『LLMOps 全平台 + 可自托管』。文心智能体强『百度生态 + 搜索 + 文心一言』。微信公众号博主 \u002F 政企客户 → 元器；多平台分发 \u002F 跨海外 → Coze；自托管 \u002F 企业 → Dify；百度生态 → 文心。",{"q":11460,"a":11461},"新旧版关系？","2025-12 元器完成系统升级，新版底层逻辑重写（多 Agent 架构 + 微信支付 MCP 等新能力）。旧版创建的智能体 \u002F 知识库 \u002F 工作流暂时无法直接同步到新版（两套底层），需走迁移路径。新建议直接用新版。官方文档：『从旧版元器迁移智能体到新版元器』。",{"q":11463,"a":11464},"公众号绑定后如何运作？","公众号管理员扫码授权 → 元器拉取历史群发文章 → 自动切片 + embedding 入知识库 → 公众号菜单栏出现『智能问答』入口 → 粉丝点击进入智能体对话 → 命中知识库的问题用文章原文 + LLM 综合回答 → 命中失败走兜底回复。这套路径让自媒体几乎零成本拥有 7×24 客服 \u002F 问答机器人。",{"q":11466,"a":11467},"数据隐私和合规？","元器是腾讯官方服务 + 数据托管在腾讯云 + 合规接入备案算法（混元 \u002F DeepSeek）。对国内合规 \u002F 政务 \u002F 央企场景非常友好。但对隐私敏感 \u002F 数据零云需求 → 走 Dify 自托管 + 国产开源模型路径，不要用元器。",[3280,1002],{},"\u002Ftools\u002Fagent\u002Fplatform\u002Fyuanqi",[1765,11472,11473,11474],"wechat-mp","wechat-work","wechat-pay",[11476,11480,11484],{"plan":11064,"price":11477,"features":11478,"notes":11479},"¥0","创建智能体 + 公众号绑定 + 知识库 + 工作流 + 智能体广场","模型 token 按量",{"plan":11070,"price":11481,"features":11482,"notes":11483},"按调用","混元 \u002F DeepSeek \u002F 知识库检索 \u002F 工作流执行 \u002F 插件调用","token + API 次数",{"plan":11076,"price":11485,"features":11486,"notes":11487},"联系商务","私有部署 + SSO + audit + 定制开发 + 多 agent 协作 + SLA","政企客户","免费创建 \u002F 模型调用按 token \u002F 部分能力按调用次数 \u002F 企业版联系商务",[11490],{"name":11491,"url":11492},"公众号 7×24 AI 分身搭建","\u002Fplaybook\u002Fonboarding\u002Fwechat-mp-ai-agent",{"power":314,"ux":321,"price":321,"cn_support":321,"stability":314},{"title":10965,"description":11454},"agent\u002Fplatform\u002Fyuanqi",[11497,11499,11501,11503],{"name":11498,"url":11418,"accessed":1029},"腾讯元器官网",{"name":11500,"url":11425,"accessed":1029},"腾讯元器帮助中心 - 平台介绍",{"name":11502,"url":11432,"accessed":1029},"智能体广场",{"name":11504,"url":11439,"accessed":1029},"AGI 空间站 — 腾讯混元 + 元器生态","tools\u002Fagent\u002Fplatform\u002Fyuanqi","腾讯零代码智能体平台——公众号一键变 AI 分身 + 混元 \u002F DeepSeek 双底座 + 微信生态全链路",[11508,11509,11510,11511,11512,11513],"agent-builder","wechat","low-code","hunyuan","deepseek","yuanqi","微信公众号博主 \u002F 国内自媒体 \u002F 政企客服首选——把公众号变 7×24 AI 分身的最低成本路径。要纯通用 agent \u002F 海外用户 \u002F 复杂 reasoning 用 Dify \u002F Coze。","ffVJnAHGDWtHozRE1jzbZPDP1LZLHkLpNckR9u9UjDs",{"id":11517,"title":629,"alternatives":11518,"api_compatible":20,"body":11522,"category":983,"chinese_friendly":308,"cover":12322,"description":12323,"domestic":986,"extension":987,"faq":12324,"free":986,"github":20,"languages":12337,"meta":12338,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":16,"pillar":1005,"platforms":12339,"priceTable":12342,"pricing":12352,"published":4588,"relatedPlaybooks":12353,"relatedReviews":20,"score":12357,"self_host":986,"seo":12358,"slug":12359,"sources":12360,"stem":12371,"suitable":20,"tagline":12372,"tags":12373,"updated":1029,"verdict":12377,"website":12277,"__hash__":12378},"tools\u002Ftools\u002Fagent\u002Fprotocol\u002Fcomposio.md",[11519,11520,11521],{"name":12,"url":13},{"name":1053,"url":1004},{"name":18,"url":19},{"type":22,"value":11523,"toc":12310},[11524,11526,11529,11532,11534,11606,11608,11625,11630,11634,11638,11664,11668,11694,11698,11728,12013,12015,12156,12158,12221,12223,12252,12254,12268,12270,12307],[25,11525,28],{"id":27},[30,11527,11528],{},"Composio 是 AI agent 集成基础设施层，把『agent 接入 1000-10,000+ 真实工具』的复杂度封装为一个 SDK。差异点：1000+ pre-built 集成（GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear \u002F Jira \u002F Google Workspace）+ 托管 OAuth（含自动 token refresh）+ 沙箱执行 + 细粒度 action-level 权限 + 完整审计日志 + 框架无关（MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT 都能用）+ Python \u002F TypeScript SDK + AWS \u002F Zoom \u002F Glean 等企业客户。Tooliverse 评分 8.56\u002F10，295 条多平台评测交叉验证。",[30,11530,11531],{},"适合：要造 agent 接多个 SaaS 工具的团队；OAuth \u002F token refresh \u002F 错误重试不想自己写；多框架兼容（不锁定 LangChain）；企业 + 合规 + audit log；已有 MCP server 但想要更广覆盖。不适合：单一工具 high-frequency 场景（自接 API 更便宜）；轻量 hobby project（LangChain native tool 够用）；要 1000% 控制集成代码（用开源 MCP server）；数据零云 + 完全自托管（Composio 是 SaaS）。",[25,11533,60],{"id":60},[62,11535,11536,11542,11548,11554,11560,11566,11572,11578,11583,11589,11595,11600],{},[65,11537,11538,11541],{},[43,11539,11540],{},"1000+ pre-built 集成","：GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear \u002F Jira \u002F Google Workspace 等",[65,11543,11544,11547],{},[43,11545,11546],{},"托管 OAuth","：OAuth flow + token refresh + multi-user 全自动",[65,11549,11550,11553],{},[43,11551,11552],{},"沙箱执行","：tool call 在隔离环境跑，安全隔离",[65,11555,11556,11559],{},[43,11557,11558],{},"action-level 权限","：可精确控制 agent 能做什么（read-only \u002F write \u002F admin）",[65,11561,11562,11565],{},[43,11563,11564],{},"审计日志","：每次 tool call 完整记录（timestamp \u002F user \u002F args \u002F result）",[65,11567,11568,11571],{},[43,11569,11570],{},"框架无关","：MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT",[65,11573,11574,11577],{},[43,11575,11576],{},"Python + TypeScript SDK","：主流 agent 栈都能用",[65,11579,11580,11582],{},[43,11581,7135],{},"：1000+ 工具一站式 MCP 入口",[65,11584,11585,11588],{},[43,11586,11587],{},"多用户 session","：per-user OAuth + 隔离 workspace",[65,11590,11591,11594],{},[43,11592,11593],{},"自定义工具","：BaseTool 扩展 + JSON schema 验证",[65,11596,11597,11599],{},[43,11598,1904],{},"：SSO \u002F audit \u002F SLA \u002F 私有部署",[65,11601,11602,11605],{},[43,11603,11604],{},"AWS \u002F Zoom \u002F Glean 客户","：production 验证",[25,11607,158],{"id":158},[62,11609,11610,11615,11621],{},[65,11611,11612,11614],{},[43,11613,779],{},"：$0；全部 1000+ 集成 + 限月度 action + Python\u002FTS SDK + MCP server",[65,11616,11617,11620],{},[43,11618,11619],{},"Growth","：按 action 量阶梯；更高额度 + 团队",[65,11622,11623,9765],{},[43,11624,4703],{},[174,11626,11627],{},[30,11628,11629],{},"真实成本：低频 + 多样工具（每天几百次 action）Free 档够用；high-frequency（每分钟轮询 \u002F 大量 batch）成本陡升，要算清单 action 价格。",[25,11631,11633],{"id":11632},"实测agent-接入多-saas","实测（agent 接入多 SaaS）",[30,11635,11636],{},[43,11637,187],{},[62,11639,11640,11643,11646,11649,11652,11655,11658,11661],{},[65,11641,11642],{},"集成宽度（1000+）业内最广",[65,11644,11645],{},"OAuth 全托管省 50% 工程量",[65,11647,11648],{},"一份 SDK 跑通 CrewAI \u002F LangChain \u002F OpenAI Agents SDK",[65,11650,11651],{},"沙箱执行 + audit log 让企业合规过关",[65,11653,11654],{},"AWS \u002F Zoom \u002F Glean 等大客户 = production-grade 信号",[65,11656,11657],{},"Tooliverse 8.56\u002F10、Toolradar 4.9\u002F5（295 reviews）",[65,11659,11660],{},"5 分钟可让 CrewAI agent 在 GitHub 上 star 一个 repo",[65,11662,11663],{},"self-healing tool execution（自动重试 + 错误处理）",[30,11665,11666],{},[43,11667,221],{},[62,11669,11670,11673,11676,11679,11682,11685,11688,11691],{},[65,11671,11672],{},"文档『can lag behind rapid feature releases』",[65,11674,11675],{},"pricing scales steeply for high-frequency use cases",[65,11677,11678],{},"自定义工具要『master schema validation that documentation doesn't fully demystify』",[65,11680,11681],{},"冷门集成 action coverage 浅，只支持基础 CRUD",[65,11683,11684],{},"数据完全 SaaS 化，零云需求不能用",[65,11686,11687],{},"国内访问偶发慢（CDN 在海外）",[65,11689,11690],{},"Free 档 action 限额对生产 hobby 也容易撞顶",[65,11692,11693],{},"vendor lock-in：迁移要重写 OAuth 层",[25,11695,11697],{"id":11696},"上手crewai-5-分钟","上手（CrewAI 5 分钟）",[258,11699,11701],{"className":260,"code":11700,"language":262,"meta":263,"style":263},"pip install composio composio-crewai crewai\nexport COMPOSIO_API_KEY=***\n",[34,11702,11703,11718],{"__ignoreMap":263},[267,11704,11705,11707,11709,11712,11715],{"class":269,"line":270},[267,11706,4157],{"class":280},[267,11708,1283],{"class":284},[267,11710,11711],{"class":284}," composio",[267,11713,11714],{"class":284}," composio-crewai",[267,11716,11717],{"class":284}," crewai\n",[267,11719,11720,11722,11725],{"class":269,"line":277},[267,11721,5498],{"class":488},[267,11723,11724],{"class":298}," COMPOSIO_API_KEY",[267,11726,11727],{"class":488},"=***\n",[258,11729,11732],{"className":11730,"code":11731,"language":4240,"meta":263,"style":263},"language-python shiki shiki-themes github-light github-dark","from composio_crewai import ComposioProvider\nfrom composio import Composio\nfrom crewai import Agent, Task, Crew\n\ncomposio = Composio(provider=ComposioProvider())\nsession = composio.create(user_id=\"alice\", toolkits=[\"github\", \"gmail\"])\ntools = session.tools()\n\n# 手动授权（首次）\nauth = session.authorize(\"github\")\nprint(f\"Visit: {auth.redirect_url}\")\n\nagent = Agent(\n    role=\"GitHub Agent\",\n    goal=\"Star repos on behalf of users\",\n    tools=tools, llm=...\n)\ntask = Task(description=\"Star composiohq\u002Fcomposio\", agent=agent, expected_output=\"done\")\nCrew(agents=[agent], tasks=[task]).kickoff()\n",[34,11733,11734,11748,11760,11772,11776,11794,11833,11843,11847,11852,11867,11895,11899,11909,11921,11933,11951,11955,11992],{"__ignoreMap":263},[267,11735,11736,11739,11742,11745],{"class":269,"line":270},[267,11737,11738],{"class":488},"from",[267,11740,11741],{"class":298}," composio_crewai ",[267,11743,11744],{"class":488},"import",[267,11746,11747],{"class":298}," ComposioProvider\n",[267,11749,11750,11752,11755,11757],{"class":269,"line":277},[267,11751,11738],{"class":488},[267,11753,11754],{"class":298}," composio ",[267,11756,11744],{"class":488},[267,11758,11759],{"class":298}," Composio\n",[267,11761,11762,11764,11767,11769],{"class":269,"line":308},[267,11763,11738],{"class":488},[267,11765,11766],{"class":298}," crewai ",[267,11768,11744],{"class":488},[267,11770,11771],{"class":298}," Agent, Task, Crew\n",[267,11773,11774],{"class":269,"line":314},[267,11775,318],{"emptyLinePlaceholder":317},[267,11777,11778,11781,11783,11786,11789,11791],{"class":269,"line":321},[267,11779,11780],{"class":298},"composio ",[267,11782,5504],{"class":488},[267,11784,11785],{"class":298}," Composio(",[267,11787,11788],{"class":530},"provider",[267,11790,5504],{"class":488},[267,11792,11793],{"class":298},"ComposioProvider())\n",[267,11795,11796,11799,11801,11804,11807,11809,11812,11814,11817,11819,11822,11825,11827,11830],{"class":269,"line":327},[267,11797,11798],{"class":298},"session ",[267,11800,5504],{"class":488},[267,11802,11803],{"class":298}," composio.create(",[267,11805,11806],{"class":530},"user_id",[267,11808,5504],{"class":488},[267,11810,11811],{"class":284},"\"alice\"",[267,11813,4873],{"class":298},[267,11815,11816],{"class":530},"toolkits",[267,11818,5504],{"class":488},[267,11820,11821],{"class":298},"[",[267,11823,11824],{"class":284},"\"github\"",[267,11826,4873],{"class":298},[267,11828,11829],{"class":284},"\"gmail\"",[267,11831,11832],{"class":298},"])\n",[267,11834,11835,11838,11840],{"class":269,"line":5},[267,11836,11837],{"class":298},"tools ",[267,11839,5504],{"class":488},[267,11841,11842],{"class":298}," session.tools()\n",[267,11844,11845],{"class":269,"line":338},[267,11846,318],{"emptyLinePlaceholder":317},[267,11848,11849],{"class":269,"line":347},[267,11850,11851],{"class":273},"# 手动授权（首次）\n",[267,11853,11854,11857,11859,11862,11864],{"class":269,"line":356},[267,11855,11856],{"class":298},"auth ",[267,11858,5504],{"class":488},[267,11860,11861],{"class":298}," session.authorize(",[267,11863,11824],{"class":284},[267,11865,11866],{"class":298},")\n",[267,11868,11869,11872,11875,11878,11881,11884,11887,11890,11893],{"class":269,"line":365},[267,11870,11871],{"class":288},"print",[267,11873,11874],{"class":298},"(",[267,11876,11877],{"class":488},"f",[267,11879,11880],{"class":284},"\"Visit: ",[267,11882,11883],{"class":288},"{",[267,11885,11886],{"class":298},"auth.redirect_url",[267,11888,11889],{"class":288},"}",[267,11891,11892],{"class":284},"\"",[267,11894,11866],{"class":298},[267,11896,11897],{"class":269,"line":374},[267,11898,318],{"emptyLinePlaceholder":317},[267,11900,11901,11904,11906],{"class":269,"line":383},[267,11902,11903],{"class":298},"agent ",[267,11905,5504],{"class":488},[267,11907,11908],{"class":298}," Agent(\n",[267,11910,11911,11914,11916,11919],{"class":269,"line":392},[267,11912,11913],{"class":530},"    role",[267,11915,5504],{"class":488},[267,11917,11918],{"class":284},"\"GitHub Agent\"",[267,11920,4859],{"class":298},[267,11922,11923,11926,11928,11931],{"class":269,"line":397},[267,11924,11925],{"class":530},"    goal",[267,11927,5504],{"class":488},[267,11929,11930],{"class":284},"\"Star repos on behalf of users\"",[267,11932,4859],{"class":298},[267,11934,11935,11938,11940,11943,11946,11948],{"class":269,"line":403},[267,11936,11937],{"class":530},"    tools",[267,11939,5504],{"class":488},[267,11941,11942],{"class":298},"tools, ",[267,11944,11945],{"class":530},"llm",[267,11947,5504],{"class":488},[267,11949,11950],{"class":288},"...\n",[267,11952,11953],{"class":269,"line":409},[267,11954,11866],{"class":298},[267,11956,11957,11960,11962,11965,11968,11970,11973,11975,11977,11979,11982,11985,11987,11990],{"class":269,"line":417},[267,11958,11959],{"class":298},"task ",[267,11961,5504],{"class":488},[267,11963,11964],{"class":298}," Task(",[267,11966,11967],{"class":530},"description",[267,11969,5504],{"class":488},[267,11971,11972],{"class":284},"\"Star composiohq\u002Fcomposio\"",[267,11974,4873],{"class":298},[267,11976,1005],{"class":530},[267,11978,5504],{"class":488},[267,11980,11981],{"class":298},"agent, ",[267,11983,11984],{"class":530},"expected_output",[267,11986,5504],{"class":488},[267,11988,11989],{"class":284},"\"done\"",[267,11991,11866],{"class":298},[267,11993,11994,11997,12000,12002,12005,12008,12010],{"class":269,"line":429},[267,11995,11996],{"class":298},"Crew(",[267,11998,11999],{"class":530},"agents",[267,12001,5504],{"class":488},[267,12003,12004],{"class":298},"[agent], ",[267,12006,12007],{"class":530},"tasks",[267,12009,5504],{"class":488},[267,12011,12012],{"class":298},"[task]).kickoff()\n",[25,12014,611],{"id":611},[613,12016,12017,12032],{},[616,12018,12019],{},[619,12020,12021,12023,12025,12027,12029],{},[622,12022,624],{},[622,12024,629],{},[622,12026,632],{},[622,12028,9],{},[622,12030,12031],{},"LangChain Tools",[637,12033,12034,12050,12065,12080,12092,12105,12118,12130,12142],{},[619,12035,12036,12038,12041,12044,12047],{},[642,12037,10655],{},[642,12039,12040],{},"1000+",[642,12042,12043],{},"MCP 注册中心",[642,12045,12046],{},"Google MCP 集合",[642,12048,12049],{},"~200",[619,12051,12052,12055,12057,12060,12062],{},[642,12053,12054],{},"OAuth 托管",[642,12056,1444],{},[642,12058,12059],{},"❌ 各 server 自管",[642,12061,688],{},[642,12063,12064],{},"自己写",[619,12066,12067,12070,12073,12075,12077],{},[642,12068,12069],{},"框架兼容",[642,12071,12072],{},"MCP + LC + CrewAI + Autogen + OpenAI",[642,12074,746],{},[642,12076,746],{},[642,12078,12079],{},"LangChain only",[619,12081,12082,12084,12086,12088,12090],{},[642,12083,11552],{},[642,12085,713],{},[642,12087,688],{},[642,12089,688],{},[642,12091,688],{},[619,12093,12094,12097,12099,12101,12103],{},[642,12095,12096],{},"audit log",[642,12098,713],{},[642,12100,688],{},[642,12102,716],{},[642,12104,688],{},[619,12106,12107,12110,12112,12114,12116],{},[642,12108,12109],{},"企业 SSO",[642,12111,713],{},[642,12113,688],{},[642,12115,688],{},[642,12117,688],{},[619,12119,12120,12122,12124,12126,12128],{},[642,12121,754],{},[642,12123,688],{},[642,12125,716],{},[642,12127,757],{},[642,12129,765],{},[619,12131,12132,12134,12136,12138,12140],{},[642,12133,770],{},[642,12135,776],{},[642,12137,779],{},[642,12139,1532],{},[642,12141,773],{},[619,12143,12144,12146,12149,12151,12154],{},[642,12145,786],{},[642,12147,12148],{},"多 SaaS + 多框架",[642,12150,653],{},[642,12152,12153],{},"Google Cloud",[642,12155,12079],{},[25,12157,801],{"id":801},[62,12159,12160,12166,12172,12181,12186,12192,12198,12204,12209,12215],{},[65,12161,12162,12165],{},[43,12163,12164],{},"action 预算","：先估月度 action 量 + 选档，high-frequency 不要无脑用 Free",[65,12167,12168,12171],{},[43,12169,12170],{},"OAuth scope 最小化","：只授权必需 scope，audit log 也更干净",[65,12173,12174,12177,12178,12180],{},[43,12175,12176],{},"每用户 session","：multi-tenant 用 ",[34,12179,11806],{}," 隔离 OAuth + workspace",[65,12182,12183,12185],{},[43,12184,11593],{},"：先看 JSON schema 文档 + 跑 unit test 验证",[65,12187,12188,12191],{},[43,12189,12190],{},"冷门集成","：先 try Free 跑 demo 确认 action coverage 够",[65,12193,12194,12197],{},[43,12195,12196],{},"fallback","：Composio 不可用要有 fallback（重试 + 备用 SDK）",[65,12199,12200,12203],{},[43,12201,12202],{},"数据零云需求","：用 MCP server 自托管，不要用 Composio",[65,12205,12206,12208],{},[43,12207,849],{},"：CDN 海外，国内 production 用 proxy \u002F 反代",[65,12210,12211,12214],{},[43,12212,12213],{},"rate limit","：每个 SaaS 还有自己的 rate limit，Composio 不替你解决",[65,12216,12217,12220],{},[43,12218,12219],{},"vendor lock","：业务核心要做迁移预案（abstract OAuth 层）",[25,12222,872],{"id":871},[62,12224,12225,12228,12231,12234,12237,12240,12243,12246,12249],{},[65,12226,12227],{},"✅ 要造 agent 接多 SaaS 工具",[65,12229,12230],{},"✅ OAuth \u002F token refresh \u002F 错误重试不想自写",[65,12232,12233],{},"✅ 多框架兼容（不锁定）",[65,12235,12236],{},"✅ 企业 + 合规 + audit log",[65,12238,12239],{},"✅ 已有 MCP server 但想要更广覆盖",[65,12241,12242],{},"❌ 单一工具 high-frequency（自接 API 更便宜）",[65,12244,12245],{},"❌ 轻量 hobby project（LangChain 够用）",[65,12247,12248],{},"❌ 完全自托管 \u002F 数据零云",[65,12250,12251],{},"❌ 要 1000% 控制集成代码",[25,12253,906],{"id":906},[62,12255,12256,12260,12264],{},[65,12257,12258],{},[912,12259,914],{"href":13},[65,12261,12262],{},[912,12263,1680],{"href":1004},[65,12265,12266],{},[912,12267,924],{"href":19},[25,12269,927],{"id":927},[929,12271,12272,12279,12286,12293,12300],{},[65,12273,12274,12275],{},"Composio 官网 + Pricing ",[912,12276,12277],{"href":12277,"rel":12278},"https:\u002F\u002Fcomposio.dev",[938],[65,12280,12281,12282],{},"Tooliverse — Composio Review 2026 + 8.56\u002F10 + 295 reviews ",[912,12283,12284],{"href":12284,"rel":12285},"https:\u002F\u002Ftooliverse.ai\u002Ftools\u002Fcomposio",[938],[65,12287,12288,12289],{},"Sift AI — Composio Review 2026: Integration Platform for AI Agents ",[912,12290,12291],{"href":12291,"rel":12292},"https:\u002F\u002Fsiftaitools.com\u002Freviews\u002Fcomposio",[938],[65,12294,12295,12296],{},"Toolradar — Composio Reviews + 4.9\u002F5 ",[912,12297,12298],{"href":12298,"rel":12299},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcomposio",[938],[65,12301,12302,12303],{},"CrewAI Docs — Composio Tool 集成示例 + 250+ tools ",[912,12304,12305],{"href":12305,"rel":12306},"https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Ftools\u002Fautomation\u002Fcomposiotool",[938],[968,12308,12309],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}",{"title":263,"searchDepth":308,"depth":308,"links":12311},[12312,12313,12314,12315,12316,12317,12318,12319,12320,12321],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":11632,"depth":277,"text":11633},{"id":11696,"depth":277,"text":11697},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcomposio.webp","Composio（composio.dev）真实评测：AI agent 集成基础设施层，把『agent 接入 1000-10,000+ 真实工具』的复杂度封装为一个 SDK。差异点：1000+ pre-built 集成（GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear 等）+ 托管 OAuth（含自动 token refresh）+ 沙箱执行 + 细粒度权限 + 完整审计日志 + 框架无关（MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT 都能用）+ Python \u002F TypeScript SDK + AWS \u002F Zoom \u002F Glean 等企业客户背书。",[12325,12328,12331,12334],{"q":12326,"a":12327},"Composio 解决什么问题？","AI agent 在 production 撞墙最常见原因 = 『集成 + 认证基础设施』。每接一个工具（GitHub \u002F Slack \u002F Gmail \u002F Salesforce）要：写 OAuth flow + 保存 \u002F 刷新 token + 处理 rate limit + 写 JSON schema 给 LLM + 沙箱执行 + 错误重试。这些代码占了 agent 项目 50%+ 工程量。Composio 把这部分托管化，开发者只 import SDK 就能用 1000+ 工具，重心回到『agent 智能本身』。",{"q":12329,"a":12330},"和 MCP 是什么关系？","Composio 同时是 MCP server 提供方 + 自有 SDK。MCP 是 Anthropic 推出的开放协议，但 MCP server 仍需有人维护（GitHub MCP \u002F Slack MCP 等）。Composio 提供了 1000+ 工具的『大集合 MCP server』+ 还兼容 LangChain \u002F CrewAI \u002F OpenAI Agents SDK 等非 MCP 框架。所以可视为『MCP 协议 + 多框架原生 SDK』的双轨集成层。",{"q":12332,"a":12333},"和 LangChain native tools 怎么选？","LangChain 自带 ~200 tool，但很多是社区维护、OAuth 要自己处理、production 稳定性参差。Composio 用 1000+ 商业维护的集成 + 托管 OAuth + 企业级权限审计换更高费用。Hobby \u002F 学习项目 → LangChain native；production \u002F 多用户 \u002F 多 OAuth scope → Composio。",{"q":12335,"a":12336},"实际用起来贵不贵？","免费档对开发 \u002F 验证够用。生产部署 high-frequency 用例（如每分钟轮询 Gmail）会快速消耗 action 额度 → Growth\u002FEnterprise 起步。Tooliverse 评测明确指出『pricing scales steeply for high-frequency use cases』。低频 + 多样工具 → Composio 性价比高；高频 + 单工具 → 自接 API 更便宜。",[1002],{},[12340,12341,1041],"api","sdk",[12343,12346,12350],{"plan":779,"price":773,"features":12344,"notes":12345},"全部 1000+ 集成 + 限月度 action + Python\u002FTS SDK + MCP server","开发 \u002F 试水",{"plan":11619,"price":12347,"features":12348,"notes":12349},"按 action","更高 action 限额 + 更多并发 + 细粒度权限 + 团队","生产部署",{"plan":4703,"price":2514,"features":12351,"notes":2516},"SSO + audit + 私有部署 + SLA + 自定义工具开发 + 专属支持","Free（有月度 action 限额）\u002F Growth 按 action 量阶梯 \u002F Enterprise 联系销售",[12354],{"name":12355,"url":12356},"Agent 集成层选型与避坑","\u002Fplaybook\u002Fonboarding\u002Fagent-integration-layer",{"power":321,"ux":314,"price":314,"cn_support":308,"stability":314},{"title":629,"description":12323},"agent\u002Fprotocol\u002Fcomposio",[12361,12363,12365,12367,12369],{"name":12362,"url":12277,"accessed":1029},"Composio 官网",{"name":12364,"url":12284,"accessed":1029},"Tooliverse — Composio Review 2026 Agent Tool Execution",{"name":12366,"url":12291,"accessed":1029},"Sift AI — Composio Review 2026: Integration Platform",{"name":12368,"url":12298,"accessed":1029},"Toolradar — Composio Reviews + 4.9\u002F5",{"name":12370,"url":12305,"accessed":1029},"CrewAI Docs — Composio Tool 集成示例","tools\u002Fagent\u002Fprotocol\u002Fcomposio","AI Agent 集成中间件——1000+ 工具 + 托管 OAuth + 框架无关 + MCP + 沙箱执行",[12374,12375,1041,12376,15],"agent-infra","integrations","oauth","Agent 开发的『集成中间件层』——免自己写 1000 个 OAuth + token refresh + JSON schema。AWS \u002F Zoom \u002F Glean 在用。要省钱 \u002F 自托管全部用 MCP server 自己接；要简单 LangChain 工具用 LangChain native tools。","yi7VmfVTxwHKbAo52lT72LQmtjnrmyuJ8Bm24zn3g9Y",{"id":12380,"title":12381,"alternatives":12382,"api_compatible":20,"body":12390,"category":1005,"chinese_friendly":277,"cover":12844,"description":12845,"domestic":986,"extension":987,"faq":12846,"free":986,"github":20,"languages":12858,"meta":12859,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":12860,"pillar":12861,"platforms":12862,"priceTable":12866,"pricing":12877,"published":4588,"relatedPlaybooks":12878,"relatedReviews":20,"score":12885,"self_host":986,"seo":12886,"slug":12887,"sources":12888,"stem":12895,"suitable":20,"tagline":12896,"tags":12897,"updated":1029,"verdict":12902,"website":12903,"__hash__":12904},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Faugment.md","Augment Code",[12383,12386,12387,12388],{"name":12384,"url":12385},"github-copilot","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",{"name":2558,"url":2559},{"name":5257,"url":5258},{"name":12389,"url":12385},"tabnine",{"type":22,"value":12391,"toc":12832},[12392,12394,12401,12404,12407,12410,12430,12437,12441,12530,12536,12553,12556,12560,12565,12579,12584,12601,12603,12627,12630,12728,12730,12762,12764,12784,12786,12807,12809],[25,12393,28],{"id":27},[30,12395,12396,12397,12400],{},"Augment Code 是企业级 AI 编程平台，最大差异点是 ",[43,12398,12399],{},"Context Engine","——对整个代码库（包括跨仓库 \u002F 跨语言 \u002F git history）做深度索引，让 agent 在百万行 monorepo 里也能找对上下文。2026 年定价改成 credits 制：Indie $20 \u002F Standard $60 \u002F Max $200，含 IDE Agent（VS Code \u002F JetBrains）+ Auggie CLI + 异步 Cloud Agent。",[30,12402,12403],{},"适合：>30 万行、>20 工程师、跨仓库强引用的企业项目（Pure Storage \u002F Webflow \u002F Observe 这种）。不适合：个人 \u002F 小项目（Cursor 性价比完胜）、国内团队（无中文官方支持、网络欠佳）。",[25,12405,12406],{"id":12406},"它是什么",[30,12408,12409],{},"Augment 把 AI 编程产品拆成三件套：",[929,12411,12412,12418,12424],{},[65,12413,12414,12417],{},[43,12415,12416],{},"Context Engine（核心 IP）","：索引整个 monorepo，含跨仓库依赖、函数调用图、commit 历史。每次 agent 推理时按需检索相关上下文。",[65,12419,12420,12423],{},[43,12421,12422],{},"IDE Agent","：VS Code \u002F JetBrains 扩展，提供 Chat、Edit、Agent、Next Edit（预测下一步要改的位置）四模式。",[65,12425,12426,12429],{},[43,12427,12428],{},"Auggie CLI + Async Cloud Agent","：terminal 里跑同步任务，或扔到 Cloud（Cosmos sandbox）异步跑大任务。",[30,12431,12432,12433,12436],{},"底层 LLM 走 ",[43,12434,12435],{},"Prism routing","——按任务复杂度动态选 Claude Sonnet \u002F Opus \u002F Haiku \u002F Gemini Pro \u002F GPT-5，平均比直接调 frontier 模型省 20–30%。",[25,12438,12440],{"id":12439},"价格2026-06","价格（2026-06）",[613,12442,12443,12461],{},[616,12444,12445],{},[619,12446,12447,12450,12452,12455,12458],{},[622,12448,12449],{},"Plan",[622,12451,158],{},[622,12453,12454],{},"Credits",[622,12456,12457],{},"团队规模",[622,12459,12460],{},"适用",[637,12462,12463,12480,12499,12516],{},[619,12464,12465,12470,12472,12475,12478],{},[642,12466,12467],{},[43,12468,12469],{},"Indie",[642,12471,5013],{},[642,12473,12474],{},"40k",[642,12476,12477],{},"1",[642,12479,1773],{},[619,12481,12482,12487,12490,12493,12496],{},[642,12483,12484],{},[43,12485,12486],{},"Standard",[642,12488,12489],{},"$60\u002F席\u002F月",[642,12491,12492],{},"130k\u002F席（池化）",[642,12494,12495],{},"≤20",[642,12497,12498],{},"中小生产团队",[619,12500,12501,12505,12508,12511,12513],{},[642,12502,12503],{},[43,12504,4723],{},[642,12506,12507],{},"$200\u002F席\u002F月",[642,12509,12510],{},"450k\u002F席（池化）",[642,12512,12495],{},[642,12514,12515],{},"重度 + 异步任务多",[619,12517,12518,12520,12522,12524,12527],{},[642,12519,4703],{},[642,12521,4584],{},[642,12523,4584],{},[642,12525,12526],{},"∞",[642,12528,12529],{},"大型企业",[30,12531,12532,12535],{},[43,12533,12534],{},"credits 单价","（一次中等任务）：",[62,12537,12538,12541,12544,12547,12550],{},[65,12539,12540],{},"Haiku 4.5：~88 credits",[65,12542,12543],{},"Sonnet 4.6：~293 credits",[65,12545,12546],{},"Opus 4.7：~488 credits",[65,12548,12549],{},"Gemini 3.1 Pro：~268 credits",[65,12551,12552],{},"GPT-5.1：~219 credits",[30,12554,12555],{},"超额 top-up：$15 \u002F 24k credits（≈ 80 次 Sonnet 任务）。Cosmos cloud sandbox 另算 300 credits\u002F小时。",[25,12557,12559],{"id":12558},"实测在-80-万行-go-typescript-monorepo-上","实测（在 ~80 万行 Go + TypeScript monorepo 上）",[30,12561,12562,76],{},[43,12563,12564],{},"亮点",[62,12566,12567,12570,12573,12576],{},[65,12568,12569],{},"Context Engine 真有用：让它『改 user service 加字段，同时更新所有调用方』，agent 自己跨 5 个仓库找到 17 处引用并改",[65,12571,12572],{},"Next Edit 预测准确率 ~60%：写完一行，它能猜到下一步要在另一个文件改什么",[65,12574,12575],{},"Auggie CLI 配合 Slack 用很顺——丢个任务、等 PR",[65,12577,12578],{},"SOC 2 Type II 合规对企业采购友好",[30,12580,12581,76],{},[43,12582,12583],{},"踩坑",[62,12585,12586,12589,12592,12595,12598],{},[65,12587,12588],{},"索引初始化慢：80 万行项目首次扫了约 40 分钟",[65,12590,12591],{},"credit 烧得快：用 Opus 跑复杂任务，单天烧掉 $30+ credits 不稀奇",[65,12593,12594],{},"中文几乎不支持：UI 英文，prompt 中文回英文 + 偶尔识别错关键词",[65,12596,12597],{},"国内访问偶发抖动（CDN 美国）",[65,12599,12600],{},"小项目用不出 Context Engine 优势——和 Cursor 没差别但贵 3 倍",[25,12602,3639],{"id":3639},[929,12604,12605,12608,12611,12614,12617,12620],{},[65,12606,12607],{},"augmentcode.com 注册（GitHub OAuth），Indie 起付 $20",[65,12609,12610],{},"VS Code \u002F JetBrains 装 Augment 扩展，登录账号",[65,12612,12613],{},"选要 onboard 的 repo（个人 1 个、Standard 起 unlimited）",[65,12615,12616],{},"等首次索引（10 分钟–1 小时取决于规模）",[65,12618,12619],{},"Chat 模式让它 explore 仓库；Agent 模式让它做改动",[65,12621,12622,12623,12626],{},"进阶：装 Auggie CLI（",[34,12624,12625],{},"npm i -g @augmentcode\u002Fauggie","），terminal 里用",[25,12628,12629],{"id":12629},"对比一览",[613,12631,12632,12648],{},[616,12633,12634],{},[619,12635,12636,12638,12641,12643,12646],{},[622,12637,624],{},[622,12639,12640],{},"Augment",[622,12642,4920],{},[622,12644,12645],{},"Copilot Enterprise",[622,12647,5643],{},[637,12649,12650,12667,12684,12697,12713],{},[619,12651,12652,12655,12658,12661,12664],{},[642,12653,12654],{},"Context 覆盖",[642,12656,12657],{},"整个 monorepo + 跨仓",[642,12659,12660],{},"单仓库 + 文件 @",[642,12662,12663],{},"单仓库 + indexing",[642,12665,12666],{},"单仓 + 上下文",[619,12668,12669,12672,12675,12678,12681],{},[642,12670,12671],{},"起步价（团队）",[642,12673,12674],{},"$60\u002F席",[642,12676,12677],{},"$40\u002F席（Business）",[642,12679,12680],{},"$39\u002F席",[642,12682,12683],{},"$20\u002F账号",[619,12685,12686,12689,12691,12693,12695],{},[642,12687,12688],{},"Async cloud agent",[642,12690,713],{},[642,12692,716],{},[642,12694,688],{},[642,12696,688],{},[619,12698,12699,12702,12705,12708,12711],{},[642,12700,12701],{},"合规",[642,12703,12704],{},"SOC 2 II ✅",[642,12706,12707],{},"SOC 2 ✅",[642,12709,12710],{},"SOC 2 + GDPR ✅",[642,12712,12707],{},[619,12714,12715,12718,12721,12724,12726],{},[642,12716,12717],{},"中文",[642,12719,12720],{},"2\u002F5",[642,12722,12723],{},"3\u002F5",[642,12725,12723],{},[642,12727,12723],{},[25,12729,801],{"id":801},[62,12731,12732,12738,12744,12750,12756],{},[65,12733,12734,12737],{},[43,12735,12736],{},"小团队 \u002F 小项目 ≠ 价值场景","：\u003C 10 万行的项目，Cursor 完全够用，Augment 多花的钱买不到差异",[65,12739,12740,12743],{},[43,12741,12742],{},"credit 上限要设","：仪表盘里给每个 dev 设月度 cap，避免 Opus 任务 runaway 烧光团队 pool",[65,12745,12746,12749],{},[43,12747,12748],{},"不要把所有仓库都 onboard","：每个仓库的索引都吃 credits \u002F 存储，挑核心 1–3 个仓库即可",[65,12751,12752,12755],{},[43,12753,12754],{},"国内团队三思","：网络 + 中文支持差 + 价格高，国内大型项目可优先评估 通义灵码 \u002F CodeFuse 这类本土方案",[65,12757,12758,12761],{},[43,12759,12760],{},"PR 必须人工 review","：尤其是 Async Agent 在 Cosmos 沙箱里改的代码，可能引入 hardcoded value",[25,12763,872],{"id":871},[62,12765,12766,12769,12772,12775,12778,12781],{},[65,12767,12768],{},"✅ 海外大型工程团队、monorepo > 30 万行",[65,12770,12771],{},"✅ 合规严（金融 \u002F 医疗），需要 SOC 2 + 审计",[65,12773,12774],{},"✅ 多仓库强引用，希望 agent 跨仓改代码",[65,12776,12777],{},"❌ 个人开发者 \u002F 创业初期小项目",[65,12779,12780],{},"❌ 主语言为中文的国内团队",[65,12782,12783],{},"❌ 预算敏感（同样钱够 3 个 Cursor 席位）",[25,12785,906],{"id":906},[62,12787,12788,12793,12797,12801],{},[65,12789,12790],{},[912,12791,12792],{"href":12385},"GitHub Copilot 评测",[65,12794,12795],{},[912,12796,3204],{"href":2559},[65,12798,12799],{},[912,12800,5897],{"href":5258},[65,12802,12803],{},[912,12804,12806],{"href":12805},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[25,12808,927],{"id":927},[929,12810,12811,12818,12825],{},[65,12812,12813,12814],{},"AgentDeals — Augment Code Pricing 2026（2026-06-06）",[912,12815,12816],{"href":12816,"rel":12817},"https:\u002F\u002Fagentdeals.dev\u002Fvendor\u002Faugment-code",[938],[65,12819,12820,12821],{},"CheckThat.ai — Augment Code Pricing & TCO（2026-03-30）",[912,12822,12823],{"href":12823,"rel":12824},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Faugment-code\u002Fpricing",[938],[65,12826,12827,12828],{},"UsagePricing — Augment Code Blueprint（2026-06-02）",[912,12829,12830],{"href":12830,"rel":12831},"https:\u002F\u002Fwww.usagepricing.com\u002Fblueprint\u002Faugment-code",[938],{"title":263,"searchDepth":308,"depth":308,"links":12833},[12834,12835,12836,12837,12838,12839,12840,12841,12842,12843],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":12439,"depth":277,"text":12440},{"id":12558,"depth":277,"text":12559},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Faugment.webp","Augment Code 真实评测：主打『Context Engine』全仓索引的 AI 编程平台。2026 改成 credit-based：Indie $20 \u002F Standard $60 \u002F Max $200 \u002F Enterprise 定制，含 IDE Agent + Auggie CLI + 异步 Cloud Agent。",[12847,12850,12852,12855],{"q":12848,"a":12849},"Context Engine 到底有什么不一样？","一般 IDE AI 工具的『codebase 检索』是 embedding + 几十 K 上下文塞 prompt；Augment 的 Context Engine 是把整个 monorepo 索引到自家向量 + AST 图谱，agent 调用时按需取相关代码，覆盖跨仓库引用、调用链、历史 commit。在 100w+ 行项目上，差距会非常明显。",{"q":7777,"a":12851},"credits 按模型 + 任务规模分级：Claude Sonnet 4.6 一次中等任务约 293 credits、Opus 4.7 约 488、Haiku 4.5 约 88。Indie 40k credits 约能跑 100 次中等任务；Standard 130k\u002F席 团队池化。",{"q":12853,"a":12854},"Auggie CLI 是什么？","Augment 的命令行 agent，类似 Claude Code \u002F Codex CLI，但默认带 Context Engine——可以在 terminal 里直接『改这个 feature』，agent 自动跨仓库找上下文。",{"q":12856,"a":12857},"和 Cursor \u002F Copilot 比？","小项目 Cursor 已经够好且更便宜（$20 vs $60\u002F席）；大型 monorepo（>30 万行）、跨多仓库引用频繁的团队，Augment 的 Context Engine 优势能展现出来。Copilot Enterprise 价位接近但 context 能力差一档。",[1002],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Faugment","coding",[12863,12864,12865],"vscode","jetbrains","cli",[12867,12869,12872,12875],{"plan":12469,"price":5013,"seats":12477,"credits":12474,"notes":12868},"解决方案给个人开发者，每月 40K credits 池",{"plan":12486,"price":12489,"seats":12495,"credits":12870,"notes":12871},"130k\u002F席","团队池化、共享 agent、SOC 2",{"plan":4723,"price":12507,"seats":12495,"credits":12873,"notes":12874},"450k\u002F席","重度任务、async cloud agent 优先",{"plan":4703,"price":4584,"seats":12526,"credits":4584,"notes":12876},"SSO\u002FSAML、审计、专属 CSM、私有部署","Indie $20·月 \u002F Standard $60·席·月 \u002F Max $200·席·月 \u002F Enterprise",[12879,12882],{"name":12880,"url":12881},"大型重构 + AI Agent 实战","\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent",{"name":12883,"url":12884},"Context Engineering Wiki","\u002Fwiki\u002Fcontext-engineering",{"power":321,"ux":314,"price":277,"cn_support":277,"stability":314},{"title":12381,"description":12845},"coding\u002Fagent\u002Faugment",[12889,12891,12893],{"name":12890,"url":12816,"accessed":1029},"AgentDeals — Augment Code Pricing 2026",{"name":12892,"url":12823,"accessed":1029},"CheckThat.ai — Augment Code Pricing & TCO",{"name":12894,"url":12830,"accessed":1029},"UsagePricing — Augment Code","tools\u002Fcoding\u002Fagent\u002Faugment","Context Engine 为核心：面向大型生产代码库的 AI 工程师 + Auggie CLI",[12898,12899,12900,1005,12865,12901],"enterprise","context-engine","monorepo","soc2","为『百万行 monorepo』而生的 AI 编程平台——Context Engine 真能覆盖整个仓库。小项目用不出价值，大型工程团队（>20 dev）值这个钱。","https:\u002F\u002Fwww.augmentcode.com","QX_BWd-MLliith3R7ITOcY8BWC8QDzfIRpjMKuvX8Hg",{"id":12906,"title":12907,"alternatives":12908,"api_compatible":20,"body":12916,"category":1005,"chinese_friendly":314,"cover":13443,"description":13444,"domestic":986,"extension":987,"faq":13445,"free":986,"github":13458,"languages":13459,"meta":13460,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":13461,"pillar":12861,"platforms":13462,"priceTable":13463,"pricing":13477,"published":4588,"relatedPlaybooks":13478,"relatedReviews":20,"score":13485,"self_host":317,"seo":13486,"slug":13487,"sources":13488,"stem":13495,"suitable":20,"tagline":13496,"tags":13497,"updated":1029,"verdict":13500,"website":13501,"__hash__":13502},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue.md","Continue.dev",[12909,12910,12912,12913],{"name":2558,"url":2559},{"name":12911,"url":12805},"cline",{"name":5260,"url":5261},{"name":12914,"url":12915},"roo-code","\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code",{"type":22,"value":12917,"toc":13431},[12918,12920,12923,12934,12936,12939,12972,12979,12983,13044,13047,13050,13055,13076,13080,13097,13099,13218,13220,13328,13330,13364,13366,13383,13385,13404,13406,13429],[25,12919,28],{"id":27},[30,12921,12922],{},"Continue 是开源（Apache 2.0）的 VS Code \u002F JetBrains AI 编程扩展，定位是「开源版 Cursor」——四模式（Autocomplete \u002F Edit \u002F Chat \u002F Agent），任意 LLM BYOK，可本地、可自托管、可走 Hub 云服务。",[30,12924,12925,12926,12929,12930,12933],{},"2026 年的剧情转折：",[43,12927,12928],{},"2026 年初被 Cursor 收购","，官网公告里 Continue 团队加入 Cursor。好消息是 GitHub 开源仓库（32k+ stars）继续维护，扩展继续可用；坏消息是商业 Hub 服务由 Cursor 接管，长期产品方向不确定。",[43,12931,12932],{},"短期内开源版仍是 BYOK \u002F 自托管的最佳选择","。",[25,12935,12406],{"id":12406},[30,12937,12938],{},"Continue 不抢 Cursor 的 IDE fork 路线，而是做「装在原版 VS Code \u002F JetBrains 里的扩展」。安装后获得：",[62,12940,12941,12947,12953,12966],{},[65,12942,12943,12946],{},[43,12944,12945],{},"Autocomplete","：行内 ghost text 补全（轻量模型如 DeepSeek Coder、Qwen Coder）",[65,12948,12949,12952],{},[43,12950,12951],{},"Edit","：选中代码 → 自然语言指令 → 替换",[65,12954,12955,12958,12959,88,12962,12965],{},[43,12956,12957],{},"Chat","：侧边栏对话，带 ",[34,12960,12961],{},"@file",[34,12963,12964],{},"@codebase"," 上下文",[65,12967,12968,12971],{},[43,12969,12970],{},"Agent","：通过 MCP 连外部工具，能跑命令 \u002F 读 DB \u002F 调 API",[30,12973,12974,12975,12978],{},"最大卖点是",[43,12976,12977],{},"完全开放","：模型\u002FProvider\u002FEmbedding\u002FReranker 都能换。VS Code Marketplace 装机量 2.5M+，GitHub 32k+ stars，活跃社区。",[25,12980,12982],{"id":12981},"价格2026-年-6-月","价格（2026 年 6 月）",[613,12984,12985,12997],{},[616,12986,12987],{},[619,12988,12989,12992,12995],{},[622,12990,12991],{},"路径",[622,12993,12994],{},"成本",[622,12996,786],{},[637,12998,12999,13012,13023,13034],{},[619,13000,13001,13006,13009],{},[642,13002,13003],{},[43,13004,13005],{},"OSS + BYOK 自托管",[642,13007,13008],{},"$0 + LLM API 自付",[642,13010,13011],{},"个人、隐私敏感、合规场景",[619,13013,13014,13017,13020],{},[642,13015,13016],{},"Hub Starter",[642,13018,13019],{},"$3 \u002F M tokens（PAYG）",[642,13021,13022],{},"不想自己管 key 的轻度用户",[619,13024,13025,13028,13031],{},[642,13026,13027],{},"Hub Team",[642,13029,13030],{},"$20\u002F席\u002F月（含 $10 credits）",[642,13032,13033],{},"小团队、需私有 agent",[619,13035,13036,13039,13041],{},[642,13037,13038],{},"Hub Company",[642,13040,4584],{},[642,13042,13043],{},"企业、BYOK + SSO",[30,13045,13046],{},"实际单月成本估算（重度个人用户走 BYOK + DeepSeek V3）：API 费约 $5–$15\u002F月，比 Cursor Pro $20 便宜，但需要自己充值 + 配 endpoint。",[25,13048,13049],{"id":13049},"实测",[30,13051,13052,76],{},[43,13053,13054],{},"好的地方",[62,13056,13057,13060,13063,13066,13073],{},[65,13058,13059],{},"BYOK 灵活：白天用 Claude 3.5 干活、晚上切 DeepSeek 省钱、Sensitive 项目走 Ollama 本地",[65,13061,13062],{},"VS Code \u002F JetBrains 原生扩展，不用换 IDE",[65,13064,13065],{},"MCP agent 模式可定制——接自家内部 API 当 tool",[65,13067,13068,13069,13072],{},"配置走 ",[34,13070,13071],{},"config.json","，纯文本 + 可 git 管理 \u002F 团队共享",[65,13074,13075],{},"国内可直连 DeepSeek \u002F 通义 \u002F Kimi \u002F GLM endpoint，无墙",[30,13077,13078,76],{},[43,13079,12583],{},[62,13081,13082,13085,13088,13091,13094],{},[65,13083,13084],{},"默认配置门槛：BYOK 第一次配 5+ 个字段（model \u002F provider \u002F api_base \u002F context length）",[65,13086,13087],{},"Autocomplete 延迟比 Cursor 高（取决于你选的模型 \u002F endpoint 距离）",[65,13089,13090],{},"被 Cursor 收购后，新功能节奏明显放缓",[65,13092,13093],{},"Agent 模式（MCP）配置文档零散，需要踩坑",[65,13095,13096],{},"嵌入式 Web preview \u002F 内置 diff UI 不如 Cursor 精致",[25,13098,3639],{"id":3639},[929,13100,13101,13104,13195,13202,13215],{},[65,13102,13103],{},"VS Code → 装 \"Continue\" 扩展（或 JetBrains plugin）",[65,13105,13106,13107,13110,13111],{},"编辑 ",[34,13108,13109],{},"~\u002F.continue\u002Fconfig.json"," 配 model：\n",[258,13112,13114],{"className":4823,"code":13113,"language":4825,"meta":263,"style":263},"{\n  \"models\": [{\n    \"title\": \"DeepSeek V3\",\n    \"provider\": \"openai\",\n    \"model\": \"deepseek-chat\",\n    \"apiBase\": \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n    \"apiKey\": \"sk-xxx\"\n  }]\n}\n",[34,13115,13116,13120,13128,13140,13152,13164,13176,13186,13191],{"__ignoreMap":263},[267,13117,13118],{"class":269,"line":270},[267,13119,558],{"class":298},[267,13121,13122,13125],{"class":269,"line":277},[267,13123,13124],{"class":288},"  \"models\"",[267,13126,13127],{"class":298},": [{\n",[267,13129,13130,13133,13135,13138],{"class":269,"line":308},[267,13131,13132],{"class":288},"    \"title\"",[267,13134,4853],{"class":298},[267,13136,13137],{"class":284},"\"DeepSeek V3\"",[267,13139,4859],{"class":298},[267,13141,13142,13145,13147,13150],{"class":269,"line":314},[267,13143,13144],{"class":288},"    \"provider\"",[267,13146,4853],{"class":298},[267,13148,13149],{"class":284},"\"openai\"",[267,13151,4859],{"class":298},[267,13153,13154,13157,13159,13162],{"class":269,"line":321},[267,13155,13156],{"class":288},"    \"model\"",[267,13158,4853],{"class":298},[267,13160,13161],{"class":284},"\"deepseek-chat\"",[267,13163,4859],{"class":298},[267,13165,13166,13169,13171,13174],{"class":269,"line":327},[267,13167,13168],{"class":288},"    \"apiBase\"",[267,13170,4853],{"class":298},[267,13172,13173],{"class":284},"\"https:\u002F\u002Fapi.deepseek.com\u002Fv1\"",[267,13175,4859],{"class":298},[267,13177,13178,13181,13183],{"class":269,"line":5},[267,13179,13180],{"class":288},"    \"apiKey\"",[267,13182,4853],{"class":298},[267,13184,13185],{"class":284},"\"sk-xxx\"\n",[267,13187,13188],{"class":269,"line":338},[267,13189,13190],{"class":298},"  }]\n",[267,13192,13193],{"class":269,"line":347},[267,13194,601],{"class":298},[65,13196,13197,13198,13201],{},"配 ",[34,13199,13200],{},"tabAutocompleteModel","（推荐 DeepSeek Coder 或 Qwen Coder）",[65,13203,13204,13207,13208,13211,13212,13214],{},[34,13205,13206],{},"Ctrl+I"," Edit、",[34,13209,13210],{},"Ctrl+L"," Chat、",[34,13213,12964],{}," 全库检索",[65,13216,13217],{},"进阶：装 MCP server（filesystem、postgres、github）让 Agent 用",[25,13219,12629],{"id":12629},[613,13221,13222,13238],{},[616,13223,13224],{},[619,13225,13226,13228,13231,13233,13236],{},[622,13227,624],{},[622,13229,13230],{},"Continue",[622,13232,4920],{},[622,13234,13235],{},"Cline",[622,13237,5646],{},[637,13239,13240,13256,13269,13283,13300,13314],{},[619,13241,13242,13244,13247,13250,13253],{},[642,13243,6380],{},[642,13245,13246],{},"VS Code\u002FJB 扩展",[642,13248,13249],{},"IDE fork",[642,13251,13252],{},"VS Code 扩展",[642,13254,13255],{},"CLI",[619,13257,13258,13260,13263,13265,13267],{},[642,13259,4308],{},[642,13261,13262],{},"Apache 2.0 ✅",[642,13264,688],{},[642,13266,13262],{},[642,13268,713],{},[619,13270,13271,13274,13277,13279,13281],{},[642,13272,13273],{},"BYOK",[642,13275,13276],{},"任意模型",[642,13278,716],{},[642,13280,13276],{},[642,13282,13276],{},[619,13284,13285,13288,13291,13294,13297],{},[642,13286,13287],{},"主要模式",[642,13289,13290],{},"Autocomplete + Chat + Agent",[642,13292,13293],{},"全套",[642,13295,13296],{},"Agent 为主",[642,13298,13299],{},"CLI Edit",[619,13301,13302,13305,13307,13310,13312],{},[642,13303,13304],{},"月成本",[642,13306,6505],{},[642,13308,13309],{},"$20+",[642,13311,6505],{},[642,13313,6505],{},[619,13315,13316,13319,13322,13324,13326],{},[642,13317,13318],{},"中文友好",[642,13320,13321],{},"4\u002F5",[642,13323,12723],{},[642,13325,13321],{},[642,13327,12723],{},[25,13329,801],{"id":801},[62,13331,13332,13338,13344,13352,13358],{},[65,13333,13334,13337],{},[43,13335,13336],{},"被收购焦虑","：Hub 服务可能停 \u002F 变价，BYOK + 本地配置可移植性最好，重要项目都走自配",[65,13339,13340,13343],{},[43,13341,13342],{},"Autocomplete 模型不要贪大","：用 70B+ 模型会卡得没法用，专门的代码补全小模型（DeepSeek Coder 6.7B \u002F Qwen Coder 7B）才合理",[65,13345,13346,13351],{},[43,13347,13348,13350],{},[34,13349,12964],{}," 要先建索引","：大仓库第一次跑可能要数分钟做 embedding，配好后增量更新",[65,13353,13354,13357],{},[43,13355,13356],{},"MCP server 慎装","：第三方 MCP 等于给 LLM 一把 shell 钥匙，先看代码再启用",[65,13359,13360,13363],{},[43,13361,13362],{},"config.json 入版本控制","：团队统一配置避免「我电脑能用你电脑不能用」",[25,13365,872],{"id":871},[62,13367,13368,13371,13374,13377,13380],{},[65,13369,13370],{},"✅ 想要 Cursor 体验但坚持开源 \u002F BYOK 的开发者",[65,13372,13373],{},"✅ 合规 \u002F 隐私敏感场景（本地 Ollama 推理）",[65,13375,13376],{},"✅ 国内开发者（直连 DeepSeek \u002F 通义不被墙）",[65,13378,13379],{},"❌ 嫌配置麻烦、想开箱即用 → 选 Cursor",[65,13381,13382],{},"❌ 需要完整 IDE 体验（多窗口、文件树、Composer 全套）→ 选 Cursor",[25,13384,906],{"id":906},[62,13386,13387,13391,13395,13399],{},[65,13388,13389],{},[912,13390,3204],{"href":2559},[65,13392,13393],{},[912,13394,12806],{"href":12805},[65,13396,13397],{},[912,13398,5902],{"href":5261},[65,13400,13401],{},[912,13402,13403],{"href":12915},"Roo Code 评测",[25,13405,927],{"id":927},[929,13407,13408,13415,13422],{},[65,13409,13410,13411],{},"Continue.dev 官方 pricing 页（含 Cursor 收购公告）",[912,13412,13413],{"href":13413,"rel":13414},"https:\u002F\u002Fwww.continue.dev\u002Fpricing",[938],[65,13416,13417,13418],{},"Milestone — Continue.dev features & pricing（2026-04-21）",[912,13419,13420],{"href":13420,"rel":13421},"https:\u002F\u002Fmstone.ai\u002Ftools-wizard\u002Fcontinue-dev-features-pricing",[938],[65,13423,13424,13425],{},"AIProductivity — Continue Pricing 2026 ",[912,13426,13427],{"href":13427,"rel":13428},"https:\u002F\u002Faiproductivity.ai\u002Fpricing\u002Fcontinue\u002F",[938],[968,13430,5173],{},{"title":263,"searchDepth":308,"depth":308,"links":13432},[13433,13434,13435,13436,13437,13438,13439,13440,13441,13442],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":12981,"depth":277,"text":12982},{"id":13049,"depth":277,"text":13049},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcontinue.webp","Continue.dev 真实评测：VS Code \u002F JetBrains 开源 AI 助手，支持 Autocomplete \u002F Edit \u002F Chat \u002F Agent 四模式，Apache 2.0，BYOK 接任意模型。2026 年初被 Cursor 收购，开源仓库继续维护。",[13446,13449,13452,13455],{"q":13447,"a":13448},"Continue 被 Cursor 收购后还能用吗？","能。开源仓库（Apache 2.0）继续在 GitHub 维护，VS Code \u002F JetBrains 扩展可正常装。Hub 订阅和云端服务由 Cursor 接管，但 BYOK + 本地 \u002F 自托管模式不受影响。",{"q":13450,"a":13451},"和 Cursor 区别？","Cursor 是闭源 IDE fork，体验更精致但锁定；Continue 是开源扩展，装在原版 VS Code \u002F JetBrains，可换任意模型（OpenAI\u002FAnthropic\u002FGemini\u002FOllama\u002F本地）。被收购后两者会逐渐互补——Continue 走开源扩展路线，Cursor 走 IDE 路线。",{"q":13453,"a":13454},"支持哪些模型？","OpenAI、Anthropic、Gemini、xAI、AWS Bedrock、Azure、Ollama（本地）、LM Studio、任何 OpenAI 兼容 endpoint。国内可直连 DeepSeek、通义、Kimi、GLM。",{"q":13456,"a":13457},"Agent 模式能干什么？","通过 MCP（Model Context Protocol）连接外部工具——读文件、跑命令、查数据库、调 API。和 Claude Code 的 tool use 一个思路，但你能自己接 MCP server。","https:\u002F\u002Fgithub.com\u002Fcontinuedev\u002Fcontinue",[3280,1002],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue",[12863,12864,12865],[13464,13468,13471,13475],{"plan":13465,"price":773,"seats":13466,"notes":13467},"OSS 自托管","—","BYOK，自付 LLM API 费，Apache 2.0",{"plan":13016,"price":13469,"seats":12477,"notes":13470},"$3\u002FM tokens","PAYG，托管模型 + 共享 agent",{"plan":13027,"price":13472,"seats":13473,"notes":13474},"$20\u002F席\u002F月","≥2","$10 credits\u002F席、SSO、私有 agent",{"plan":13038,"price":4584,"seats":13466,"notes":13476},"BYOK、SAML、enterprise 支持","开源免费 BYOK \u002F Hub Starter $3·M tokens \u002F Team $20·席·月 \u002F Company 定制",[13479,13482],{"name":13480,"url":13481},"Cursor MCP 数据库集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-database",{"name":13483,"url":13484},"MCP 协议入门 Wiki","\u002Fwiki\u002Fmcp",{"power":314,"ux":314,"price":321,"cn_support":314,"stability":314},{"title":12907,"description":13444},"coding\u002Fagent\u002Fcontinue",[13489,13491,13493],{"name":13490,"url":13413,"accessed":1029},"Continue.dev 官方 pricing 页（收购公告）",{"name":13492,"url":13420,"accessed":1029},"Milestone — Continue.dev features & pricing",{"name":13494,"url":13427,"accessed":1029},"AIProductivity — Continue Pricing 2026","tools\u002Fcoding\u002Fagent\u002Fcontinue","开源 AI 编程扩展，Apache 2.0 + 多模型 BYOK；2026 已被 Cursor 收购",[1044,13498,12863,12864,1005,13499],"byok","extension","想要 Cursor 体验但不被锁定的开发者首选——Apache 2.0 + 任意模型 + 自托管。被 Cursor 收购后，开源仓库还在，社区版长期可用。","https:\u002F\u002Fwww.continue.dev","p0EKNU0ZiqVYUuPhE6TfcxmhgKGc_gv89PviAWVJXWw",{"id":13504,"title":13505,"alternatives":13506,"api_compatible":20,"body":13513,"category":1005,"chinese_friendly":277,"cover":13968,"description":13969,"domestic":986,"extension":987,"faq":13970,"free":986,"github":20,"languages":13983,"meta":13984,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":13985,"pillar":12861,"platforms":13986,"priceTable":13987,"pricing":13998,"published":4588,"relatedPlaybooks":13999,"relatedReviews":20,"score":14006,"self_host":986,"seo":14007,"slug":14008,"sources":14009,"stem":14018,"suitable":20,"tagline":14019,"tags":14020,"updated":1029,"verdict":14024,"website":14025,"__hash__":14026},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md","Devin",[13507,13510,13512],{"name":13508,"url":13509},"openhands","\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands",{"name":3961,"url":13511},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus",{"name":5257,"url":5258},{"type":22,"value":13514,"toc":13956},[13515,13517,13520,13523,13525,13528,13552,13555,13559,13564,13633,13638,13689,13692,13694,13698,13712,13716,13733,13735,13752,13754,13852,13854,13885,13887,13904,13906,13924,13926],[25,13516,28],{"id":27},[30,13518,13519],{},"Devin 是 Cognition Labs 推出的「自主 AI 软件工程师」。2024-03 首发时 $500\u002F月 + 引爆全网，2025-04 Devin 2.0 把入门价砍到 $20\u002F月（按 ACU 计费），2026 年又通过收购 Windsurf 扩张到桌面端。它的核心定位不是 copilot，而是「异步 agent」——把任务扔进去，它在云沙箱里独立 plan → code → test → PR，你第二天来看结果。",[30,13521,13522],{},"适合：有明确边界的工程任务（重构、bug fix、新 feature），不需要全程盯着的团队。不适合：交互式探索、紧急 hotfix、中文项目、超预算敏感的个人。",[25,13524,12406],{"id":12406},[30,13526,13527],{},"Devin 不在你电脑上跑——它有自己的云端 IDE + shell + 浏览器，等于一台 7×24 在线的远程开发机。给它一个 issue（GitHub \u002F Linear \u002F Slack 都行），它会：",[929,13529,13530,13537,13543,13546,13549],{},[65,13531,13532,13533,13536],{},"进 sandbox、",[34,13534,13535],{},"git clone"," 仓库、看 README、构建 Devin Wiki",[65,13538,13539,13542],{},[43,13540,13541],{},"Interactive Planning","：跟你确认实现方案",[65,13544,13545],{},"写代码、跑测试、调浏览器看结果",[65,13547,13548],{},"失败自己排查、改、再试（带 citations 引用代码行）",[65,13550,13551],{},"提 PR、回 Slack「搞定」",[30,13553,13554],{},"主打 Cloud + Async + 多并发：Core 最多 10 个 Devin 同时跑不同任务，Team 起无限并发。",[25,13556,13558],{"id":13557},"价格2026-06-综合官方-第三方追踪","价格（2026-06 综合官方 + 第三方追踪）",[30,13560,13561],{},[43,13562,13563],{},"Cloud Devin（按 ACU 计费）",[613,13565,13566,13584],{},[616,13567,13568],{},[619,13569,13570,13572,13575,13578,13581],{},[622,13571,12449],{},[622,13573,13574],{},"月费",[622,13576,13577],{},"ACU 价",[622,13579,13580],{},"并发",[622,13582,13583],{},"关键能力",[637,13585,13586,13605,13620],{},[619,13587,13588,13593,13596,13599,13602],{},[642,13589,13590],{},[43,13591,13592],{},"Core",[642,13594,13595],{},"$20 起步（PAYG）",[642,13597,13598],{},"$2.25\u002FACU",[642,13600,13601],{},"10",[642,13603,13604],{},"Devin IDE、Ask Devin、Wiki",[619,13606,13607,13609,13612,13615,13617],{},[642,13608,1180],{},[642,13610,13611],{},"$500 含 250 ACU",[642,13613,13614],{},"$2\u002FACU（含内）",[642,13616,12526],{},[642,13618,13619],{},"API、专属 Slack 频道、early access",[619,13621,13622,13624,13626,13628,13630],{},[642,13623,4703],{},[642,13625,4584],{},[642,13627,4584],{},[642,13629,12526],{},[642,13631,13632],{},"VPC、SSO、Custom Devins",[30,13634,13635],{},[43,13636,13637],{},"Devin Desktop（2026-06 Windsurf 改名后）",[613,13639,13640,13650],{},[616,13641,13642],{},[619,13643,13644,13646,13648],{},[622,13645,12449],{},[622,13647,158],{},[622,13649,12460],{},[637,13651,13652,13661,13669,13678],{},[619,13653,13654,13656,13658],{},[642,13655,779],{},[642,13657,773],{},[642,13659,13660],{},"轻量配额",[619,13662,13663,13665,13667],{},[642,13664,1174],{},[642,13666,5013],{},[642,13668,1773],{},[619,13670,13671,13673,13675],{},[642,13672,4723],{},[642,13674,5217],{},[642,13676,13677],{},"重度用户",[619,13679,13680,13683,13686],{},[642,13681,13682],{},"Teams",[642,13684,13685],{},"$80\u002F月 + $40\u002F席",[642,13687,13688],{},"团队",[30,13690,13691],{},"ACU 经济账：1 ACU = 15 分钟 Devin 主动工作。一个中等任务（小 feature\u002F简单 bug）约消耗 0.5–1.5 ACU ≈ $1.13–$3.38。一个复杂 task（跨文件重构 + 测试）2–4 ACU ≈ $5–$10。",[25,13693,13049],{"id":13049},[30,13695,13696,76],{},[43,13697,13054],{},[62,13699,13700,13703,13706,13709],{},[65,13701,13702],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[65,13704,13705],{},"Devin Wiki 自动生成的代码库地图很有用",[65,13707,13708],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[65,13710,13711],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[30,13713,13714,76],{},[43,13715,12583],{},[62,13717,13718,13721,13724,13727,13730],{},[65,13719,13720],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[65,13722,13723],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[65,13725,13726],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[65,13728,13729],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[65,13731,13732],{},"Free trial 没有，最低要先付 $20 才能试",[25,13734,3639],{"id":3639},[929,13736,13737,13740,13743,13746,13749],{},[65,13738,13739],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[65,13741,13742],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[65,13744,13745],{},"给一个 issue + 验收标准（越具体越省 ACU）",[65,13747,13748],{},"Interactive Planning：审一遍方案",[65,13750,13751],{},"Devin 自动跑、PR 自动开、等 review",[25,13753,12629],{"id":12629},[613,13755,13756,13772],{},[616,13757,13758],{},[619,13759,13760,13762,13764,13767,13770],{},[622,13761,624],{},[622,13763,13505],{},[622,13765,13766],{},"OpenHands",[622,13768,13769],{},"Manus",[622,13771,5643],{},[637,13773,13774,13791,13808,13823,13837],{},[619,13775,13776,13779,13782,13785,13788],{},[642,13777,13778],{},"模式",[642,13780,13781],{},"异步 Cloud Agent",[642,13783,13784],{},"自托管 \u002F Cloud",[642,13786,13787],{},"异步 Cloud",[642,13789,13790],{},"同步 CLI",[619,13792,13793,13796,13799,13802,13805],{},[642,13794,13795],{},"起步价",[642,13797,13798],{},"$20 + ACU",[642,13800,13801],{},"免费（开源）",[642,13803,13804],{},"$39\u002F月",[642,13806,13807],{},"Pro $20\u002F月",[619,13809,13810,13812,13815,13818,13821],{},[642,13811,13580],{},[642,13813,13814],{},"10–∞",[642,13816,13817],{},"自托管无限",[642,13819,13820],{},"5+",[642,13822,12477],{},[619,13824,13825,13827,13829,13832,13835],{},[642,13826,12717],{},[642,13828,4334],{},[642,13830,13831],{},"强（社区维护）",[642,13833,13834],{},"强（国产）",[642,13836,2193],{},[619,13838,13839,13841,13844,13847,13849],{},[642,13840,1499],{},[642,13842,13843],{},"内置云端",[642,13845,13846],{},"Docker \u002F Cloud",[642,13848,13843],{},[642,13850,13851],{},"本地",[25,13853,801],{"id":801},[62,13855,13856,13862,13868,13874,13880],{},[65,13857,13858,13861],{},[43,13859,13860],{},"不要不写验收标准就丢任务","：Devin 会尽职跑，但跑到哪里算「完成」很主观，写明「跑通这个测试」「PR 必须含 changelog」",[65,13863,13864,13867],{},[43,13865,13866],{},"新项目 \u002F 老项目都要先 Wiki","：让它先生成 Devin Wiki，后续任务上下文准很多",[65,13869,13870,13873],{},[43,13871,13872],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[65,13875,13876,13879],{},[43,13877,13878],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[65,13881,13882,13884],{},[43,13883,12754],{},"：网络、定价、语言成本叠加后，单位产出 ROI 不一定胜过 Cursor + Claude",[25,13886,872],{"id":871},[62,13888,13889,13892,13895,13898,13901],{},[65,13890,13891],{},"✅ 海外团队、英文项目、批量化的中小 task",[65,13893,13894],{},"✅ 想做「夜跑 agent」流水线的工程团队",[65,13896,13897],{},"❌ 中文项目、国内个人开发者",[65,13899,13900],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[65,13902,13903],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[25,13905,906],{"id":906},[62,13907,13908,13914,13919],{},[65,13909,13910,13913],{},[912,13911,13912],{"href":13509},"OpenHands 评测","（Devin 的开源平替）",[65,13915,13916,13918],{},[912,13917,4505],{"href":13511},"（国产 cloud agent）",[65,13920,13921,13923],{},[912,13922,5897],{"href":5258},"（同步替代方案）",[25,13925,927],{"id":927},[929,13927,13928,13935,13942,13949],{},[65,13929,13930,13931],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[912,13932,13933],{"href":13933,"rel":13934},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[938],[65,13936,13937,13938],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[912,13939,13940],{"href":13940,"rel":13941},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[938],[65,13943,13944,13945],{},"eesel — Cognition AI Pricing Explained ",[912,13946,13947],{"href":13947,"rel":13948},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[938],[65,13950,13951,13952],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[912,13953,13954],{"href":13954,"rel":13955},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[938],{"title":263,"searchDepth":308,"depth":308,"links":13957},[13958,13959,13960,13961,13962,13963,13964,13965,13966,13967],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":13557,"depth":277,"text":13558},{"id":13049,"depth":277,"text":13049},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fdevin.webp","Devin 真实评测：Cognition Labs 的自主编程 Agent。Core $20\u002F月 + $2.25\u002FACU（1 ACU ≈ 15 分钟），Team $500\u002F月含 250 ACUs。2026 收购 Windsurf 后产品线扩张到 Desktop Free\u002FPro\u002FMax。",[13971,13974,13977,13980],{"q":13972,"a":13973},"1 ACU 等于多少？","1 ACU ≈ Devin 主动工作 15 分钟。Core 单价 $2.25\u002FACU，Team 单价 $2\u002FACU。换算下来 Devin 主动小时成本约 $8–$9，确实接近 Upwork 入门级海外开发者，但能 7×24 工作。",{"q":13975,"a":13976},"Devin 和 Cursor \u002F Claude Code 区别？","Cursor \u002F Claude Code 是『陪你写』的 copilot，Devin 是『代你写』的 async agent——你给任务、它在云沙箱里独立完成、返回 PR。前者实时同步，后者异步交付。",{"q":13978,"a":13979},"2026 年 Devin \u002F Windsurf 关系？","Cognition 收购了 Windsurf 资产（前 Codeium），2026-06 后 Devin Desktop 取代 Windsurf IDE，新增 Free \u002F Pro $20\u002FMax $200 桌面端订阅，Cloud 版（Core\u002FTeam\u002FEnterprise）保留 ACU 计费。",{"q":13981,"a":13982},"Devin 能跑国内项目吗？","技术上可以——它在云沙箱跑 Linux 命令、git、浏览器。但默认走美国节点，访问国内 git\u002Fnpm 镜像慢，且不支持中文 prompt（会回英文）。国内团队建议看 OpenHands 自托管或 Manus。",[1002],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin",[10218,4553],[13988,13992,13996],{"plan":13989,"price":13990,"seats":12477,"notes":13991},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":1180,"price":13993,"seats":13994,"notes":13995},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":4703,"price":4584,"seats":13466,"notes":13997},"VPC 部署、SAML\u002FOIDC SSO、Custom Devins","Core $20·月 起按 ACU \u002F Team $500·月含 250 ACU \u002F Enterprise 定制",[14000,14003],{"name":14001,"url":14002},"AI PR Review Pipeline","\u002Fplaybook\u002Freview\u002Fai-pr-review-pipeline",{"name":14004,"url":14005},"AI Agent 概念入门 Wiki","\u002Fwiki\u002Fai-agent",{"power":321,"ux":314,"price":277,"cn_support":277,"stability":314},{"title":13505,"description":13969},"coding\u002Fagent\u002Fdevin",[14010,14012,14014,14016],{"name":14011,"url":13933,"accessed":1029},"SiliconAngle — Devin 2.0 launch",{"name":14013,"url":13940,"accessed":1029},"CostBench — Devin AI Pricing 2026",{"name":14015,"url":13947,"accessed":1029},"eesel — Cognition AI Pricing",{"name":14017,"url":13954,"accessed":1029},"Vibe Coding — Devin Review 2026 (Windsurf rebrand)","tools\u002Fcoding\u002Fagent\u002Fdevin","Cognition 出品的自主 AI 软件工程师，ACU 计费，2026 已并入 Windsurf 阵营",[1005,14021,10218,14022,14023],"autonomous","ACU","async","AI 自主编程的开山旗手，2026 价格从 $500 起跳降到 $20 起步。ACU 计费让成本可预算化，但单 ACU $2.25 仍是同类最贵，适合『把任务扔进去、明天看 PR』的异步开发模式。","https:\u002F\u002Fdevin.ai","68AhwdBz_aUeyATlc897dupjP5HNLfAacT6xRyKuEOE",{"id":14028,"title":13766,"alternatives":14029,"api_compatible":20,"body":14035,"category":1005,"chinese_friendly":314,"cover":14466,"description":14467,"domestic":986,"extension":987,"faq":14468,"free":986,"github":14481,"languages":14482,"meta":14483,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":13509,"pillar":12861,"platforms":14484,"priceTable":14485,"pricing":14492,"published":4588,"relatedPlaybooks":14493,"relatedReviews":20,"score":14498,"self_host":317,"seo":14499,"slug":14500,"sources":14501,"stem":14510,"suitable":20,"tagline":14511,"tags":14512,"updated":1029,"verdict":14514,"website":14515,"__hash__":14516},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md",[14030,14032,14033,14034],{"name":14031,"url":13985},"devin",{"name":5260,"url":5261},{"name":12911,"url":12805},{"name":3961,"url":13511},{"type":22,"value":14036,"toc":14454},[14037,14039,14046,14049,14051,14054,14077,14080,14106,14108,14154,14157,14161,14165,14186,14190,14210,14212,14241,14243,14338,14340,14380,14382,14399,14401,14422,14424],[25,14038,28],{"id":27},[30,14040,14041,14042,14045],{},"OpenHands（前 OpenDevin）是 MIT 开源的自主编程 Agent 平台，由 All Hands AI 主导，GitHub 40k+ stars。它的目标和 Devin 一致——给 AI 一个完整的开发者工具集（编辑器、shell、浏览器、API），让它能像人一样完成端到端开发任务。差异在于：",[43,14043,14044],{},"OpenHands 完全开源 + 多入口 + BYOK","，可以本地 docker 起一个、可以走免费 Cloud、可以企业自托管。",[30,14047,14048],{},"适合：合规 \u002F 隐私敏感场景、想用 Claude \u002F GPT \u002F 本地 Ollama 的人、嫌 Devin 贵且不能落地的人。不适合：想要开箱即用 SaaS 体验、不想碰 Docker \u002F yaml 的非技术用户。",[25,14050,12406],{"id":12406},[30,14052,14053],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[62,14055,14056,14059,14062,14065,14068,14071],{},[65,14057,14058],{},"文件编辑（多文件 diff\u002Fedit）",[65,14060,14061],{},"shell command 执行（Docker sandbox 隔离）",[65,14063,14064],{},"浏览器自动化（点击、表单、截图）",[65,14066,14067],{},"API 调用 \u002F HTTP 请求",[65,14069,14070],{},"Git 仓库操作（clone、commit、PR）",[65,14072,14073,14076],{},[43,14074,14075],{},"MCP 协议","：可挂载任意第三方 tool",[30,14078,14079],{},"四种使用入口：",[929,14081,14082,14089,14095,14100],{},[65,14083,14084,76,14086,14088],{},[43,14085,13465],{},[34,14087,195],{}," 一行起，本地 Web GUI + CLI",[65,14090,14091,14094],{},[43,14092,14093],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[65,14096,14097,14099],{},[43,14098,4703],{},"：私有云 + 多用户 + RBAC + 集中 billing",[65,14101,14102,14105],{},[43,14103,14104],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[25,14107,12440],{"id":12439},[613,14109,14110,14121],{},[616,14111,14112],{},[619,14113,14114,14116,14118],{},[622,14115,12449],{},[622,14117,158],{},[622,14119,14120],{},"限制",[637,14122,14123,14134,14145],{},[619,14124,14125,14129,14131],{},[642,14126,14127],{},[43,14128,13465],{},[642,14130,773],{},[642,14132,14133],{},"BYOK，单用户，自己付 LLM 费",[619,14135,14136,14140,14142],{},[642,14137,14138],{},[43,14139,14093],{},[642,14141,773],{},[642,14143,14144],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[619,14146,14147,14149,14151],{},[642,14148,4703],{},[642,14150,4584],{},[642,14152,14153],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[30,14155,14156],{},"至今没有「Cloud Pro $X\u002F月」中间档——要么免费 BYOK，要么直接谈 Enterprise。BYOK 路线下，实际 LLM 成本主导：跑一个中等任务（5–10 步）约 $0.5–$2 Claude Sonnet token。",[25,14158,14160],{"id":14159},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[30,14162,14163,76],{},[43,14164,13054],{},[62,14166,14167,14174,14177,14180,14183],{},[65,14168,14169,14170,14173],{},"起步快：",[34,14171,14172],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[65,14175,14176],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[65,14178,14179],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[65,14181,14182],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[65,14184,14185],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[30,14187,14188,76],{},[43,14189,12583],{},[62,14191,14192,14198,14201,14204,14207],{},[65,14193,14194,14197],{},[43,14195,14196],{},"自主性偶尔失控","：会陷入「装包失败 → 改 requirements → 再装 → 再失败」死循环，需要人工打断",[65,14199,14200],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[65,14202,14203],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[65,14205,14206],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[65,14208,14209],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[25,14211,3639],{"id":3639},[929,14213,14214,14217,14222,14228,14231,14234],{},[65,14215,14216],{},"装 Docker（含 docker-in-docker 支持）",[65,14218,14219],{},[34,14220,14221],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[65,14223,14224,14225],{},"一行启动（官方推荐命令在 docs），打开 ",[34,14226,14227],{},"localhost:3000",[65,14229,14230],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[65,14232,14233],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[65,14235,14236,14237,14240],{},"进阶：编辑 ",[34,14238,14239],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[25,14242,12629],{"id":12629},[613,14244,14245,14259],{},[616,14246,14247],{},[619,14248,14249,14251,14253,14255,14257],{},[622,14250,624],{},[622,14252,13766],{},[622,14254,13505],{},[622,14256,5646],{},[622,14258,13769],{},[637,14260,14261,14273,14285,14297,14311,14324],{},[619,14262,14263,14265,14267,14269,14271],{},[642,14264,4308],{},[642,14266,765],{},[642,14268,688],{},[642,14270,713],{},[642,14272,688],{},[619,14274,14275,14277,14279,14281,14283],{},[642,14276,754],{},[642,14278,713],{},[642,14280,688],{},[642,14282,713],{},[642,14284,688],{},[619,14286,14287,14289,14291,14293,14295],{},[642,14288,13795],{},[642,14290,773],{},[642,14292,13798],{},[642,14294,773],{},[642,14296,13804],{},[619,14298,14299,14301,14303,14306,14308],{},[642,14300,12717],{},[642,14302,13321],{},[642,14304,14305],{},"1\u002F5",[642,14307,12723],{},[642,14309,14310],{},"5\u002F5",[619,14312,14313,14316,14318,14320,14322],{},[642,14314,14315],{},"Browser use",[642,14317,713],{},[642,14319,713],{},[642,14321,688],{},[642,14323,713],{},[619,14325,14326,14329,14332,14334,14336],{},[642,14327,14328],{},"上手成本",[642,14330,14331],{},"中（需 Docker）",[642,14333,2187],{},[642,14335,2187],{},[642,14337,2187],{},[25,14339,801],{"id":801},[62,14341,14342,14348,14354,14368,14374],{},[65,14343,14344,14347],{},[43,14345,14346],{},"沙箱必启用","：直接给 OpenHands 你的家目录权限 = 自杀，永远走 docker-in-docker 隔离",[65,14349,14350,14353],{},[43,14351,14352],{},"API key 限额要设","：BYOK 没有月度上限，Agent 一旦循环可能一夜烧掉 $100+，在 Anthropic \u002F OpenAI 控制台配 budget alert",[65,14355,14356,14359,14360,14363,14364,14367],{},[43,14357,14358],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[34,14361,14362],{},"summarize the repo","，把结果存到 ",[34,14365,14366],{},"microagents\u002F","，后续任务上下文更准",[65,14369,14370,14373],{},[43,14371,14372],{},"MCP 来源审计","：开 MCP server 等于给 Agent 一把外部钥匙，第三方 server 先审代码",[65,14375,14376,14379],{},[43,14377,14378],{},"不要给 production repo 直接权限","：先 fork \u002F 分支隔离，让 Agent 提 PR 而不是直接 push",[25,14381,872],{"id":871},[62,14383,14384,14387,14390,14393,14396],{},[65,14385,14386],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[65,14388,14389],{},"✅ 合规 \u002F 私有云部署",[65,14391,14392],{},"✅ 想做企业内部 AI 开发平台的底座",[65,14394,14395],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[65,14397,14398],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[25,14400,906],{"id":906},[62,14402,14403,14409,14413,14417],{},[65,14404,14405,14408],{},[912,14406,14407],{"href":13985},"Devin 评测","（闭源同类）",[65,14410,14411],{},[912,14412,5902],{"href":5261},[65,14414,14415],{},[912,14416,12806],{"href":12805},[65,14418,14419,14421],{},[912,14420,4505],{"href":13511},"（国产 Cloud 替代）",[25,14423,927],{"id":927},[929,14425,14426,14433,14440,14447],{},[65,14427,14428,14429],{},"OpenHands 官方 Pricing ",[912,14430,14431],{"href":14431,"rel":14432},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[938],[65,14434,14435,14436],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[912,14437,14438],{"href":14438,"rel":14439},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[938],[65,14441,14442,14443],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[912,14444,14445],{"href":14445,"rel":14446},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[938],[65,14448,14449,14450],{},"OSS-AI-SWE 项目目录 ",[912,14451,14452],{"href":14452,"rel":14453},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[938],{"title":263,"searchDepth":308,"depth":308,"links":14455},[14456,14457,14458,14459,14460,14461,14462,14463,14464,14465],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":12439,"depth":277,"text":12440},{"id":14159,"depth":277,"text":14160},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fopenhands.webp","OpenHands 真实评测：MIT 开源自主编程 Agent，前身 OpenDevin。可云端、本地 GUI、CLI、SDK 多种方式跑，BYOK 任意 LLM。Individual 免费、Enterprise 自托管多用户。40k+ GitHub stars。",[14469,14472,14475,14478],{"q":14470,"a":14471},"OpenHands 和 OpenDevin 什么关系？","同一个项目。2024 年底从 OpenDevin 改名 OpenHands，由 All Hands AI 主导维护，社区贡献者来自学术界和工业界。",{"q":14473,"a":14474},"和 Devin 比能力差多少？","核心能力覆盖：plan、code、run command、browser use、MCP tool use 都有。差距主要在『一体化体验』——Devin 自带 Wiki\u002FSlack\u002FIDE，OpenHands 需要自己拼 Docker + GUI\u002FCLI；任务成功率两者接近，特定 benchmark（SWE-Bench）OpenHands 还领先过。",{"q":14476,"a":14477},"本地跑要什么配置？","Docker 必备（Linux\u002FmacOS\u002FWSL2），16GB 内存以上推荐，API key 可走 Anthropic Claude \u002F OpenAI GPT \u002F 本地 Ollama。沙箱用 docker-in-docker，CPU 占用偶发尖峰。",{"q":14479,"a":14480},"Individual Cloud 真的免费？","免费，但限制每天 10 会话；BYOK 自付模型 token，或用『OpenHands LLM provider』按 at-cost 转售价 PAYG（无加价）。","https:\u002F\u002Fgithub.com\u002FAll-Hands-AI\u002FOpenHands",[3280,1002],{},[281,10218,12865],[14486,14488,14490],{"plan":13465,"price":773,"seats":12477,"notes":14487},"MIT，Docker 起，BYOK，单用户",{"plan":14093,"price":773,"seats":12477,"notes":14489},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":4703,"price":4584,"seats":12526,"notes":14491},"自托管多用户、RBAC、SAML\u002FSSO、SLA、专属支持","OSS MIT 免费 \u002F Individual Cloud 免费 BYOK \u002F Enterprise 定制",[14494,14497],{"name":14495,"url":14496},"Legacy 代码库 AI Onboarding","\u002Fplaybook\u002Fonboarding\u002Flegacy-codebase-onboarding",{"name":14004,"url":14005},{"power":314,"ux":308,"price":321,"cn_support":314,"stability":308},{"title":13766,"description":14467},"coding\u002Fagent\u002Fopenhands",[14502,14504,14506,14508],{"name":14503,"url":14431,"accessed":1029},"OpenHands 官方 pricing",{"name":14505,"url":14438,"accessed":1029},"AISO Tools — OpenHands Pricing 2026",{"name":14507,"url":14445,"accessed":1029},"AI Tool Finder — OpenHands Review 2026",{"name":14509,"url":14452,"accessed":1029},"OSS-AI-SWE — OpenHands intro","tools\u002Fcoding\u002Fagent\u002Fopenhands","开源自主编程 Agent（前 OpenDevin），MIT 许可，多入口（Cloud\u002FCLI\u002FLocal\u002FSDK）",[1005,14021,1044,6722,14513,1041,13498],"sandbox","想要 Devin 能力又不想为 ACU 付费 + 担心代码出境的人选 OpenHands。MIT 开源 + Docker 自托管 + BYOK 任意 LLM，是企业级自主 Agent 的开源旗手。","https:\u002F\u002Fwww.openhands.dev","DFosd9OUmpxRhhrEU4jOSPPl0BQrhgA_xvkxn5fJjpM",{"id":14518,"title":14519,"alternatives":14520,"api_compatible":20,"body":14532,"category":1005,"chinese_friendly":270,"cover":15142,"description":15143,"domestic":986,"extension":987,"faq":15144,"free":986,"github":20,"languages":15157,"meta":15158,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":15159,"pillar":12861,"platforms":15160,"priceTable":15161,"pricing":15171,"published":4588,"relatedPlaybooks":15172,"relatedReviews":20,"score":15176,"self_host":317,"seo":15177,"slug":15178,"sources":15179,"stem":15188,"suitable":20,"tagline":15189,"tags":15190,"updated":1029,"verdict":15196,"website":15197,"__hash__":15198},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fraga.md","RagaAI Catalyst",[14521,14524,14527,14530],{"name":14522,"url":14523},"helicone","\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone",{"name":14525,"url":14526},"portkey","\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey",{"name":14528,"url":14529},"litellm","\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm",{"name":18,"url":14531},"\u002Ftools\u002Fagent\u002Flangflow",{"type":22,"value":14533,"toc":15130},[14534,14536,14539,14542,14544,14600,14602,14621,14626,14630,14634,14654,14658,14681,14683,14697,14832,14834,14992,14994,15044,15046,15072,15074,15095,15097,15127],[25,14535,28],{"id":27},[30,14537,14538],{},"RagaAI Catalyst 是印度 RagaAI 出品的 AI agent \u002F RAG \u002F LLM 应用『测试 + 观测』专项平台——Python SDK + 云端，300+ 自动化测试库覆盖 hallucination \u002F bias \u002F RAG faithfulness \u002F agentic 协作，多 agent 系统 tracing + debug，主打『部署前发现生产风险减少 90%』。Catalyst SDK 开源（github.com\u002Fraga-ai-hub\u002FRagaAI-Catalyst），Cloud \u002F Enterprise 走销售定价。",[30,14540,14541],{},"适合：构建生产级 agentic 系统的中大型团队（金融 \u002F 医疗 \u002F 政企）需要 pre-prod 风险量化；RAG pipeline 需要 retrieval \u002F faithfulness 多维评测；多 agent 协作系统需要 trace + debug 工具链。不适合：单一 LLM 调用 + 简单观测（Helicone \u002F Langfuse 更轻）；预算紧的小团队（社区版 SDK 够但 Cloud 走企业销售）；中文 \u002F 国内合规为主（生态弱）。",[25,14543,60],{"id":60},[62,14545,14546,14552,14558,14564,14570,14576,14582,14588,14594],{},[65,14547,14548,14551],{},[43,14549,14550],{},"300+ 自动化测试","：LLM（hallucination \u002F toxicity \u002F PII \u002F prompt injection）+ RAG（precision \u002F faithfulness \u002F relevance）+ Agentic（tool 正确性 \u002F 协作一致性 \u002F 任务完成率）",[65,14553,14554,14557],{},[43,14555,14556],{},"多 agent tracing","：每次 LLM \u002F tool \u002F sub-agent 调用都可追溯 + 时序回放",[65,14559,14560,14563],{},[43,14561,14562],{},"多 agent debug","：复杂 agent 失败时回放每个决策点 + 上下文",[65,14565,14566,14569],{},[43,14567,14568],{},"Python SDK","：包装 LangChain \u002F LlamaIndex \u002F 自家框架自动埋点",[65,14571,14572,14575],{},[43,14573,14574],{},"风险量化","：每个测试出风险分 + 影响面 + 修复建议",[65,14577,14578,14581],{},[43,14579,14580],{},"数据集管理","：build eval dataset + 跑 regression",[65,14583,14584,14587],{},[43,14585,14586],{},"报告 \u002F 仪表盘","：团队级风险仪表盘 + 趋势 + CI\u002FCD 集成",[65,14589,14590,14593],{},[43,14591,14592],{},"自托管 SDK + Cloud 协同","：SDK 本地跑、Cloud 集中可视化",[65,14595,14596,14599],{},[43,14597,14598],{},"合规友好","：私有部署 + SSO + 审计（Enterprise）",[25,14601,158],{"id":158},[62,14603,14604,14610,14616],{},[65,14605,14606,14609],{},[43,14607,14608],{},"Catalyst OSS Python SDK","：$0；功能含 tracing + 部分 eval",[65,14611,14612,14615],{},[43,14613,14614],{},"Cloud","：Custom（联系销售）；含全 300+ 测试库 + 仪表盘 + 协作",[65,14617,14618,14620],{},[43,14619,4703],{},"：Custom + SSO + 私有部署 + SLA",[174,14622,14623],{},[30,14624,14625],{},"真实场景：先用 OSS SDK 跑 trace 评估价值，进 PoC 后再谈 Cloud 价格。",[25,14627,14629],{"id":14628},"实测中型-rag-agentic-产品-印度欧美客户","实测（中型 RAG \u002F agentic 产品 \u002F 印度欧美客户）",[30,14631,14632],{},[43,14633,187],{},[62,14635,14636,14639,14642,14645,14648,14651],{},[65,14637,14638],{},"300+ 测试库省去 reinvent 各种 eval metric 的工作",[65,14640,14641],{},"RAG faithfulness \u002F context precision 测试对反 hallucination 很有用",[65,14643,14644],{},"多 agent trace + 回放在调试复杂协作链时是救命工具",[65,14646,14647],{},"风险评分给业务方一个 quantitative 沟通口径",[65,14649,14650],{},"Catalyst SDK 开源，预算紧团队也能先用上",[65,14652,14653],{},"与 LangChain \u002F LlamaIndex 集成顺滑",[30,14655,14656],{},[43,14657,221],{},[62,14659,14660,14663,14666,14669,14672,14675,14678],{},[65,14661,14662],{},"文档对高级配置 + 自定义测试覆盖不足，社区反馈一致",[65,14664,14665],{},"Cloud 定价不透明，PoC 才能拿到报价",[65,14667,14668],{},"报告 \u002F UI 偏英文 + 印度产品风格，中文场景弱",[65,14670,14671],{},"多 agent trace 在超大调用图（>500 step）下渲染慢",[65,14673,14674],{},"测试结果质量依赖 dataset 质量，garbage in \u002F garbage out",[65,14676,14677],{},"比 Langfuse 更偏『测试』少偏『日常 observability』，两个工具有时要叠用",[65,14679,14680],{},"国内访问 Cloud 延迟 + 合规需要评估",[25,14682,3639],{"id":3639},[258,14684,14686],{"className":260,"code":14685,"language":262,"meta":263,"style":263},"pip install ragaai-catalyst\n",[34,14687,14688],{"__ignoreMap":263},[267,14689,14690,14692,14694],{"class":269,"line":270},[267,14691,4157],{"class":280},[267,14693,1283],{"class":284},[267,14695,14696],{"class":284}," ragaai-catalyst\n",[258,14698,14700],{"className":11730,"code":14699,"language":4240,"meta":263,"style":263},"from ragaai_catalyst import RagaAICatalyst, Tracer\n\ncatalyst = RagaAICatalyst(\n    access_key=\"...\",\n    secret_key=\"...\",\n    base_url=\"https:\u002F\u002Fcatalyst.raga.ai\"\n)\n\ntracer = Tracer(project_name=\"my-rag-app\", tracer_type=\"langchain\")\ntracer.start()\n\n# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n\ntracer.stop()\n# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n",[34,14701,14702,14714,14718,14728,14740,14751,14761,14765,14769,14799,14804,14808,14813,14818,14822,14827],{"__ignoreMap":263},[267,14703,14704,14706,14709,14711],{"class":269,"line":270},[267,14705,11738],{"class":488},[267,14707,14708],{"class":298}," ragaai_catalyst ",[267,14710,11744],{"class":488},[267,14712,14713],{"class":298}," RagaAICatalyst, Tracer\n",[267,14715,14716],{"class":269,"line":277},[267,14717,318],{"emptyLinePlaceholder":317},[267,14719,14720,14723,14725],{"class":269,"line":308},[267,14721,14722],{"class":298},"catalyst ",[267,14724,5504],{"class":488},[267,14726,14727],{"class":298}," RagaAICatalyst(\n",[267,14729,14730,14733,14735,14738],{"class":269,"line":314},[267,14731,14732],{"class":530},"    access_key",[267,14734,5504],{"class":488},[267,14736,14737],{"class":284},"\"...\"",[267,14739,4859],{"class":298},[267,14741,14742,14745,14747,14749],{"class":269,"line":321},[267,14743,14744],{"class":530},"    secret_key",[267,14746,5504],{"class":488},[267,14748,14737],{"class":284},[267,14750,4859],{"class":298},[267,14752,14753,14756,14758],{"class":269,"line":327},[267,14754,14755],{"class":530},"    base_url",[267,14757,5504],{"class":488},[267,14759,14760],{"class":284},"\"https:\u002F\u002Fcatalyst.raga.ai\"\n",[267,14762,14763],{"class":269,"line":5},[267,14764,11866],{"class":298},[267,14766,14767],{"class":269,"line":338},[267,14768,318],{"emptyLinePlaceholder":317},[267,14770,14771,14774,14776,14779,14782,14784,14787,14789,14792,14794,14797],{"class":269,"line":347},[267,14772,14773],{"class":298},"tracer ",[267,14775,5504],{"class":488},[267,14777,14778],{"class":298}," Tracer(",[267,14780,14781],{"class":530},"project_name",[267,14783,5504],{"class":488},[267,14785,14786],{"class":284},"\"my-rag-app\"",[267,14788,4873],{"class":298},[267,14790,14791],{"class":530},"tracer_type",[267,14793,5504],{"class":488},[267,14795,14796],{"class":284},"\"langchain\"",[267,14798,11866],{"class":298},[267,14800,14801],{"class":269,"line":356},[267,14802,14803],{"class":298},"tracer.start()\n",[267,14805,14806],{"class":269,"line":365},[267,14807,318],{"emptyLinePlaceholder":317},[267,14809,14810],{"class":269,"line":374},[267,14811,14812],{"class":273},"# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n",[267,14814,14815],{"class":269,"line":383},[267,14816,14817],{"class":273},"# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n",[267,14819,14820],{"class":269,"line":392},[267,14821,318],{"emptyLinePlaceholder":317},[267,14823,14824],{"class":269,"line":397},[267,14825,14826],{"class":298},"tracer.stop()\n",[267,14828,14829],{"class":269,"line":403},[267,14830,14831],{"class":273},"# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n",[25,14833,611],{"id":611},[613,14835,14836,14853],{},[616,14837,14838],{},[619,14839,14840,14842,14844,14847,14850],{},[622,14841,624],{},[622,14843,14519],{},[622,14845,14846],{},"Langfuse",[622,14848,14849],{},"Helicone",[622,14851,14852],{},"Portkey",[637,14854,14855,14872,14887,14902,14916,14930,14946,14959,14976],{},[619,14856,14857,14860,14863,14866,14869],{},[642,14858,14859],{},"主打",[642,14861,14862],{},"测试 + 风险量化",[642,14864,14865],{},"Tracing + eval",[642,14867,14868],{},"Proxy 观测 + gateway",[642,14870,14871],{},"Gateway + 观测",[619,14873,14874,14877,14880,14882,14885],{},[642,14875,14876],{},"自动化测试库",[642,14878,14879],{},"✅ 300+",[642,14881,716],{},[642,14883,14884],{},"浅",[642,14886,14884],{},[619,14888,14889,14892,14895,14898,14900],{},[642,14890,14891],{},"Agentic debug",[642,14893,14894],{},"✅ 强",[642,14896,14897],{},"✅ nested span",[642,14899,14884],{},[642,14901,2193],{},[619,14903,14904,14907,14909,14912,14914],{},[642,14905,14906],{},"RAG 专项测试",[642,14908,14894],{},[642,14910,14911],{},"✅ 中",[642,14913,4334],{},[642,14915,4334],{},[619,14917,14918,14921,14923,14925,14927],{},[642,14919,14920],{},"Proxy \u002F gateway",[642,14922,688],{},[642,14924,688],{},[642,14926,713],{},[642,14928,14929],{},"✅ 250+",[619,14931,14932,14935,14938,14941,14943],{},[642,14933,14934],{},"自托管 OSS",[642,14936,14937],{},"SDK 部分",[642,14939,14940],{},"✅ MIT 19K+",[642,14942,713],{},[642,14944,14945],{},"OSS Gateway only",[619,14947,14948,14951,14953,14955,14957],{},[642,14949,14950],{},"中文生态",[642,14952,688],{},[642,14954,688],{},[642,14956,688],{},[642,14958,688],{},[619,14960,14961,14964,14967,14970,14973],{},[642,14962,14963],{},"定价透明",[642,14965,14966],{},"❌ Custom",[642,14968,14969],{},"✅ $0\u002F$29\u002FEnterprise",[642,14971,14972],{},"✅ $0\u002F$79\u002F$799",[642,14974,14975],{},"✅ $0\u002F$49\u002F$799",[619,14977,14978,14980,14983,14986,14989],{},[642,14979,786],{},[642,14981,14982],{},"pre-prod testing + agentic",[642,14984,14985],{},"日常 tracing + eval",[642,14987,14988],{},"改 URL 快上手",[642,14990,14991],{},"gateway + 治理",[25,14993,801],{"id":801},[62,14995,14996,15002,15008,15014,15020,15026,15032,15038],{},[65,14997,14998,15001],{},[43,14999,15000],{},"OSS SDK ≠ 完整 Cloud","：300+ 测试库主要在 Cloud，OSS 主要 tracing + 部分 eval",[65,15003,15004,15007],{},[43,15005,15006],{},"dataset 质量决定测试质量","：建 eval dataset 时务必含 edge case \u002F adversarial 例",[65,15009,15010,15013],{},[43,15011,15012],{},"大 trace 渲染慢","：>500 step 的 agent 用 filter \u002F sampling",[65,15015,15016,15019],{},[43,15017,15018],{},"Cloud 定价 PoC 谈","：先 SDK 跑两月有数据再谈合同",[65,15021,15022,15025],{},[43,15023,15024],{},"不替代日常 observability","：复杂场景叠 Langfuse \u002F Helicone",[65,15027,15028,15031],{},[43,15029,15030],{},"中文场景弱","：报告 \u002F 文档 \u002F UI 均英文为主，国内项目要评估团队接受度",[65,15033,15034,15037],{},[43,15035,15036],{},"Agentic 测试时间长","：300+ 测试跑一遍可能数小时，CI\u002FCD 集成要 schedule 而非每次 PR",[65,15039,15040,15043],{},[43,15041,15042],{},"风险评分谨慎宣传","：『-90% 生产风险』是营销话术，实际依赖你的实施质量",[25,15045,872],{"id":871},[62,15047,15048,15051,15054,15057,15060,15063,15066,15069],{},[65,15049,15050],{},"✅ 生产级 agentic 系统 \u002F RAG pipeline 的中大型团队",[65,15052,15053],{},"✅ 金融 \u002F 医疗 \u002F 政企需要风险量化沟通",[65,15055,15056],{},"✅ 多 agent 协作系统需要 trace + debug",[65,15058,15059],{},"✅ 想把 LLM eval 从手工脚本升级成系统化平台",[65,15061,15062],{},"❌ 单一 LLM 调用 + 简单观测",[65,15064,15065],{},"❌ 预算紧 + 不要 Cloud（OSS SDK 部分能力够）",[65,15067,15068],{},"❌ 中文 \u002F 国内合规为主",[65,15070,15071],{},"❌ 不愿走企业销售流程",[25,15073,906],{"id":906},[62,15075,15076,15081,15086,15091],{},[65,15077,15078],{},[912,15079,15080],{"href":14523},"Helicone 评测",[65,15082,15083],{},[912,15084,15085],{"href":14526},"Portkey 评测",[65,15087,15088],{},[912,15089,15090],{"href":14529},"LiteLLM 评测",[65,15092,15093],{},[912,15094,924],{"href":14531},[25,15096,927],{"id":927},[929,15098,15099,15106,15113,15120],{},[65,15100,15101,15102],{},"F6S — RagaAI Catalyst 产品概览 ",[912,15103,15104],{"href":15104,"rel":15105},"https:\u002F\u002Fwww.f6s.com\u002Fsoftware\u002Fragaai-catalyst",[938],[65,15107,15108,15109],{},"AIIndigo — RagaAI Catalyst 评测 + 定价 + 替代品 2026 ",[912,15110,15111],{"href":15111,"rel":15112},"https:\u002F\u002Faiindigo.com\u002Ftool\u002Fragaai-catalyst",[938],[65,15114,15115,15116],{},"SwitchTools — RagaAI Inc 平台（300+ 测试 \u002F 90% 风险下降）",[912,15117,15118],{"href":15118,"rel":15119},"https:\u002F\u002Fwww.switchtools.io\u002Ftool\u002Fragaai-inc",[938],[65,15121,15122,15123],{},"SoftwareSuggest — RagaAI Details \u002F Pricing 2026 ",[912,15124,15125],{"href":15125,"rel":15126},"https:\u002F\u002Fwww.softwaresuggest.com\u002Fragaai",[938],[968,15128,15129],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":263,"searchDepth":308,"depth":308,"links":15131},[15132,15133,15134,15135,15136,15137,15138,15139,15140,15141],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":14628,"depth":277,"text":14629},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fraga.webp","RagaAI Catalyst 真实评测：印度 RagaAI 出品的 AI 测试 + 观测平台（Python SDK + 云端）。300+ 自动化测试覆盖 LLM \u002F RAG \u002F 多 agent，多 agent 系统 tracing + 调试，主打『部署前发现风险减少 90%』。F6S \u002F SoftwareSuggest \u002F SwitchTools 已收录。定价以企业销售为主，社区版 Python SDK 开源。",[15145,15148,15151,15154],{"q":15146,"a":15147},"RagaAI 和 Langfuse \u002F Helicone 怎么选？","RagaAI Catalyst 把『测试』作为一等公民——300+ 自动化测试 + RAG \u002F Agent 风险量化，强调『部署前发现』。Langfuse 是 tracing + eval 双强，Helicone 是 proxy 观测 + gateway。要 agentic 系统的 pre-prod testing + 风险评分 → RagaAI；要日常 LLM trace \u002F 简单 eval → Langfuse；要改 baseURL 看 cost → Helicone。",{"q":15149,"a":15150},"300+ 测试覆盖什么？","覆盖三类系统：(1) LLM 应用——hallucination \u002F toxicity \u002F bias \u002F PII leakage \u002F prompt injection；(2) RAG pipeline——检索准确率 \u002F context precision \u002F answer relevance \u002F faithfulness；(3) Agentic 系统——tool use 正确性 \u002F 多 agent 协作一致性 \u002F 任务完成率 \u002F 安全围栏。",{"q":15152,"a":15153},"Catalyst SDK 怎么用？","pip install ragaai-catalyst → 包装 LangChain \u002F LlamaIndex \u002F 自家 agent 框架 → 自动 trace 每次 LLM \u002F tool \u002F sub-agent 调用 → 上传 Cloud 看仪表盘 \u002F 跑测试。SDK 本身 OSS，Cloud 部分付费。",{"q":15155,"a":15156},"国内能用吗？","Python SDK 自托管 OK。Cloud 服务器在海外，国内延迟 + 合规要评估。中文场景 + 中文文档极弱，prompt \u002F 报告均英文。国内类似定位推荐看 PromptLayer \u002F Helicone OSS 自托管，或自家 LangSmith \u002F Phoenix 组合。",[1002],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fraga",[4240,12341,10218],[15162,15166,15168],{"plan":15163,"price":773,"features":15164,"notes":15165},"Catalyst OSS","Python SDK + agent \u002F LLM \u002F tool tracing + 多 agent debug + 部分 eval","github.com\u002Fraga-ai-hub\u002FRagaAI-Catalyst",{"plan":14614,"price":4584,"features":15167,"notes":2514},"300+ 自动化测试库 + RAG \u002F LLM \u002F Agentic 全景 + 报告 \u002F 仪表盘 + 协作",{"plan":4703,"price":4584,"features":15169,"notes":15170},"SSO + 私有部署 + 合规 + SLA + 专属支持","大型 \u002F 受监管","Catalyst Python SDK 开源 \u002F Cloud Enterprise 定制",[15173],{"name":15174,"url":15175},"RAG Pipeline 搭建","\u002Fplaybook\u002Fonboarding\u002Frag-pipeline-build",{"power":321,"ux":308,"price":308,"cn_support":270,"stability":314},{"title":14519,"description":15143},"coding\u002Fagent\u002Fraga",[15180,15182,15184,15186],{"name":15181,"url":15104,"accessed":1029},"F6S — RagaAI Catalyst 概览",{"name":15183,"url":15111,"accessed":1029},"AIIndigo — RagaAI Catalyst 评测 2026",{"name":15185,"url":15118,"accessed":1029},"SwitchTools — RagaAI Inc 平台 + 90% 风险下降",{"name":15187,"url":15125,"accessed":1029},"SoftwareSuggest — RagaAI Details 2026","tools\u002Fcoding\u002Fagent\u002Fraga","AI agent 测试 + 观测平台——300+ 自动化测试覆盖 LLM\u002FRAG\u002FAgentic，量化『生产风险 -90%』",[15191,15192,15193,15194,15195,1044],"agent-testing","llm-eval","rag-testing","observability","tracing","agentic AI 系统的『生产前测试 + 上线后观测』专项工具。要 300+ 测试库 + 多 agent debug 走 Raga；要简单 LLM trace 用 Langfuse \u002F Helicone；要网关 + 治理用 Portkey。中文 \u002F 国内场景生态弱。","https:\u002F\u002Fraga.ai","uikrADibWuYVD91fdcYfiUl3oUMg_fFs5rTRWBo1ekQ",{"id":15200,"title":14849,"alternatives":15201,"api_compatible":20,"body":15210,"category":12340,"chinese_friendly":277,"cover":15868,"description":15869,"domestic":986,"extension":987,"faq":15870,"free":986,"github":20,"languages":15883,"meta":15884,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":14523,"pillar":12861,"platforms":15885,"priceTable":15887,"pricing":15902,"published":4588,"relatedPlaybooks":15903,"relatedReviews":20,"score":15905,"self_host":317,"seo":15906,"slug":15907,"sources":15908,"stem":15919,"suitable":20,"tagline":15920,"tags":15921,"updated":1029,"verdict":15927,"website":15928,"__hash__":15929},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone.md",[15202,15203,15204,15207],{"name":14525,"url":14526},{"name":14528,"url":14529},{"name":15205,"url":15206},"openrouter","\u002Ftools\u002Fcoding\u002Fapi\u002Fopenrouter",{"name":15208,"url":15209},"one-api","\u002Ftools\u002Fcoding\u002Fapi\u002Fone-api",{"type":22,"value":15211,"toc":15856},[15212,15214,15217,15220,15222,15299,15301,15324,15329,15333,15337,15360,15364,15390,15392,15505,15544,15546,15709,15711,15761,15763,15792,15794,15814,15816,15853],[25,15213,28],{"id":27},[30,15215,15216],{},"Helicone 是 YC W23 出身的开源 LLM 观测平台，主打『一行代码接入』：改 baseURL，立刻看到 cost \u002F latency \u002F errors \u002F token 详情。背后还有 Rust 写的 AI Gateway，路由 100+ 模型 + 缓存 + fallback + 限流。2026-03-03 被 Mintlify 收购后转维护模式（安全 patch + 新模型 + bug fix 继续，主动新功能停）。Hobby 免费 10K req\u002F月，Pro $79，Team $799（SOC2 + HIPAA），Enterprise 定制。SOC2 + GDPR 合规，可 Docker \u002F Kubernetes 自托管。",[30,15218,15219],{},"适合：要 5 分钟接入 LLM 观测的小团队 \u002F 早期产品；改 baseURL 模式想看 cost \u002F latency 即可；预算紧 → Hobby 10K 免费 + 自托管 OSS。不适合：复杂 agent 调试需要 nested span（Langfuse）；要 250+ 模型 \u002F MCP Gateway \u002F 治理（Portkey）；担心维护模式带来的路线图风险（Mintlify 收购后主动开发结束）。",[25,15221,60],{"id":60},[62,15223,15224,15230,15236,15242,15248,15253,15259,15265,15270,15276,15282,15288,15293],{},[65,15225,15226,15229],{},[43,15227,15228],{},"Proxy 模式","：改 baseURL，零 SDK 改造",[65,15231,15232,15235],{},[43,15233,15234],{},"Async 模式","：SDK 异步上报，0 延迟 + 容错",[65,15237,15238,15241],{},[43,15239,15240],{},"Request logging","：每条请求 + 响应 + cost + token + latency",[65,15243,15244,15247],{},[43,15245,15246],{},"Custom properties + sessions","：把多步工作流分组看",[65,15249,15250],{},[43,15251,15252],{},"Prompt management + playground",[65,15254,15255,15258],{},[43,15256,15257],{},"Custom scoring","：基础打分 + 数据集",[65,15260,15261,15264],{},[43,15262,15263],{},"AI Gateway","（Rust 写）：100+ 模型 + caching + fallback + rate limit",[65,15266,15267],{},[43,15268,15269],{},"OpenAI \u002F Anthropic \u002F Azure \u002F LiteLLM \u002F Anyscale \u002F Together \u002F OpenRouter 集成",[65,15271,15272,15275],{},[43,15273,15274],{},"Trace API","：手动 POST 多步 trace 数据（弥补 proxy 看不到 agent 内部）",[65,15277,15278,15281],{},[43,15279,15280],{},"Dashboard API","：查 dashboard 数据",[65,15283,15284,15287],{},[43,15285,15286],{},"Self-host","：Docker \u002F Kubernetes，开源 MIT",[65,15289,15290,15292],{},[43,15291,12701],{},"：SOC 2 + GDPR；Team+ HIPAA",[65,15294,15295,15298],{},[43,15296,15297],{},"导出","：webhook + 外部 reporting",[25,15300,158],{"id":158},[62,15302,15303,15309,15314,15319],{},[65,15304,15305,15308],{},[43,15306,15307],{},"Hobby","：$0 \u002F 10K req\u002F月 \u002F 7 天 retention \u002F 1 seat \u002F 1GB 存储",[65,15310,15311,15313],{},[43,15312,1174],{},"：$79\u002F月 \u002F 10K 起 + usage \u002F 1 月 retention \u002F unlimited seats \u002F alerts \u002F HQL",[65,15315,15316,15318],{},[43,15317,1180],{},"：$799\u002F月 \u002F 10K 起 + usage \u002F 3 月 retention \u002F SOC 2 + HIPAA \u002F 5 orgs",[65,15320,15321,15323],{},[43,15322,4703],{},"：Custom \u002F 自定义 retention \u002F 永久存储 \u002F SSO \u002F on-prem",[174,15325,15326],{},[30,15327,15328],{},"自托管版（OSS）= $0 + 无限 logs，但运维 \u002F Postgres \u002F Clickhouse 全要自己搞。",[25,15330,15332],{"id":15331},"实测早期-saas-5-人团队","实测（早期 SaaS \u002F 5 人团队）",[30,15334,15335],{},[43,15336,187],{},[62,15338,15339,15342,15345,15348,15351,15354,15357],{},[65,15340,15341],{},"5 分钟接入，OpenAI SDK 改 baseURL + 加 Helicone-Auth header",[65,15343,15344],{},"Dashboard 看 cost \u002F latency \u002F error 第一天就帮发现 prompt 失控",[65,15346,15347],{},"Custom properties 给每个 user \u002F feature 打标，分摊成本清晰",[65,15349,15350],{},"Sessions 把 multi-step workflow 串起来（不像 Langfuse 是真 trace，但够小项目用）",[65,15352,15353],{},"AI Gateway 给 fallback \u002F caching 一站式提供",[65,15355,15356],{},"开源自托管对预算紧团队是真救命",[65,15358,15359],{},"与 LiteLLM 集成顺滑",[30,15361,15362],{},[43,15363,221],{},[62,15365,15366,15369,15372,15375,15378,15381,15384,15387],{},[65,15367,15368],{},"2026-03 被 Mintlify 收购转维护模式后，主动功能开发停，长期路线图不确定",[65,15370,15371],{},"Proxy 模式 5–20ms 延迟在高 QPS 场景叠加可观",[65,15373,15374],{},"Proxy 看不到 agent 内部 tool \u002F sub-agent \u002F retries——复杂 agent 调试不够",[65,15376,15377],{},"Custom scoring 浅，不如 Langfuse 的 LLM-as-judge + 数据集 eval 体系完整",[65,15379,15380],{},"Free tier 10K req 小型生产几天就用完",[65,15382,15383],{},"文档自 Mintlify 收购后部分整合到 Mintlify Docs，导航变化",[65,15385,15386],{},"中文场景体验有限",[65,15388,15389],{},"Prompt caching 需要 cache-aware prompt design（含 timestamp \u002F nonce 命中率为 0）",[25,15391,3639],{"id":3639},[258,15393,15395],{"className":11730,"code":15394,"language":4240,"meta":263,"style":263},"# Proxy 模式\nimport openai\nclient = openai.OpenAI(\n    base_url=\"https:\u002F\u002Foai.helicone.ai\u002Fv1\",\n    api_key=OPENAI_KEY,\n    default_headers={\n        \"Helicone-Auth\": f\"Bearer {HELICONE_KEY}\",\n        \"Helicone-User-Id\": \"user_123\",\n        \"Helicone-Property-Feature\": \"summarize\"\n    }\n)\n# 立刻在 https:\u002F\u002Fus.helicone.ai 看到 cost \u002F latency \u002F log\n",[34,15396,15397,15402,15409,15419,15430,15442,15451,15470,15482,15492,15496,15500],{"__ignoreMap":263},[267,15398,15399],{"class":269,"line":270},[267,15400,15401],{"class":273},"# Proxy 模式\n",[267,15403,15404,15406],{"class":269,"line":277},[267,15405,11744],{"class":488},[267,15407,15408],{"class":298}," openai\n",[267,15410,15411,15414,15416],{"class":269,"line":308},[267,15412,15413],{"class":298},"client ",[267,15415,5504],{"class":488},[267,15417,15418],{"class":298}," openai.OpenAI(\n",[267,15420,15421,15423,15425,15428],{"class":269,"line":314},[267,15422,14755],{"class":530},[267,15424,5504],{"class":488},[267,15426,15427],{"class":284},"\"https:\u002F\u002Foai.helicone.ai\u002Fv1\"",[267,15429,4859],{"class":298},[267,15431,15432,15435,15437,15440],{"class":269,"line":321},[267,15433,15434],{"class":530},"    api_key",[267,15436,5504],{"class":488},[267,15438,15439],{"class":288},"OPENAI_KEY",[267,15441,4859],{"class":298},[267,15443,15444,15447,15449],{"class":269,"line":327},[267,15445,15446],{"class":530},"    default_headers",[267,15448,5504],{"class":488},[267,15450,558],{"class":298},[267,15452,15453,15456,15458,15460,15463,15466,15468],{"class":269,"line":5},[267,15454,15455],{"class":284},"        \"Helicone-Auth\"",[267,15457,4853],{"class":298},[267,15459,11877],{"class":488},[267,15461,15462],{"class":284},"\"Bearer ",[267,15464,15465],{"class":288},"{HELICONE_KEY}",[267,15467,11892],{"class":284},[267,15469,4859],{"class":298},[267,15471,15472,15475,15477,15480],{"class":269,"line":338},[267,15473,15474],{"class":284},"        \"Helicone-User-Id\"",[267,15476,4853],{"class":298},[267,15478,15479],{"class":284},"\"user_123\"",[267,15481,4859],{"class":298},[267,15483,15484,15487,15489],{"class":269,"line":347},[267,15485,15486],{"class":284},"        \"Helicone-Property-Feature\"",[267,15488,4853],{"class":298},[267,15490,15491],{"class":284},"\"summarize\"\n",[267,15493,15494],{"class":269,"line":356},[267,15495,4889],{"class":298},[267,15497,15498],{"class":269,"line":365},[267,15499,11866],{"class":298},[267,15501,15502],{"class":269,"line":374},[267,15503,15504],{"class":273},"# 立刻在 https:\u002F\u002Fus.helicone.ai 看到 cost \u002F latency \u002F log\n",[258,15506,15508],{"className":260,"code":15507,"language":262,"meta":263,"style":263},"# 自托管\ngit clone https:\u002F\u002Fgithub.com\u002FHelicone\u002Fhelicone\ncd helicone && docker compose up -d\n",[34,15509,15510,15515,15524],{"__ignoreMap":263},[267,15511,15512],{"class":269,"line":270},[267,15513,15514],{"class":273},"# 自托管\n",[267,15516,15517,15519,15521],{"class":269,"line":277},[267,15518,3027],{"class":280},[267,15520,4140],{"class":284},[267,15522,15523],{"class":284}," https:\u002F\u002Fgithub.com\u002FHelicone\u002Fhelicone\n",[267,15525,15526,15528,15531,15533,15535,15538,15541],{"class":269,"line":308},[267,15527,4148],{"class":288},[267,15529,15530],{"class":284}," helicone",[267,15532,4154],{"class":298},[267,15534,281],{"class":280},[267,15536,15537],{"class":284}," compose",[267,15539,15540],{"class":284}," up",[267,15542,15543],{"class":288}," -d\n",[25,15545,611],{"id":611},[613,15547,15548,15560],{},[616,15549,15550],{},[619,15551,15552,15554,15556,15558],{},[622,15553,624],{},[622,15555,14849],{},[622,15557,14846],{},[622,15559,14852],{},[637,15561,15562,15576,15589,15602,15614,15628,15642,15654,15667,15681,15695],{},[619,15563,15564,15567,15570,15573],{},[642,15565,15566],{},"架构",[642,15568,15569],{},"Proxy \u002F Async",[642,15571,15572],{},"SDK",[642,15574,15575],{},"Gateway",[619,15577,15578,15581,15584,15587],{},[642,15579,15580],{},"接入时间",[642,15582,15583],{},"分钟（改 URL）",[642,15585,15586],{},"小时（代码改造）",[642,15588,15583],{},[619,15590,15591,15594,15597,15600],{},[642,15592,15593],{},"Tracing 深度",[642,15595,15596],{},"浅（请求级）",[642,15598,15599],{},"✅ 深 nested",[642,15601,2193],{},[619,15603,15604,15607,15610,15612],{},[642,15605,15606],{},"Multi-provider routing",[642,15608,15609],{},"✅ 基础 fallback",[642,15611,688],{},[642,15613,14929],{},[619,15615,15616,15619,15622,15625],{},[642,15617,15618],{},"Prompt mgmt",[642,15620,15621],{},"playground + 基础版本",[642,15623,15624],{},"✅ 版本 + playground",[642,15626,15627],{},"模板 + 管理",[619,15629,15630,15633,15636,15639],{},[642,15631,15632],{},"Eval",[642,15634,15635],{},"基础 scoring",[642,15637,15638],{},"✅ LLM-as-judge + datasets",[642,15640,15641],{},"基础",[619,15643,15644,15646,15649,15652],{},[642,15645,15286],{},[642,15647,15648],{},"✅ OSS 完整",[642,15650,15651],{},"✅ MIT 19K+ stars",[642,15653,14945],{},[619,15655,15656,15658,15661,15664],{},[642,15657,12701],{},[642,15659,15660],{},"SOC2 + HIPAA (Team+)",[642,15662,15663],{},"SOC2 (Enterprise)",[642,15665,15666],{},"SOC2 + HIPAA + ISO27001",[619,15668,15669,15672,15675,15678],{},[642,15670,15671],{},"Free tier",[642,15673,15674],{},"10K req\u002F月",[642,15676,15677],{},"50K events\u002F月",[642,15679,15680],{},"10K logs\u002F月",[619,15682,15683,15686,15689,15692],{},[642,15684,15685],{},"Paid 起价",[642,15687,15688],{},"$79",[642,15690,15691],{},"$29",[642,15693,15694],{},"$49",[619,15696,15697,15700,15703,15706],{},[642,15698,15699],{},"路线图",[642,15701,15702],{},"⚠️ 维护模式",[642,15704,15705],{},"✅ 活跃",[642,15707,15708],{},"✅ 活跃（PANW 收购）",[25,15710,801],{"id":801},[62,15712,15713,15719,15725,15731,15737,15743,15749,15755],{},[65,15714,15715,15718],{},[43,15716,15717],{},"维护模式风险","：被 Mintlify 收购后主动开发停，新项目长期演进考虑 Langfuse \u002F Portkey",[65,15720,15721,15724],{},[43,15722,15723],{},"Proxy 延迟 + SPOF","：Helicone 挂了，业务也挂；敏感链路用 async",[65,15726,15727,15730],{},[43,15728,15729],{},"Proxy 看不到 agent 内部","：tool call \u002F sub-agent \u002F retries 不可见，复杂 agent 用 Trace API 或转 Langfuse",[65,15732,15733,15736],{},[43,15734,15735],{},"Hobby 10K 跑不久","：小型生产几天用完，预算够直接上 Pro",[65,15738,15739,15742],{},[43,15740,15741],{},"Cache-aware prompt 设计","：prompt 含 timestamp \u002F random nonce 命中率 = 0",[65,15744,15745,15748],{},[43,15746,15747],{},"Custom scoring 浅","：复杂 eval 用 Langfuse 数据集 + LLM-as-judge",[65,15750,15751,15754],{},[43,15752,15753],{},"Air-gapped 价格","：自托管时部分模型价格表要手动维护",[65,15756,15757,15760],{},[43,15758,15759],{},"PII 路径敏感","：所有 prompt 经过 Helicone，要 review PII 处理 + retention + 自托管选项",[25,15762,872],{"id":871},[62,15764,15765,15768,15771,15774,15777,15780,15783,15786,15789],{},[65,15766,15767],{},"✅ 早期产品 + 想 5 分钟接入观测",[65,15769,15770],{},"✅ 改 baseURL 模式偏好 \u002F 不想 SDK 改造",[65,15772,15773],{},"✅ 预算紧 + 自托管接受",[65,15775,15776],{},"✅ 想用 Rust AI Gateway 做 fallback + caching",[65,15778,15779],{},"✅ SOC2 \u002F HIPAA Team+ 合规",[65,15781,15782],{},"❌ 复杂 agent 多步骤调试（用 Langfuse）",[65,15784,15785],{},"❌ 要 250+ 模型 + MCP + 强治理（用 Portkey）",[65,15787,15788],{},"❌ 长期路线图敏感（维护模式 risk）",[65,15790,15791],{},"❌ 中文运营（社区 \u002F 文档 \u002F UI 均英文）",[25,15793,906],{"id":906},[62,15795,15796,15800,15804,15809],{},[65,15797,15798],{},[912,15799,15085],{"href":14526},[65,15801,15802],{},[912,15803,15090],{"href":14529},[65,15805,15806],{},[912,15807,15808],{"href":15206},"OpenRouter 评测",[65,15810,15811],{},[912,15812,15813],{"href":15209},"One-API 评测",[25,15815,927],{"id":927},[929,15817,15818,15825,15832,15839,15846],{},[65,15819,15820,15821],{},"Inference.net — Helicone Pricing & Alternatives 2026（含 Mintlify 收购 + 维护模式细节）",[912,15822,15823],{"href":15823,"rel":15824},"https:\u002F\u002Finference.net\u002Fcontent\u002Fhelicone-pricing-alternatives",[938],[65,15826,15827,15828],{},"Helicone 官网 ",[912,15829,15830],{"href":15830,"rel":15831},"https:\u002F\u002Fwww.helicone.ai\u002F",[938],[65,15833,15834,15835],{},"QASkills — Helicone LLM Monitoring Complete Guide 2026 ",[912,15836,15837],{"href":15837,"rel":15838},"https:\u002F\u002Fqaskills.sh\u002Fblog\u002Fhelicone-llm-monitoring-complete-guide",[938],[65,15840,15841,15842],{},"AiPedia — Helicone Features Pricing & Failure Modes ",[912,15843,15844],{"href":15844,"rel":15845},"https:\u002F\u002Fwww.aipedia.wiki\u002Ftools\u002Fhelicone\u002F",[938],[65,15847,15848,15849],{},"BuildMVPFast — Langfuse vs Helicone vs Portkey ",[912,15850,15851],{"href":15851,"rel":15852},"https:\u002F\u002Fwww.buildmvpfast.com\u002Fblog\u002Fllm-observability-stack-langfuse-helicone-portkey-2026",[938],[968,15854,15855],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}",{"title":263,"searchDepth":308,"depth":308,"links":15857},[15858,15859,15860,15861,15862,15863,15864,15865,15866,15867],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":15331,"depth":277,"text":15332},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fhelicone.webp","Helicone 真实评测：YC W23 项目，开源 LLM 观测平台 + Rust 写的 AI Gateway。2026-03-03 被 Mintlify 收购后转维护模式（安全更新 + 新模型 + bug fix 继续，主动新功能停）。免费 10K req\u002F月 + Pro $79 + Team $799（SOC2 + HIPAA）+ Enterprise 定制。零代码 SDK 改造、改 baseURL 即用，是接入最快的 LLM 观测之一。",[15871,15874,15877,15880],{"q":15872,"a":15873},"Helicone 被收购后还能用吗？","2026-03-03 Mintlify 收购 Helicone，产品转维护模式：安全 patch + 新模型支持 + bug fix 继续发，但主动新功能开发结束。现存生产部署仍稳定，但选型时要权衡：路线图不动 \u002F 不期待新观测形态 \u002F 接受工具被 Mintlify 整合或归档的风险。新项目长期演进建议看 Langfuse 或 Portkey。",{"q":15875,"a":15876},"Proxy 和 async 模式哪个好？","Proxy（改 baseURL，所有请求走 Helicone）= 接入快 + 完整捕获，但加 ~5–20ms 延迟、Helicone 挂了请求也挂。Async（SDK 异步上报）= 0 延迟 + Helicone 故障不影响业务，但失败窗口可能漏 log。生产敏感链路用 async，开发 \u002F 内部用 proxy。",{"q":15878,"a":15879},"Proxy 能看到 agent 内部工具调用吗？","不能——proxy 只能看到穿过它的 LLM 请求，agent 框架内的 tool execution \u002F sub-agent \u002F retries 都不可见。复杂 agent 调试需要 trace 级深度，要 Langfuse 的 nested span 或 Helicone Trace API（手动 POST）。",{"q":15881,"a":15882},"和 Langfuse \u002F Portkey 怎么选？","Helicone = proxy-based，URL 一改分钟上手，请求级日志 + 基础 gateway 路由。Langfuse = SDK-based，代码改造小时级，但 nested span 深度 tracing + LLM-as-judge eval 一等。Portkey = gateway-first，250+ 模型 + MCP + 强合规但定价复杂。简单 + 快 → Helicone；agent 调试 → Langfuse；网关 + 治理 + 合规 → Portkey。",[1002],{},[15886,6718,12340,12341],"saas",[15888,15891,15895,15899],{"plan":15307,"price":773,"features":15889,"notes":15890},"10K req\u002F月 + 7 天 retention + 1 seat + 1GB storage + 基础 dashboards","Free trial \u002F hobby \u002F 验证",{"plan":1174,"price":15892,"features":15893,"notes":15894},"$79\u002F月","10K + usage + 1 月 retention + unlimited seats + alerts + HQL + prompt management","中小生产",{"plan":1180,"price":15896,"features":15897,"notes":15898},"$799\u002F月","10K + usage + 3 月 retention + SOC-2 + HIPAA + 5 orgs","中大型 + 合规",{"plan":4703,"price":4584,"features":15900,"notes":15901},"自定义 retention + 永久存储 + SSO + on-prem + 专属支持","大型 \u002F 政企","Hobby 免费 10K req\u002F月 \u002F Pro $79\u002F月 \u002F Team $799\u002F月 \u002F Enterprise 定制",[15904],{"name":15174,"url":15175},{"power":314,"ux":321,"price":314,"cn_support":277,"stability":308},{"title":14849,"description":15869},"coding\u002Fapi\u002Fhelicone",[15909,15911,15913,15915,15917],{"name":15910,"url":15823,"accessed":1029},"Inference.net — Helicone Pricing & Alternatives (Jun 2026)",{"name":15912,"url":15830,"accessed":1029},"Helicone 官网",{"name":15914,"url":15837,"accessed":1029},"QASkills — Helicone LLM Monitoring Guide 2026",{"name":15916,"url":15844,"accessed":1029},"AiPedia — Helicone 评测 + 失败模式",{"name":15918,"url":15851,"accessed":1029},"BuildMVPFast — Langfuse vs Helicone vs Portkey","tools\u002Fcoding\u002Fapi\u002Fhelicone","一行代码 LLM 观测——开源 Proxy + AI Gateway，2026-03 被 Mintlify 收购、维护模式运行",[15922,15923,15924,1044,15925,12901,15926],"llm-observability","proxy","ai-gateway","ycombinator","hipaa","最容易接入的 LLM 观测，改 baseURL 几分钟看到 cost\u002Flatency\u002Ferrors。被 Mintlify 收购转维护模式后路线图不确定——做新项目权衡：要快上手 + 不期待新功能 OK；要 nested span + 持续演进走 Langfuse。","https:\u002F\u002Fwww.helicone.ai","GpJw1egdrEqix3JjRYdBYL5A5B8QlfscDzrOy_gnWYE",{"id":15931,"title":15932,"alternatives":15933,"api_compatible":20,"body":15938,"category":12340,"chinese_friendly":308,"cover":16606,"description":16607,"domestic":986,"extension":987,"faq":16608,"free":986,"github":20,"languages":16621,"meta":16622,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":14529,"pillar":12861,"platforms":16623,"priceTable":16625,"pricing":16634,"published":4588,"relatedPlaybooks":16635,"relatedReviews":20,"score":16637,"self_host":317,"seo":16638,"slug":16639,"sources":16640,"stem":16649,"suitable":20,"tagline":16650,"tags":16651,"updated":1029,"verdict":16654,"website":16655,"__hash__":16656},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm.md","LiteLLM",[15934,15935,15936,15937],{"name":15205,"url":15206},{"name":15208,"url":15209},{"name":14525,"url":14526},{"name":14522,"url":14523},{"type":22,"value":15939,"toc":16594},[15940,15942,15949,15952,15954,16047,16049,16064,16069,16073,16077,16100,16104,16129,16133,16297,16299,16445,16447,16511,16513,16539,16541,16559,16561,16591],[25,15941,28],{"id":27},[30,15943,15944,15945,15948],{},"LiteLLM 是开源 LLM 网关里事实标准：MIT 协议，BerriAI 维护，双形态——SDK（",[34,15946,15947],{},"pip install","，单进程嵌入）+ Proxy（Docker Compose + Postgres，团队级网关）。100+ 厂商统一 OpenAI 接口，虚拟 Key + 团队预算 + 三类 fallback（错误\u002F政策\u002F上下文）+ 成本追踪 + 内置 admin UI。2026-03 供应链事件后 v1.83+ 强化镜像验证，生产固定签名版本。",[30,15950,15951],{},"适合：中大型团队 \u002F 合规 \u002F 想完全控数据 + BYOK；微服务架构需要语言无关的 OpenAI 网关；要把成本治理 + 观测做到自建。不适合：不想运维（SaaS 走 OpenRouter \u002F Portkey）；中文支付 \u002F 业务运营（走 one-api \u002F new-api）；纯个人项目（pip 装 SDK 已够，不需要 Proxy）。",[25,15953,60],{"id":60},[62,15955,15956,15962,15971,15980,15988,15997,16003,16009,16018,16024,16030,16036,16042],{},[65,15957,15958,15961],{},[43,15959,15960],{},"100+ providers","：OpenAI \u002F Anthropic \u002F Google \u002F AWS Bedrock \u002F Azure \u002F vLLM \u002F Ollama \u002F Together \u002F HuggingFace 等",[65,15963,15964,15967,15968],{},[43,15965,15966],{},"统一 OpenAI 接口","：所有模型走 ",[34,15969,15970],{},"\u002Fv1\u002Fchat\u002Fcompletions",[65,15972,15973,76,15976,15979],{},[43,15974,15975],{},"SDK 模式",[34,15977,15978],{},"from litellm import completion","，适合嵌入",[65,15981,15982,15984,15985,2349],{},[43,15983,15228],{},"：HTTP 服务 + Postgres + admin UI（",[34,15986,15987],{},"\u002Fui",[65,15989,15990,76,15993,15996],{},[43,15991,15992],{},"虚拟 Key",[34,15994,15995],{},"\u002Fkey\u002Fgenerate"," 给团队 \u002F 服务签发独立 Key + 预算 + 模型白名单",[65,15998,15999,16002],{},[43,16000,16001],{},"三类 fallback","：错误 \u002F 内容政策 \u002F context window",[65,16004,16005,16008],{},[43,16006,16007],{},"重试 + 超时 + cooldown","：完整 SRE 配套",[65,16010,16011,76,16014,16017],{},[43,16012,16013],{},"Cost tracking",[34,16015,16016],{},"\u002Fglobal\u002Fspend\u002Freport"," + admin UI 看每团队 \u002F Key \u002F 模型成本",[65,16019,16020,16023],{},[43,16021,16022],{},"回调","：Langfuse \u002F Prometheus \u002F Slack 一键挂载",[65,16025,16026,16029],{},[43,16027,16028],{},"Guardrails","：Presidio PII masking \u002F 自定义内容检查",[65,16031,16032,16035],{},[43,16033,16034],{},"缓存","：Redis 内置 + 语义缓存",[65,16037,16038,16041],{},[43,16039,16040],{},"Routing strategy","：cost-based \u002F latency-based \u002F round-robin",[65,16043,16044,16046],{},[43,16045,9061],{},"：完全自由商用 + 修改",[25,16048,158],{"id":158},[62,16050,16051,16056,16061],{},[65,16052,16053,16055],{},[43,16054,165],{},"：$0；自托管成本 = 1 台 Postgres + 1 台 LiteLLM container（~2GB RAM）",[65,16057,16058,16060],{},[43,16059,4703],{},"：Custom；SSO \u002F SAML \u002F 审计 \u002F SLA \u002F on-prem 部署支持",[65,16062,16063],{},"模型成本走各厂商直接结算（BYOK）",[174,16065,16066],{},[30,16067,16068],{},"小规模总成本：1 台 2 核 4G VPS 跑 Postgres + LiteLLM 月 $20–30，团队 10 人完全够。",[25,16070,16072],{"id":16071},"实测10-人-saas-微服务架构","实测（10 人 SaaS \u002F 微服务架构）",[30,16074,16075],{},[43,16076,187],{},[62,16078,16079,16082,16085,16088,16091,16094,16097],{},[65,16080,16081],{},"Docker Compose 40 分钟拉起完整生产栈",[65,16083,16084],{},"虚拟 Key + 预算让微服务团队成本归因清晰",[65,16086,16087],{},"三类 fallback 配齐后可用率从 99.2% → 99.8%",[65,16089,16090],{},"admin UI 看每团队每天成本省了一堆自研 dashboard",[65,16092,16093],{},"Postgres + master key 模式，密钥 + 配置一致性高",[65,16095,16096],{},"与 Langfuse 集成做 trace + cost 双视角",[65,16098,16099],{},"多语言客户端（Python \u002F Node \u002F Go \u002F Rust）走同一 endpoint 体验一致",[30,16101,16102],{},[43,16103,221],{},[62,16105,16106,16113,16116,16119,16126],{},[65,16107,16108,16109,16112],{},"2026-03 供应链事件让团队对 ",[34,16110,16111],{},":latest"," tag 警惕，生产必须固定签名版本（如 v1.85.0）",[65,16114,16115],{},"Postgres salt key 一旦生成不能轮换，初始化前要谨慎备份",[65,16117,16118],{},"admin UI 早期版本英文为主，中文文档少",[65,16120,16121,16122,16125],{},"模型 ID 命名复杂（",[34,16123,16124],{},"provider\u002Fmodel-name","），各厂商命名规则不一",[65,16127,16128],{},"自托管 = 自付运维（Postgres backup \u002F 升级 \u002F 监控）",[25,16130,16132],{"id":16131},"上手proxy-模式","上手（Proxy 模式）",[258,16134,16136],{"className":260,"code":16135,"language":262,"meta":263,"style":263},"mkdir llm-gateway && cd llm-gateway\nopenssl rand -hex 32 > .master_key\nopenssl rand -hex 32 > .salt_key\n\n# docker-compose.yml 拉 ghcr.io\u002Fberriai\u002Flitellm:v1.85.0\n# config.yaml 写 model_list \u002F fallbacks \u002F litellm_settings\n\ndocker compose up -d\n\n# 生成虚拟 Key\ncurl -X POST http:\u002F\u002Flocalhost:4000\u002Fkey\u002Fgenerate \\\n  -H \"Authorization: Bearer $LITELLM_MASTER_KEY\" \\\n  -d '{\"models\":[\"gpt-5.4\",\"claude-sonnet-4.6\"],\"max_budget\":100}'\n\n# 业务方调用\ncurl http:\u002F\u002Flocalhost:4000\u002Fv1\u002Fchat\u002Fcompletions \\\n  -H \"Authorization: Bearer sk-xxx\" \\\n  -d '{\"model\":\"gpt-5.4\",\"messages\":[...]}'\n",[34,16137,16138,16152,16172,16187,16191,16196,16201,16205,16215,16219,16224,16240,16255,16263,16267,16272,16281,16290],{"__ignoreMap":263},[267,16139,16140,16142,16145,16147,16149],{"class":269,"line":270},[267,16141,10464],{"class":280},[267,16143,16144],{"class":284}," llm-gateway",[267,16146,4154],{"class":298},[267,16148,4148],{"class":288},[267,16150,16151],{"class":284}," llm-gateway\n",[267,16153,16154,16157,16160,16163,16166,16169],{"class":269,"line":277},[267,16155,16156],{"class":280},"openssl",[267,16158,16159],{"class":284}," rand",[267,16161,16162],{"class":288}," -hex",[267,16164,16165],{"class":288}," 32",[267,16167,16168],{"class":488}," >",[267,16170,16171],{"class":284}," .master_key\n",[267,16173,16174,16176,16178,16180,16182,16184],{"class":269,"line":308},[267,16175,16156],{"class":280},[267,16177,16159],{"class":284},[267,16179,16162],{"class":288},[267,16181,16165],{"class":288},[267,16183,16168],{"class":488},[267,16185,16186],{"class":284}," .salt_key\n",[267,16188,16189],{"class":269,"line":314},[267,16190,318],{"emptyLinePlaceholder":317},[267,16192,16193],{"class":269,"line":321},[267,16194,16195],{"class":273},"# docker-compose.yml 拉 ghcr.io\u002Fberriai\u002Flitellm:v1.85.0\n",[267,16197,16198],{"class":269,"line":327},[267,16199,16200],{"class":273},"# config.yaml 写 model_list \u002F fallbacks \u002F litellm_settings\n",[267,16202,16203],{"class":269,"line":5},[267,16204,318],{"emptyLinePlaceholder":317},[267,16206,16207,16209,16211,16213],{"class":269,"line":338},[267,16208,281],{"class":280},[267,16210,15537],{"class":284},[267,16212,15540],{"class":284},[267,16214,15543],{"class":288},[267,16216,16217],{"class":269,"line":347},[267,16218,318],{"emptyLinePlaceholder":317},[267,16220,16221],{"class":269,"line":356},[267,16222,16223],{"class":273},"# 生成虚拟 Key\n",[267,16225,16226,16229,16232,16235,16238],{"class":269,"line":365},[267,16227,16228],{"class":280},"curl",[267,16230,16231],{"class":288}," -X",[267,16233,16234],{"class":284}," POST",[267,16236,16237],{"class":284}," http:\u002F\u002Flocalhost:4000\u002Fkey\u002Fgenerate",[267,16239,305],{"class":288},[267,16241,16242,16245,16248,16251,16253],{"class":269,"line":374},[267,16243,16244],{"class":288},"  -H",[267,16246,16247],{"class":284}," \"Authorization: Bearer ",[267,16249,16250],{"class":298},"$LITELLM_MASTER_KEY",[267,16252,11892],{"class":284},[267,16254,305],{"class":288},[267,16256,16257,16260],{"class":269,"line":383},[267,16258,16259],{"class":288},"  -d",[267,16261,16262],{"class":284}," '{\"models\":[\"gpt-5.4\",\"claude-sonnet-4.6\"],\"max_budget\":100}'\n",[267,16264,16265],{"class":269,"line":392},[267,16266,318],{"emptyLinePlaceholder":317},[267,16268,16269],{"class":269,"line":397},[267,16270,16271],{"class":273},"# 业务方调用\n",[267,16273,16274,16276,16279],{"class":269,"line":403},[267,16275,16228],{"class":280},[267,16277,16278],{"class":284}," http:\u002F\u002Flocalhost:4000\u002Fv1\u002Fchat\u002Fcompletions",[267,16280,305],{"class":288},[267,16282,16283,16285,16288],{"class":269,"line":409},[267,16284,16244],{"class":288},[267,16286,16287],{"class":284}," \"Authorization: Bearer sk-xxx\"",[267,16289,305],{"class":288},[267,16291,16292,16294],{"class":269,"line":417},[267,16293,16259],{"class":288},[267,16295,16296],{"class":284}," '{\"model\":\"gpt-5.4\",\"messages\":[...]}'\n",[25,16298,611],{"id":611},[613,16300,16301,16317],{},[616,16302,16303],{},[619,16304,16305,16307,16309,16312,16315],{},[622,16306,624],{},[622,16308,15932],{},[622,16310,16311],{},"OpenRouter",[622,16313,16314],{},"One-API",[622,16316,14852],{},[637,16318,16319,16333,16345,16357,16373,16386,16400,16415,16429],{},[619,16320,16321,16323,16326,16329,16331],{},[642,16322,6380],{},[642,16324,16325],{},"OSS + Enterprise",[642,16327,16328],{},"SaaS",[642,16330,165],{},[642,16332,16328],{},[619,16334,16335,16337,16339,16341,16343],{},[642,16336,5742],{},[642,16338,9393],{},[642,16340,4329],{},[642,16342,9393],{},[642,16344,4329],{},[619,16346,16347,16349,16351,16353,16355],{},[642,16348,754],{},[642,16350,713],{},[642,16352,688],{},[642,16354,713],{},[642,16356,4703],{},[619,16358,16359,16361,16364,16367,16370],{},[642,16360,7557],{},[642,16362,16363],{},"100+",[642,16365,16366],{},"300+",[642,16368,16369],{},"30+",[642,16371,16372],{},"250+",[619,16374,16375,16378,16380,16382,16384],{},[642,16376,16377],{},"虚拟 Key + 预算",[642,16379,713],{},[642,16381,4329],{},[642,16383,713],{},[642,16385,713],{},[619,16387,16388,16391,16394,16396,16398],{},[642,16389,16390],{},"Fallback",[642,16392,16393],{},"✅ 三类",[642,16395,713],{},[642,16397,713],{},[642,16399,713],{},[619,16401,16402,16405,16407,16410,16413],{},[642,16403,16404],{},"admin UI",[642,16406,680],{},[642,16408,16409],{},"dashboard",[642,16411,16412],{},"✅ 中文 UI",[642,16414,713],{},[619,16416,16417,16420,16422,16424,16427],{},[642,16418,16419],{},"中文支付",[642,16421,688],{},[642,16423,688],{},[642,16425,16426],{},"✅ EPay 内置",[642,16428,688],{},[619,16430,16431,16434,16437,16439,16442],{},[642,16432,16433],{},"集成观测",[642,16435,16436],{},"Langfuse\u002FProm",[642,16438,16409],{},[642,16440,16441],{},"仪表盘",[642,16443,16444],{},"原生",[25,16446,801],{"id":801},[62,16448,16449,16457,16463,16469,16475,16485,16491,16505],{},[65,16450,16451,76,16454,16456],{},[43,16452,16453],{},"必固定版本号",[34,16455,16111],{}," \u002F 滚动 tag 在 2026-03 供应链事件后已是禁忌；用带签名验证的具体版本（如 v1.85.0）",[65,16458,16459,16462],{},[43,16460,16461],{},"salt_key 不能轮换","：初始化前生成 + 加密备份",[65,16464,16465,16468],{},[43,16466,16467],{},"Postgres 备份","：所有虚拟 Key + 预算都在 DB，必须定期备份",[65,16470,16471,16474],{},[43,16472,16473],{},"fallback 链别堆超 3 个","：失败叠加延迟 + 计费混乱",[65,16476,16477,16480,16481,16484],{},[43,16478,16479],{},"drop_params 谨慎开","：开 ",[34,16482,16483],{},"drop_params: true"," 会静默丢不兼容字段，调试时容易 confused",[65,16486,16487,16490],{},[43,16488,16489],{},"PII guardrail 不是 0 延迟","：Presidio 调用增 50–100ms，敏感场景再用",[65,16492,16493,16496,16497,16500,16501,16504],{},[43,16494,16495],{},"monorepo + workspace 模型映射","：业务方调 ",[34,16498,16499],{},"gpt-4"," → config 映射到 ",[34,16502,16503],{},"openai\u002Fgpt-5.4-mini","，要规划稳定映射表",[65,16506,16507,16510],{},[43,16508,16509],{},"国内自托管","：BYOK Key 走海外 API 仍然受网络影响，需要部署在能直连厂商的节点",[25,16512,872],{"id":871},[62,16514,16515,16518,16521,16524,16527,16530,16533,16536],{},[65,16516,16517],{},"✅ 中大型团队 \u002F 微服务架构",[65,16519,16520],{},"✅ 合规 \u002F 数据主权要求",[65,16522,16523],{},"✅ 多团队预算治理",[65,16525,16526],{},"✅ 想叠加 Langfuse \u002F Helicone \u002F Prometheus 观测",[65,16528,16529],{},"✅ BYOK 模式跨多厂商",[65,16531,16532],{},"❌ 不想运维（走 OpenRouter \u002F Portkey）",[65,16534,16535],{},"❌ 国内业务支付 + 中文运营（走 one-api \u002F new-api）",[65,16537,16538],{},"❌ 纯个人项目（SDK 足够，不需要 Proxy）",[25,16540,906],{"id":906},[62,16542,16543,16547,16551,16555],{},[65,16544,16545],{},[912,16546,15808],{"href":15206},[65,16548,16549],{},[912,16550,15813],{"href":15209},[65,16552,16553],{},[912,16554,15085],{"href":14526},[65,16556,16557],{},[912,16558,15080],{"href":14523},[25,16560,927],{"id":927},[929,16562,16563,16570,16577,16584],{},[65,16564,16565,16566],{},"NerdLevelTech — LiteLLM Proxy Production Tutorial 2026（含 v1.85.0 + 供应链事件细节）",[912,16567,16568],{"href":16568,"rel":16569},"https:\u002F\u002Fnerdleveltech.com\u002Flitellm-proxy-production-llm-gateway-tutorial",[938],[65,16571,16572,16573],{},"LiteLLM 官方文档 — Fallbacks \u002F Retries \u002F Cooldowns ",[912,16574,16575],{"href":16575,"rel":16576},"https:\u002F\u002Fdocs.litellm.ai\u002Fdocs\u002Fproxy\u002Freliability",[938],[65,16578,16579,16580],{},"Youngju.dev — LiteLLM Complete Guide 2026（SDK vs Proxy \u002F cost-based routing）",[912,16581,16582],{"href":16582,"rel":16583},"https:\u002F\u002Fwww.youngju.dev\u002Fblog\u002Fculture\u002F2026-03-25-litellm-unified-llm-api-proxy-guide-2025.en",[938],[65,16585,16586,16587],{},"GitHub — BerriAI\u002Flitellm README ",[912,16588,16589],{"href":16589,"rel":16590},"https:\u002F\u002Fgithub.com\u002FBerriAI\u002Flitellm",[938],[968,16592,16593],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":16595},[16596,16597,16598,16599,16600,16601,16602,16603,16604,16605],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":16071,"depth":277,"text":16072},{"id":16131,"depth":277,"text":16132},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Flitellm.webp","LiteLLM 真实评测：MIT 开源 LLM 网关，BerriAI 维护。SDK 模式（pip install litellm）+ Proxy 模式（Docker Compose 自托管）双形态，100+ 厂商统一 OpenAI 接口，虚拟 Key + 团队预算 + 三类 fallback + 成本追踪 + 内置 UI。2026-03 经历供应链事件后 v1.83+ 强化签名 + 镜像验证，生产请固定版本号。",[16609,16612,16615,16618],{"q":16610,"a":16611},"SDK 和 Proxy 模式区别？","SDK 模式（`from litellm import completion`）直接在 Python 里调，适合个人项目 \u002F 单服务。Proxy 模式启动一个 HTTP 服务（默认 4000 端口）+ Postgres，所有应用通过 OpenAI 兼容 endpoint 调用，支持虚拟 Key \u002F 团队 \u002F 预算 \u002F 配额 \u002F admin UI——团队 \u002F 多语言客户端 \u002F 生产建议走 Proxy。",{"q":16613,"a":16614},"Fallback 有几种？","三类：(1) general fallback——5xx\u002F429 错误切到备用模型；(2) content policy fallback——内容审查拒绝时切；(3) context window fallback——输入超 context 切大窗口模型（比如超 GPT-4 32k 自动切 Claude 200k）。可叠加 num_retries \u002F cooldown \u002F timeout 做完整 SRE 策略。",{"q":16616,"a":16617},"2026-03 供应链事件是什么？","2026-03-24 PyPI 上的 v1.82.7 \u002F v1.82.8 在被替换约 40 分钟内可能植入 Trivy CI token 外泄代码。BerriAI 在 v1.83+ 强化签名 + 镜像验证，生产部署务必固定到带签名验证的版本（如 v1.85.0），不要用 `:latest` tag。",{"q":16619,"a":16620},"和 OpenRouter 怎么选？","OpenRouter = SaaS（不用自己运维 + 直接付钱）；LiteLLM = OSS 自托管（自付服务器 + 完全控制数据 + BYOK 所有 Key）。中大型团队 \u002F 合规 \u002F 长期成本敏感 \u002F 自建 → LiteLLM Proxy；小团队 \u002F 不想运维 \u002F 快速迭代 → OpenRouter。",[1002],{},[12341,15923,281,16624],"kubernetes",[16626,16631],{"plan":16627,"price":16628,"features":16629,"notes":16630},"Open Source","$0（MIT）","SDK + Proxy + Postgres 虚拟 Key + 预算 + fallback + admin UI + 100+ providers","完全自托管，模型 \u002F 平台费走自付",{"plan":4703,"price":4584,"features":16632,"notes":16633},"SSO \u002F SAML + Audit + JWT auth + 高级路由 + SLA + on-prem 部署支持","联系 BerriAI 销售","MIT 开源免费 \u002F Enterprise SaaS 定制",[16636],{"name":15174,"url":15175},{"power":321,"ux":314,"price":321,"cn_support":308,"stability":314},{"title":15932,"description":16607},"coding\u002Fapi\u002Flitellm",[16641,16643,16645,16647],{"name":16642,"url":16568,"accessed":1029},"NerdLevelTech — LiteLLM Proxy 生产教程 2026",{"name":16644,"url":16575,"accessed":1029},"LiteLLM 官方文档 — Fallbacks",{"name":16646,"url":16582,"accessed":1029},"Youngju.dev — LiteLLM Complete Guide 2026",{"name":16648,"url":16589,"accessed":1029},"GitHub — BerriAI\u002Flitellm","tools\u002Fcoding\u002Fapi\u002Flitellm","MIT 开源 LLM 网关——SDK + Proxy 双形态，100+ 厂商统一 OpenAI 接口 + 虚拟 Key + 团队预算",[16652,15923,12341,1044,6722,12196,16653,13498],"llm-gateway","virtual-keys","想要『SaaS 体验 + 完全自托管』的开源 LLM 网关首选。组合『LiteLLM 网关 + Helicone\u002FLangfuse 观测』在中大型 dev org 是黄金组合。中文中转 + 业务支付走 one-api。","https:\u002F\u002Fwww.litellm.ai","6bZL9hkjSKgSreq6sFAHStozW6QAMnwdxy4__FnhQho",{"id":16658,"title":16314,"alternatives":16659,"api_compatible":20,"body":16664,"category":12340,"chinese_friendly":321,"cover":17265,"description":17266,"domestic":986,"extension":987,"faq":17267,"free":986,"github":20,"languages":17279,"meta":17280,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":15209,"pillar":12861,"platforms":17281,"priceTable":17282,"pricing":16755,"published":4588,"relatedPlaybooks":17291,"relatedReviews":20,"score":17295,"self_host":317,"seo":17296,"slug":17297,"sources":17298,"stem":17307,"suitable":20,"tagline":17308,"tags":17309,"updated":1029,"verdict":17311,"website":17242,"__hash__":17312},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fone-api.md",[16660,16661,16662,16663],{"name":14528,"url":14529},{"name":15205,"url":15206},{"name":14525,"url":14526},{"name":14522,"url":14523},{"type":22,"value":16665,"toc":17253},[16666,16668,16674,16677,16679,16747,16749,16763,16768,16772,16776,16801,16805,16831,16835,16948,16950,17112,17114,17169,17171,17199,17201,17219,17221,17251],[25,16667,28],{"id":27},[30,16669,16670,16671,16673],{},"One-API 是国内最流行的开源 LLM API 网关——JustSong 用 Go 写的 OpenAI 兼容代理，GitHub 18K+ Star，",[34,16672,195],{}," 一行起一个能用的 AI API 平台。30+ 厂商（海外 + 国内全覆盖）统一 OpenAI 格式，内置中文 UI + Key 管理 + 渠道分组 + 负载均衡 + 额度系统 + 邀请返佣。衍生项目 new-api（QuantumNous）增强多租户、缓存独立计费、内置 EPay \u002F Stripe 支付、Claude \u002F Gemini 原生格式、多种登录方式——已成为商业化中转站的事实底座。",[30,16675,16676],{},"适合：国内个人 \u002F 小团队自建 LLM 网关 + 多账号轮询；企业内部统一多厂商 API 入口 + 中文运营；学习 LLM 网关架构。不适合：微服务架构 \u002F 多语言客户端（走 LiteLLM）；不想运维（走 OpenRouter \u002F Portkey）；向中国境内公众提供未备案服务（违法）。",[25,16678,60],{"id":60},[62,16680,16681,16687,16693,16699,16705,16711,16717,16723,16729,16735,16741],{},[65,16682,16683,16686],{},[43,16684,16685],{},"30+ 厂商","：OpenAI \u002F Claude \u002F Gemini \u002F Mistral \u002F Groq \u002F xAI；DeepSeek \u002F 通义 \u002F 文心 \u002F 讯飞 \u002F 智谱 \u002F 豆包 \u002F Moonshot \u002F 百川 \u002F MiniMax \u002F 零一万物 \u002F 阶跃星辰；Ollama \u002F Cloudflare Workers AI 等",[65,16688,16689,16692],{},[43,16690,16691],{},"Key 管理","：生成 \u002F 分发 \u002F 过期 \u002F 额度控制",[65,16694,16695,16698],{},[43,16696,16697],{},"渠道分组","：批量创建 \u002F 分组 \u002F 模型映射",[65,16700,16701,16704],{},[43,16702,16703],{},"负载均衡","：多 Key 轮询 + 失败自动重试",[65,16706,16707,16710],{},[43,16708,16709],{},"额度系统","：用户额度 \u002F 兑换码 \u002F 邀请返佣",[65,16712,16713,16716],{},[43,16714,16715],{},"日志监控","：请求日志 \u002F 额度明细 \u002F 报警",[65,16718,16719,16722],{},[43,16720,16721],{},"权限控制","：IP 白名单 \u002F Token 分组 \u002F 模型限制",[65,16724,16725,16728],{},[43,16726,16727],{},"多输出格式","：OpenAI \u002F Claude \u002F Gemini 原生（new-api）",[65,16730,16731,16734],{},[43,16732,16733],{},"多登录方式","：邮箱 \u002F GitHub \u002F 飞书；new-api 加 Discord \u002F Telegram \u002F LinuxDO \u002F OIDC",[65,16736,16737,16740],{},[43,16738,16739],{},"Docker 一键部署","：SQLite（小规模）\u002F MySQL（生产）",[65,16742,16743,16746],{},[43,16744,16745],{},"多语言 UI","：中文 \u002F 英文 \u002F 日文",[25,16748,158],{"id":158},[62,16750,16751,16757,16760],{},[65,16752,16753,16756],{},[43,16754,16755],{},"MIT 开源免费","，自托管成本 = 1 台 VPS（最小 1 核 1G 跑 SQLite 版）",[65,16758,16759],{},"上游模型成本走各厂商直接结算",[65,16761,16762],{},"new-api 内置 EPay \u002F Stripe 支付，可对接支付宝当面付 \u002F 微信支付（自行二开）",[174,16764,16765],{},[30,16766,16767],{},"部署起步：阿里云 \u002F 腾讯云轻量 1 核 1G 月 ¥30，配 Cloudflare CDN 全套月不到 ¥50。",[25,16769,16771],{"id":16770},"实测5-人创业团队-内部统一-api-入口","实测（5 人创业团队 + 内部统一 API 入口）",[30,16773,16774],{},[43,16775,187],{},[62,16777,16778,16783,16786,16789,16792,16795,16798],{},[65,16779,16780,16782],{},[34,16781,195],{}," 一行 5 分钟拉起 + 中文 UI 上手 0 摩擦",[65,16784,16785],{},"多 Key 轮询解决 OpenAI \u002F Anthropic 单 Key 限流",[65,16787,16788],{},"国内模型全 + 统一 OpenAI 接口，业务代码 0 修改切换",[65,16790,16791],{},"额度系统给每人发 token，成本归因清晰",[65,16793,16794],{},"new-api 仪表盘 + 缓存计费让 prompt caching 优化看得见",[65,16796,16797],{},"new-api 内置 EPay 支付对 B2B 中转站很方便",[65,16799,16800],{},"二次开发简单：Go 单仓 + 前端 React，加渠道 \u002F 改 logo 都不难",[30,16802,16803],{},[43,16804,221],{},[62,16806,16807,16810,16813,16816,16819,16822,16825,16828],{},[65,16808,16809],{},"默认账号 root \u002F 123456 不改是大坑，公网暴露 = 资产被滥用",[65,16811,16812],{},"SQLite 版只适合个人 \u002F \u003C10 用户，团队 \u002F 生产必须 MySQL",[65,16814,16815],{},"文档以中文 README 为主，国际化弱",[65,16817,16818],{},"原版 one-api 缺多租户 + 缓存计费 + 仪表盘，生产几乎都得切 new-api",[65,16820,16821],{},"上游模型轮询时单点失败重试策略不如 LiteLLM 三类 fallback 细",[65,16823,16824],{},"高并发场景需要 Redis 配合做限流",[65,16826,16827],{},"部分上游厂商接口变更后需手动跟进升级",[65,16829,16830],{},"合规：未备案对外服务面临监管风险，企业内部用没问题",[25,16832,16834],{"id":16833},"上手new-api-推荐","上手（new-api 推荐）",[258,16836,16838],{"className":260,"code":16837,"language":262,"meta":263,"style":263},"# MySQL 生产版\ndocker run --name new-api -d --restart always -p 3000:3000 \\\n  -e SQL_DSN=\"root:pass@tcp(host:3306)\u002Fnewapi\" \\\n  -e TZ=Asia\u002FShanghai \\\n  -v $PWD\u002Fdata:\u002Fdata \\\n  calciumion\u002Fnew-api:latest\n\n# 访问 http:\u002F\u002Flocalhost:3000\n# 1. 改 root 密码 + 关注册 + 加 IP 白名单\n# 2. 渠道管理 → 添加上游（OpenAI \u002F Anthropic \u002F DeepSeek Key）\n# 3. 设模型映射 + 倍率\n# 4. 用户管理 → 生成 token 给业务方\n# 5. 业务方调用：\n#    baseURL = https:\u002F\u002Fyour-domain\u002Fv1\n#    api_key = sk-xxx-from-newapi\n",[34,16839,16840,16845,16870,16879,16888,16899,16904,16908,16913,16918,16923,16928,16933,16938,16943],{"__ignoreMap":263},[267,16841,16842],{"class":269,"line":270},[267,16843,16844],{"class":273},"# MySQL 生产版\n",[267,16846,16847,16849,16851,16853,16856,16858,16861,16863,16865,16868],{"class":269,"line":277},[267,16848,281],{"class":280},[267,16850,285],{"class":284},[267,16852,6220],{"class":288},[267,16854,16855],{"class":284}," new-api",[267,16857,6217],{"class":288},[267,16859,16860],{"class":288}," --restart",[267,16862,10555],{"class":284},[267,16864,289],{"class":288},[267,16866,16867],{"class":284}," 3000:3000",[267,16869,305],{"class":288},[267,16871,16872,16874,16877],{"class":269,"line":308},[267,16873,10512],{"class":288},[267,16875,16876],{"class":284}," SQL_DSN=\"root:pass@tcp(host:3306)\u002Fnewapi\"",[267,16878,305],{"class":288},[267,16880,16881,16883,16886],{"class":269,"line":314},[267,16882,10512],{"class":288},[267,16884,16885],{"class":284}," TZ=Asia\u002FShanghai",[267,16887,305],{"class":288},[267,16889,16890,16892,16894,16897],{"class":269,"line":321},[267,16891,6230],{"class":288},[267,16893,299],{"class":298},[267,16895,16896],{"class":284},"\u002Fdata:\u002Fdata",[267,16898,305],{"class":288},[267,16900,16901],{"class":269,"line":327},[267,16902,16903],{"class":284},"  calciumion\u002Fnew-api:latest\n",[267,16905,16906],{"class":269,"line":5},[267,16907,318],{"emptyLinePlaceholder":317},[267,16909,16910],{"class":269,"line":338},[267,16911,16912],{"class":273},"# 访问 http:\u002F\u002Flocalhost:3000\n",[267,16914,16915],{"class":269,"line":347},[267,16916,16917],{"class":273},"# 1. 改 root 密码 + 关注册 + 加 IP 白名单\n",[267,16919,16920],{"class":269,"line":356},[267,16921,16922],{"class":273},"# 2. 渠道管理 → 添加上游（OpenAI \u002F Anthropic \u002F DeepSeek Key）\n",[267,16924,16925],{"class":269,"line":365},[267,16926,16927],{"class":273},"# 3. 设模型映射 + 倍率\n",[267,16929,16930],{"class":269,"line":374},[267,16931,16932],{"class":273},"# 4. 用户管理 → 生成 token 给业务方\n",[267,16934,16935],{"class":269,"line":383},[267,16936,16937],{"class":273},"# 5. 业务方调用：\n",[267,16939,16940],{"class":269,"line":392},[267,16941,16942],{"class":273},"#    baseURL = https:\u002F\u002Fyour-domain\u002Fv1\n",[267,16944,16945],{"class":269,"line":397},[267,16946,16947],{"class":273},"#    api_key = sk-xxx-from-newapi\n",[25,16949,611],{"id":611},[613,16951,16952,16967],{},[616,16953,16954],{},[619,16955,16956,16958,16960,16963,16965],{},[622,16957,624],{},[622,16959,16314],{},[622,16961,16962],{},"new-api",[622,16964,15932],{},[622,16966,16311],{},[637,16968,16969,16983,16997,17010,17025,17039,17053,17068,17082,17097],{},[619,16970,16971,16974,16977,16979,16981],{},[642,16972,16973],{},"语言",[642,16975,16976],{},"Go",[642,16978,16976],{},[642,16980,2227],{},[642,16982,4329],{},[619,16984,16985,16988,16990,16992,16995],{},[642,16986,16987],{},"多租户",[642,16989,688],{},[642,16991,713],{},[642,16993,16994],{},"✅ (Enterprise)",[642,16996,688],{},[619,16998,16999,17002,17004,17006,17008],{},[642,17000,17001],{},"缓存独立计费",[642,17003,688],{},[642,17005,713],{},[642,17007,4329],{},[642,17009,4329],{},[619,17011,17012,17015,17017,17020,17022],{},[642,17013,17014],{},"内置支付",[642,17016,688],{},[642,17018,17019],{},"EPay \u002F Stripe",[642,17021,688],{},[642,17023,17024],{},"❌（卡 + USDC）",[619,17026,17027,17030,17033,17035,17037],{},[642,17028,17029],{},"中文支付二开",[642,17031,17032],{},"✅ 易",[642,17034,17032],{},[642,17036,4329],{},[642,17038,4329],{},[619,17040,17041,17044,17046,17048,17051],{},[642,17042,17043],{},"中文 UI",[642,17045,713],{},[642,17047,713],{},[642,17049,17050],{},"英文",[642,17052,17050],{},[619,17054,17055,17058,17061,17063,17065],{},[642,17056,17057],{},"国内模型覆盖",[642,17059,17060],{},"✅ 全",[642,17062,17060],{},[642,17064,716],{},[642,17066,17067],{},"中等",[619,17069,17070,17073,17075,17077,17079],{},[642,17071,17072],{},"Claude 原生格式",[642,17074,688],{},[642,17076,713],{},[642,17078,713],{},[642,17080,17081],{},"OpenAI 兼容",[619,17083,17084,17087,17090,17093,17095],{},[642,17085,17086],{},"GitHub Star",[642,17088,17089],{},"18K+",[642,17091,17092],{},"增长快",[642,17094,2190],{},[642,17096,4329],{},[619,17098,17099,17102,17105,17107,17110],{},[642,17100,17101],{},"部署难度",[642,17103,17104],{},"⭐",[642,17106,17104],{},[642,17108,17109],{},"⭐⭐",[642,17111,4329],{},[25,17113,801],{"id":801},[62,17115,17116,17121,17127,17133,17139,17145,17151,17157,17163],{},[65,17117,17118],{},[43,17119,17120],{},"第一件事改 root 密码 + 关公开注册 + 加 IP 白名单",[65,17122,17123,17126],{},[43,17124,17125],{},"生产用 MySQL 不要 SQLite","：SQLite 并发上千就吃力",[65,17128,17129,17132],{},[43,17130,17131],{},"加 Cloudflare CDN + WAF","：上游厂商风控会按出口 IP，扛不住会被拉黑",[65,17134,17135,17138],{},[43,17136,17137],{},"渠道倍率别贪 0.1","：太低用户烧得快 + 上游被你做穿",[65,17140,17141,17144],{},[43,17142,17143],{},"充值流水必须留痕","：EPay \u002F 自二开支付要符合发票 \u002F 反洗钱要求",[65,17146,17147,17150],{},[43,17148,17149],{},"算法备案","：对中国境内公众提供生成式 AI 服务必须备案，否则违法",[65,17152,17153,17156],{},[43,17154,17155],{},"上游条款","：OpenAI \u002F Anthropic \u002F 国内厂商基本都禁止未授权转售 API，自用 OK，商业化要拿合作授权",[65,17158,17159,17162],{},[43,17160,17161],{},"缓存计费 (new-api)","：开 prompt caching 后单价不同，账单要看明细",[65,17164,17165,17168],{},[43,17166,17167],{},"国内访问外网模型","：服务器要部署在能直连厂商的节点（如香港 \u002F 美西）+ 反向代理给国内用户",[25,17170,872],{"id":871},[62,17172,17173,17176,17179,17182,17185,17188,17191,17193,17196],{},[65,17174,17175],{},"✅ 国内个人 \u002F 小团队自建 LLM 网关",[65,17177,17178],{},"✅ 企业内部统一多厂商 API 入口",[65,17180,17181],{},"✅ 学习 LLM 网关架构 \u002F 二次开发",[65,17183,17184],{},"✅ 国内模型 + 海外模型混用",[65,17186,17187],{},"✅ 中文运营 + 国内支付",[65,17189,17190],{},"❌ 微服务 \u002F 多语言客户端（走 LiteLLM）",[65,17192,16532],{},[65,17194,17195],{},"❌ 向中国境内公众提供未备案服务（违法）",[65,17197,17198],{},"❌ 国际化产品 \u002F 多语言文档需求",[25,17200,906],{"id":906},[62,17202,17203,17207,17211,17215],{},[65,17204,17205],{},[912,17206,15090],{"href":14529},[65,17208,17209],{},[912,17210,15808],{"href":15206},[65,17212,17213],{},[912,17214,15085],{"href":14526},[65,17216,17217],{},[912,17218,15080],{"href":14523},[25,17220,927],{"id":927},[929,17222,17223,17230,17237,17244],{},[65,17224,17225,17226],{},"CSDN — One-API vs New-API 2026 选型与部署踩坑 ",[912,17227,17228],{"href":17228,"rel":17229},"https:\u002F\u002Fblog.csdn.net\u002Fofoxcoding\u002Farticle\u002Fdetails\u002F158886435",[938],[65,17231,17232,17233],{},"DeepSeek 社区 — 2026 LLM API 中转站技术全景（含 new-api 增强能力对比表）",[912,17234,17235],{"href":17235,"rel":17236},"https:\u002F\u002Fdevpress.csdn.net\u002Fv1\u002Farticle\u002Fdetail\u002F161060038",[938],[65,17238,17239,17240],{},"GitHub — songquanpeng\u002Fone-api ",[912,17241,17242],{"href":17242,"rel":17243},"https:\u002F\u002Fgithub.com\u002Fsongquanpeng\u002Fone-api",[938],[65,17245,17246,17247],{},"GitHub — QuantumNous\u002Fnew-api ",[912,17248,17249],{"href":17249,"rel":17250},"https:\u002F\u002Fgithub.com\u002FQuantumNous\u002Fnew-api",[938],[968,17252,6663],{},{"title":263,"searchDepth":308,"depth":308,"links":17254},[17255,17256,17257,17258,17259,17260,17261,17262,17263,17264],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":16770,"depth":277,"text":16771},{"id":16833,"depth":277,"text":16834},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fone-api.webp","One-API 真实评测：JustSong 维护的开源 LLM API 网关（GitHub 18K+ Star，Go 语言）。把 30+ 海内外厂商 API 统一成 OpenAI 格式，内置中文 UI + Key 管理 + 渠道分组 + 负载均衡 + 额度兑换 + IP 白名单 + 邀请返佣。`docker run` 一行起。衍生 new-api 增强多租户 \u002F 缓存计费 \u002F 内置 EPay 支付。",[17268,17271,17273,17276],{"q":17269,"a":17270},"One-API 和 new-api 怎么选？","个人 \u002F 小团队内部用：one-api 已够。要做面向 B2B \u002F 商业化 \u002F 中文支付：new-api 多租户 + EPay\u002FStripe + 缓存独立计费 + 仪表盘更专业。new-api 是 one-api 二次开发版本，在生产场景已经全面超越原版。",{"q":13453,"a":17272},"海外：OpenAI \u002F Anthropic Claude \u002F Google Gemini \u002F Mistral \u002F Groq \u002F Cohere \u002F xAI。国内：DeepSeek \u002F 通义千问 \u002F 文心一言 \u002F 讯飞星火 \u002F ChatGLM \u002F 豆包 \u002F 腾讯混元 \u002F 360 智脑 \u002F Moonshot \u002F 百川 \u002F MiniMax \u002F 零一万物 \u002F 阶跃星辰。本地：Ollama \u002F Cloudflare Workers AI。",{"q":17274,"a":17275},"默认密码记得改","Docker 拉起后默认账号 root \u002F 密码 123456。官方 README 已经反复警告但大量公开暴露的中转站连这一步都没做——上线前第一件事改密码 + 关注册 + 加 IP 白名单。",{"q":17277,"a":17278},"搭建中转站合规吗？","one-api \u002F new-api 本身是中立技术工具，合法场景：(1) 企业内部统一管理多厂商 API；(2) 个人学习研究；(3) 与上游签订正式合作的 B2B 服务。向中国境内公众提供生成式 AI 服务，依据《生成式人工智能服务管理暂行办法》必须完成算法备案 + 内容安全责任 + 投诉举报机制。未授权代理 \u002F 转售 OpenAI \u002F Anthropic API 违反上游条款。",[3280,1002],{},[281,1009,1007],[17283,17287],{"plan":17284,"price":16628,"features":17285,"notes":17286},"one-api（原版）","30+ 厂商统一 OpenAI 格式 + Key 管理 + 渠道分组 + 负载均衡 + 额度系统 + 多语言 UI","songquanpeng\u002Fone-api",{"plan":17288,"price":773,"features":17289,"notes":17290},"new-api（增强版）","原版 + 多租户 + 缓存计费 + 内置 EPay\u002FStripe + Discord\u002FTelegram\u002FLinuxDO 登录 + Claude\u002FGemini 原生格式","QuantumNous\u002Fnew-api",[17292],{"name":17293,"url":17294},"Claude Code 上手","\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started",{"power":314,"ux":314,"price":321,"cn_support":321,"stability":314},{"title":16314,"description":17266},"coding\u002Fapi\u002Fone-api",[17299,17301,17303,17305],{"name":17300,"url":17228,"accessed":1029},"CSDN — One-API vs New-API 2026 选型与踩坑",{"name":17302,"url":17235,"accessed":1029},"DeepSeek 社区 — 2026 LLM API 中转站技术全景",{"name":17304,"url":17242,"accessed":1029},"GitHub — songquanpeng\u002Fone-api",{"name":17306,"url":17249,"accessed":1029},"GitHub — QuantumNous\u002Fnew-api","tools\u002Fcoding\u002Fapi\u002Fone-api","国内最流行的开源 LLM 网关——Go + Docker 一键起，30+ 厂商统一 OpenAI 格式，中文 UI + 充值系统",[16652,1044,6722,4611,5479,17310,6718],"openai-compatible","国内开发者自建 LLM 网关首选——中文 UI + 国内模型全 + EPay 支付。海外团队 \u002F 多语言客户端 \u002F 微服务架构走 LiteLLM；面向中国境内公众提供服务需依法备案。","_7HhOvUdakEn-dUR9ynTfAieeAqkfQZ7pnT8O55Rn9Q",{"id":17314,"title":16311,"alternatives":17315,"api_compatible":20,"body":17320,"category":12340,"chinese_friendly":277,"cover":17775,"description":17776,"domestic":986,"extension":987,"faq":17777,"free":986,"github":20,"languages":17789,"meta":17790,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":15206,"pillar":12861,"platforms":17791,"priceTable":17792,"pricing":17807,"published":4588,"relatedPlaybooks":17808,"relatedReviews":20,"score":17811,"self_host":986,"seo":17812,"slug":17813,"sources":17814,"stem":17823,"suitable":20,"tagline":17824,"tags":17825,"updated":1029,"verdict":17828,"website":17829,"__hash__":17830},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fopenrouter.md",[17316,17317,17318,17319],{"name":14528,"url":14529},{"name":15208,"url":15209},{"name":14525,"url":14526},{"name":14522,"url":14523},{"type":22,"value":17321,"toc":17763},[17322,17324,17327,17330,17332,17405,17407,17435,17440,17444,17448,17465,17470,17494,17496,17528,17530,17640,17642,17680,17682,17711,17713,17731,17733],[25,17323,28],{"id":27},[30,17325,17326],{},"OpenRouter 是 AI API 聚合先驱——一个 OpenAI 兼容 endpoint + 一个 Key，调 60+ 厂商 300+ 模型，5M+ 用户。模型 passthrough 定价 0 markup，但充值有 5.5% 信用卡平台费（$0.80 最低）+ BYOK 月 100 万请求后 5%。自动 fallback \u002F playground \u002F 海量模型选型是杀手锏。国内直连延迟 1500–3000ms + 不支持支付宝是硬伤。",[30,17328,17329],{},"适合：海外开发者；多模型选型 \u002F 横评；生产 fallback 高可用；零迁移成本（OpenAI SDK 改 baseURL）。不适合：国内对延迟敏感的 AI 编程工具（用 OfoxAI \u002F 自建中转）；要支付宝 \u002F 微信 \u002F 银联；要 self-host（用 one-api \u002F LiteLLM）。",[25,17331,60],{"id":60},[62,17333,17334,17340,17349,17360,17370,17376,17381,17387,17393,17399],{},[65,17335,17336,17339],{},[43,17337,17338],{},"60+ 厂商 300+ 模型","：OpenAI \u002F Anthropic \u002F Google \u002F Meta \u002F DeepSeek \u002F MiniMax \u002F Mistral \u002F Cohere \u002F xAI \u002F NVIDIA \u002F Qwen \u002F 字节豆包 等",[65,17341,17342,76,17345,17348],{},[43,17343,17344],{},"OpenAI 兼容 endpoint",[34,17346,17347],{},"https:\u002F\u002Fopenrouter.ai\u002Fapi\u002Fv1","，SDK 改 baseURL 即用",[65,17350,17351,76,17354,17356,17357,2349],{},[43,17352,17353],{},"模型 ID 格式",[34,17355,16124],{},"（如 ",[34,17358,17359],{},"anthropic\u002Fclaude-sonnet-4.6",[65,17361,17362,17365,17366,17369],{},[43,17363,17364],{},"自动 fallback","：请求里列 ",[34,17367,17368],{},"models: [...]","，前者失败自动切后者",[65,17371,17372,17375],{},[43,17373,17374],{},"Playground","：5 模型并排测同 prompt + 成本 + 延迟 + 输出",[65,17377,17378,17380],{},[43,17379,13273],{},"：自带 OpenAI \u002F Anthropic Key，OpenRouter 只做网关；前 100 万 req\u002F月免费，超 5% fee",[65,17382,17383,17386],{},[43,17384,17385],{},"Passthrough 定价","：模型按厂商官方价",[65,17388,17389,17392],{},[43,17390,17391],{},"免费模型","：Llama 4 Scout \u002F DeepSeek V4 Flash \u002F Qwen3 Coder \u002F Gemma 3 等，每日 5\u002F200 次",[65,17394,17395,17398],{},[43,17396,17397],{},"Provider ranking \u002F SLA","：dashboard 看每家 provider 延迟 + 错误率",[65,17400,17401,17404],{},[43,17402,17403],{},"Rankings 页","：模型按 token 消耗排名（市场热度参考）",[25,17406,158],{"id":158},[62,17408,17409,17414,17420,17425,17430],{},[65,17410,17411,17413],{},[43,17412,779],{},"：$1 credit + 免费模型 5\u002F日 + 标准限流",[65,17415,17416,17419],{},[43,17417,17418],{},"Pay-as-you-go","：模型 passthrough + 5.5% 卡费（最低 $0.80）+ 充值 $5 后免费模型涨到 200\u002F日",[65,17421,17422,17424],{},[43,17423,1180],{},"：$99\u002F月 + Priority routing + 99.9% SLA",[65,17426,17427,17429],{},[43,17428,4703],{},"：Custom 专属基础设施",[65,17431,17432,17434],{},[43,17433,13273],{},"：前 100 万 req\u002F月免费，超出 5%",[174,17436,17437],{},[30,17438,17439],{},"实际总成本 ≈ 模型价 × (1 + 5.5%) + BYOK 5% × 月 >1M 部分。预算按 5–7% overhead 算。",[25,17441,17443],{"id":17442},"实测小型-saas-后端-海外节点","实测（小型 SaaS 后端 \u002F 海外节点）",[30,17445,17446],{},[43,17447,187],{},[62,17449,17450,17453,17456,17459,17462],{},[65,17451,17452],{},"5 分钟接入，OpenAI SDK 改两行配置",[65,17454,17455],{},"Playground 横评新模型省一大堆 boilerplate",[65,17457,17458],{},"自动 fallback 救命：Anthropic 4 小时宕机时应用零中断",[65,17460,17461],{},"模型 ID 提示器 + Rankings 看市场热度方便选型",[65,17463,17464],{},"海外节点延迟 300–600ms，CDN 体感好",[30,17466,17467],{},[43,17468,17469],{},"踩坑（国内）：",[62,17471,17472,17475,17478,17481,17488,17491],{},[65,17473,17474],{},"国内直连 1500–3000ms + 高峰超时率明显，Cursor \u002F Claude Code 高频调用体感糟",[65,17476,17477],{},"不支持支付宝 \u002F 微信 \u002F 银联，只 Visa\u002FMastercard \u002F USDC",[65,17479,17480],{},"信用卡费 5.5% 最低 $0.80，\u003C$15 充值实际打到 10%+",[65,17482,17483,17484,17487],{},"模型 ID 点号分隔（",[34,17485,17486],{},"claude-sonnet-4.6","）易跟连字符混",[65,17489,17490],{},"Claude Code 默认走 Anthropic 原生协议，OpenRouter 适配偶有不一致",[65,17492,17493],{},"「免费模型」rate limit 后可能静默切付费",[25,17495,3639],{"id":3639},[929,17497,17498,17501,17504,17507,17513,17519,17525],{},[65,17499,17500],{},"openrouter.ai → Google \u002F GitHub OAuth 注册",[65,17502,17503],{},"Keys → 创建 API Key（sk-or-xxx）",[65,17505,17506],{},"充值 $10+（Visa \u002F Mastercard \u002F USDC）→ 解锁更高免费配额",[65,17508,17509,17510],{},"代码：",[34,17511,17512],{},"OpenAI(baseURL='https:\u002F\u002Fopenrouter.ai\u002Fapi\u002Fv1', api_key=KEY)",[65,17514,17515,17516,17518],{},"模型用 ",[34,17517,16124],{}," 格式",[65,17520,17521,17522],{},"加 fallback：",[34,17523,17524],{},"extra_body={\"models\": [\"anthropic\u002Fclaude-sonnet-4.6\", \"openai\u002Fgpt-5.4\"]}",[65,17526,17527],{},"Playground 横评再批量切",[25,17529,611],{"id":611},[613,17531,17532,17546],{},[616,17533,17534],{},[619,17535,17536,17538,17540,17542,17544],{},[622,17537,624],{},[622,17539,16311],{},[622,17541,15932],{},[622,17543,16314],{},[622,17545,14852],{},[637,17547,17548,17561,17573,17585,17597,17609,17625],{},[619,17549,17550,17552,17554,17557,17559],{},[642,17551,6380],{},[642,17553,16328],{},[642,17555,17556],{},"OSS + SaaS",[642,17558,165],{},[642,17560,16328],{},[619,17562,17563,17565,17567,17569,17571],{},[642,17564,7557],{},[642,17566,16366],{},[642,17568,16363],{},[642,17570,16369],{},[642,17572,16372],{},[619,17574,17575,17577,17579,17581,17583],{},[642,17576,754],{},[642,17578,688],{},[642,17580,713],{},[642,17582,713],{},[642,17584,4703],{},[619,17586,17587,17589,17591,17593,17595],{},[642,17588,16419],{},[642,17590,688],{},[642,17592,4329],{},[642,17594,713],{},[642,17596,4329],{},[619,17598,17599,17601,17603,17605,17607],{},[642,17600,16390],{},[642,17602,713],{},[642,17604,713],{},[642,17606,713],{},[642,17608,713],{},[619,17610,17611,17614,17617,17620,17622],{},[642,17612,17613],{},"国内延迟",[642,17615,17616],{},"1500–3000ms",[642,17618,17619],{},"自托管自定",[642,17621,17619],{},[642,17623,17624],{},"海外为主",[619,17626,17627,17629,17632,17635,17637],{},[642,17628,12994],{},[642,17630,17631],{},"模型 + 5.5%\u002FBYOK 5%",[642,17633,17634],{},"自付服务器",[642,17636,17634],{},[642,17638,17639],{},"按 logs 计费",[25,17641,801],{"id":801},[62,17643,17644,17650,17656,17662,17668,17674],{},[65,17645,17646,17649],{},[43,17647,17648],{},"国内别裸用","：1500ms+ 起、超时率高，主链路上 OfoxAI \u002F 自建 one-api 中转，OpenRouter 当冷门模型补",[65,17651,17652,17655],{},[43,17653,17654],{},"预算多算 5–7%","：5.5% 信用卡 + BYOK 5% + 偶发汇率",[65,17657,17658,17661],{},[43,17659,17660],{},"免费模型生产慎用","：rate limit 后可能静默 fallback 付费，账单失控",[65,17663,17664,17667],{},[43,17665,17666],{},"模型 ID 格式坑","：点号 vs 连字符要测；新模型 ID 改名要监控",[65,17669,17670,17673],{},[43,17671,17672],{},"fallback 别堆太多","：5+ fallback 一次失败延迟叠加可能 10s+，前 2 个即可",[65,17675,17676,17679],{},[43,17677,17678],{},"Claude Code 原生模式建议直连","：OpenRouter 走 OpenAI 兼容协议有时与原生 Anthropic 协议有出入",[25,17681,872],{"id":871},[62,17683,17684,17687,17690,17693,17696,17699,17702,17705,17708],{},[65,17685,17686],{},"✅ 海外开发者 \u002F 跨境业务",[65,17688,17689],{},"✅ 多模型选型 \u002F 横评",[65,17691,17692],{},"✅ 生产 fallback 高可用",[65,17694,17695],{},"✅ 零迁移成本（OpenAI SDK 改 baseURL）",[65,17697,17698],{},"✅ BYOK 模式给团队统一 Key 管理",[65,17700,17701],{},"❌ 国内 AI 编程工具（Cursor \u002F Claude Code）高频调用",[65,17703,17704],{},"❌ 要支付宝 \u002F 微信 \u002F 银联",[65,17706,17707],{},"❌ Self-host \u002F 完全控制数据",[65,17709,17710],{},"❌ 极致低延迟实时应用",[25,17712,906],{"id":906},[62,17714,17715,17719,17723,17727],{},[65,17716,17717],{},[912,17718,15090],{"href":14529},[65,17720,17721],{},[912,17722,15813],{"href":15209},[65,17724,17725],{},[912,17726,15085],{"href":14526},[65,17728,17729],{},[912,17730,15080],{"href":14523},[25,17732,927],{"id":927},[929,17734,17735,17742,17749,17756],{},[65,17736,17737,17738],{},"OfoxAI — OpenRouter 完全指南 2026（国内延迟实测 + 替代方案）",[912,17739,17740],{"href":17740,"rel":17741},"https:\u002F\u002Fofox.ai\u002Fzh\u002Fblog\u002Fopenrouter-complete-guide-china-developers-2026",[938],[65,17743,17744,17745],{},"OfoxAI — OpenRouter Pricing 2026 Hidden Markup Breakdown ",[912,17746,17747],{"href":17747,"rel":17748},"https:\u002F\u002Fofox.ai\u002Fblog\u002Fopenrouter-pricing-hidden-markup-breakdown-2026\u002F",[938],[65,17750,17751,17752],{},"DigitalApplied — OpenRouter June 2026 New Models & Pricing Roundup ",[912,17753,17754],{"href":17754,"rel":17755},"https:\u002F\u002Fwww.digitalapplied.com\u002Fblog\u002Fopenrouter-new-models-june-2026-roundup-pricing-rankings",[938],[65,17757,17758,17759],{},"AIToolBox — OpenRouter Review 2026 ",[912,17760,17761],{"href":17761,"rel":17762},"https:\u002F\u002Fwww.aitoolbox.hk\u002Ftools\u002Fopen-router\u002F",[938],{"title":263,"searchDepth":308,"depth":308,"links":17764},[17765,17766,17767,17768,17769,17770,17771,17772,17773,17774],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":17442,"depth":277,"text":17443},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fopenrouter.webp","OpenRouter 真实评测：AI API 聚合先驱，60+ 厂商 300+ 模型一个 OpenAI 兼容 endpoint。passthrough 定价 0 markup + 5.5% 信用卡平台费（$0.80 最低）+ BYOK 5% 月千万请求外。Pay-as-you-go \u002F Team $99\u002F月 SLA \u002F Enterprise。国内直连 1500–3000ms 高峰超时多。",[17778,17780,17783,17786],{"q":15155,"a":17779},"技术上能（OpenAI SDK 改 baseURL），但服务器在海外、无国内节点：实测首 Token 延迟代理 600–1200ms \u002F 直连 1500–3000ms 且不稳，高峰超时率高。AI 编程类高频调用（Cursor \u002F Claude Code \u002F Cline）国内体验糟糕，主流方案是用 OfoxAI \u002F 自建 one-api\u002Fnew-api 中转。",{"q":17781,"a":17782},"真的零 markup 吗？","模型本身按厂商官方价 passthrough，技术上 0 markup。但充值有两层平台费：信用卡 5.5%（最低 $0.80，小额充值实际打到 10–20%）、BYOK 月 100 万请求后 5%。预算时按上层多算 5–7%。",{"q":17784,"a":17785},"自动 fallback 怎么用？","请求里加 `models: ['anthropic\u002Fclaude-sonnet-4.6', 'openai\u002Fgpt-5.4']`，前者失败 \u002F 超时 \u002F 限流时自动切到后者。生产 24h+ 不间断 AI 服务几乎刚需——Anthropic 2026 年 5 月 4 小时宕机，用 fallback 的应用零中断。",{"q":17787,"a":17788},"免费模型怎么用？","模型列表筛选 $0 价（如 Llama 4 Scout \u002F DeepSeek V4 Flash \u002F Qwen3 Coder \u002F Gemma 3）。未充值每日 5 次，充 $5+ 涨到 200 次\u002F日，附带 20 req\u002Fmin。生产别依赖免费模型，限流 \u002F 排队 \u002F 暗切付费会让计费失控。",[1002,3280],{},[12340,12341],[17793,17796,17800,17804],{"plan":779,"price":773,"features":17794,"notes":17795},"$1 credit + 免费模型 5\u002F日 + 标准限流","不需要信用卡",{"plan":17418,"price":17797,"features":17798,"notes":17799},"Passthrough + 5.5% 卡费","300+ 模型 + 标准限流 + 充 $5 后免费模型 200\u002F日 + BYOK","信用卡平台费最低 $0.80",{"plan":1180,"price":17801,"features":17802,"notes":17803},"$99\u002F月","Priority routing + 99.9% SLA + 更高限流","面向生产应用",{"plan":4703,"price":4584,"features":17805,"notes":17806},"专属基础设施 + 自定义合同","大规模生产","免费 $1 credit + 5\u002F日 → 200\u002F日（充 $5+） \u002F Pay-as-you-go passthrough + 5.5% 卡费 \u002F Team $99\u002F月 SLA \u002F Enterprise",[17809,17810],{"name":15174,"url":15175},{"name":17293,"url":17294},{"power":321,"ux":314,"price":314,"cn_support":277,"stability":314},{"title":16311,"description":17776},"coding\u002Fapi\u002Fopenrouter",[17815,17817,17819,17821],{"name":17816,"url":17740,"accessed":1029},"OfoxAI — OpenRouter 完全指南 2026",{"name":17818,"url":17747,"accessed":1029},"OfoxAI — OpenRouter Pricing Hidden Markup",{"name":17820,"url":17754,"accessed":1029},"DigitalApplied — OpenRouter June 2026 Roundup",{"name":17822,"url":17761,"accessed":1029},"AIToolBox — OpenRouter Review 2026","tools\u002Fcoding\u002Fapi\u002Fopenrouter","AI API 聚合先驱——一个 Key + 一个 endpoint 调 300+ 模型，自动 fallback，OpenAI 兼容",[17826,17827,17310,12196,6002,13498],"api-gateway","aggregator","AI API 聚合的全球事实标准——300+ 模型 \u002F 一个 Key \u002F 自动 fallback。海外开发者首选；国内开发者延迟 1500–3000ms + 不支持支付宝是硬伤，主走 OfoxAI \u002F one-api 自建中转。","https:\u002F\u002Fopenrouter.ai","lBVa44g4os32dXajidARdkCKHABk2aYo8KxAqV2iGfk",{"id":17832,"title":14852,"alternatives":17833,"api_compatible":20,"body":17838,"category":12340,"chinese_friendly":277,"cover":18557,"description":18558,"domestic":986,"extension":987,"faq":18559,"free":986,"github":20,"languages":18572,"meta":18573,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":14526,"pillar":12861,"platforms":18574,"priceTable":18575,"pricing":18590,"published":4588,"relatedPlaybooks":18591,"relatedReviews":20,"score":18593,"self_host":317,"seo":18594,"slug":18595,"sources":18596,"stem":18604,"suitable":20,"tagline":18605,"tags":18606,"updated":1029,"verdict":18608,"website":18609,"__hash__":18610},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey.md",[17834,17835,17836,17837],{"name":14522,"url":14523},{"name":14528,"url":14529},{"name":15205,"url":15206},{"name":15208,"url":15209},{"type":22,"value":17839,"toc":18545},[17840,17842,17845,17848,17850,17942,17944,17973,17978,17982,17986,18006,18010,18032,18034,18229,18231,18408,18410,18460,18462,18491,18493,18511,18513,18542],[25,17841,28],{"id":27},[30,17843,17844],{},"Portkey 把 AI 网关（250+ 模型 + fallback + 路由 + 缓存）和 LLM 全栈观测（40+ 维度 + 成本归因 + tracing + auto-instrumentation）做成同一个 SaaS，再加 MCP Gateway 让 AI agent 工具调用可追溯——目标是中大型团队从 PoC 走向生产的『AI 控制面板』。2026 年 Palo Alto Networks 完成收购，附带 SOC2 Type 2 + HIPAA + GDPR + ISO 27001 合规背书。3000+ GenAI 团队使用，1T tokens\u002F天里程碑。",[30,17846,17847],{},"适合：从 PoC 走向生产的中大型团队；要 SOC2\u002FHIPAA\u002FHIPAA\u002FGDPR 强合规；多团队 RBAC + budgets + 治理；大规模 AI agent 部署需要 MCP 工具调用可追溯。不适合：深度 nested span tracing（用 Langfuse）；纯网关不要观测（用 LiteLLM）；中文支付 \u002F 中文 UI（用 one-api \u002F new-api）；预算极紧的小项目（10K log 免费 + Pro $79 但深度有限，Helicone 同档更轻）。",[25,17849,60],{"id":60},[62,17851,17852,17858,17864,17870,17875,17881,17887,17893,17899,17904,17910,17915,17920,17924,17930,17936],{},[65,17853,17854,17857],{},[43,17855,17856],{},"250+ 模型 unified API","：OpenAI \u002F Anthropic \u002F Google \u002F AWS Bedrock \u002F Azure \u002F Cohere \u002F 等",[65,17859,17860,17863],{},[43,17861,17862],{},"Fallback \u002F Load Balancing \u002F Conditional Routing","：跨 provider 高可用",[65,17865,17866,17869],{},[43,17867,17868],{},"Semantic + simple caching","：减延迟 + 降成本",[65,17871,17872,16008],{},[43,17873,17874],{},"Retries \u002F circuit breakers",[65,17876,17877,17880],{},[43,17878,17879],{},"Full-stack Observability","：40+ 维度 logs \u002F traces \u002F metrics",[65,17882,17883,17886],{},[43,17884,17885],{},"OpenTelemetry 兼容","：导出到现有 APM",[65,17888,17889,17892],{},[43,17890,17891],{},"Tracing","：跨 LLM call + tool use 统一时序视图",[65,17894,17895,17898],{},[43,17896,17897],{},"Auto-instrumentation","：自动埋点多个 LLM \u002F agent 框架",[65,17900,17901],{},[43,17902,17903],{},"Prompt management + templates",[65,17905,17906,17909],{},[43,17907,17908],{},"MCP Gateway（GA）","：AI agent 工具调用统一访问 + 审计",[65,17911,17912],{},[43,17913,17914],{},"RBAC + SSO\u002FSAML + Audit",[65,17916,17917],{},[43,17918,17919],{},"Hierarchical budgets + rate limits",[65,17921,17922],{},[43,17923,16028],{},[65,17925,17926,17929],{},[43,17927,17928],{},"Compliance","：SOC2 Type 2 \u002F HIPAA \u002F GDPR \u002F ISO 27001（Enterprise）",[65,17931,17932,17935],{},[43,17933,17934],{},"部署","：SaaS \u002F 私有云 \u002F VPC \u002F on-prem（Enterprise）",[65,17937,17938,17941],{},[43,17939,17940],{},"Open Source Gateway","：MIT 协议，可自托管纯路由层",[25,17943,158],{"id":158},[62,17945,17946,17952,17958,17963,17968],{},[65,17947,17948,17951],{},[43,17949,17950],{},"Developer Free","：10K logs\u002F月 + 3 天 retention + 基础功能",[65,17953,17954,17957],{},[43,17955,17956],{},"Production","：$49\u002F月（早期媒体引用 $79 已下调）+ 100K logs + $9\u002F100K 超量（最高 3M）+ 30 天 retention + 语义缓存 + RBAC + Guardrails",[65,17959,17960,17962],{},[43,17961,1180],{},"：联系销售（更高 log 配额 + 团队治理 + 更长 retention）",[65,17964,17965,17967],{},[43,17966,4703],{},"：Custom（业界估 $5K–$10K+\u002F月）+ 10M+ logs + 自定义 retention + 全套合规 + SSO + 私有云",[65,17969,17970,17972],{},[43,17971,17940],{},"：$0 自托管 MIT",[174,17974,17975],{},[30,17976,17977],{},"真实成本陷阱：超过 Production 100K logs 后 $9\u002F100K 累计快，月 1M 请求 ≈ $49 + 9 × 9 ≈ $130。",[25,17979,17981],{"id":17980},"实测中型-saas-series-b-团队","实测（中型 SaaS \u002F Series B 团队）",[30,17983,17984],{},[43,17985,187],{},[62,17987,17988,17991,17994,17997,18000,18003],{},[65,17989,17990],{},"2 分钟改 baseURL 接入，立即看到所有 LLM 调用",[65,17992,17993],{},"40+ 维度 dashboard 让 FinOps 团队第一次能拍预算",[65,17995,17996],{},"conditional routing 让『便宜模型先试 + 失败 fallback 贵模型』容易实现",[65,17998,17999],{},"MCP Gateway 给团队的 agent 工具调用上了治理",[65,18001,18002],{},"SOC 2 Type 2 + HIPAA 让合规过审快",[65,18004,18005],{},"Auto-instrumentation 帮 LangChain \u002F LlamaIndex 应用零代码改造",[30,18007,18008],{},[43,18009,221],{},[62,18011,18012,18015,18018,18021,18024,18026,18029],{},[65,18013,18014],{},"按 recorded logs 计费让用量突增时账单失控",[65,18016,18017],{},"Tracing 深度不如 Langfuse 的 nested span（复杂 agent 调试不够）",[65,18019,18020],{},"模型价格表对部分模型不全 \u002F air-gapped 部署需手动维护",[65,18022,18023],{},"文档对高级配置存在 gap，社区反馈一致",[65,18025,15386],{},[65,18027,18028],{},"log retention 30 天上限不动 Enterprise 解决",[65,18030,18031],{},"PANW 收购后路线图 \u002F 定价变动是评估风险",[25,18033,3639],{"id":3639},[258,18035,18037],{"className":11730,"code":18036,"language":4240,"meta":263,"style":263},"from portkey_ai import Portkey\n\nclient = Portkey(\n    api_key=\"YOUR_PORTKEY_KEY\",\n    virtual_key=\"OPENAI_VIRTUAL_KEY\",\n    config={\n        \"strategy\": {\"mode\": \"fallback\"},\n        \"targets\": [\n            {\"virtual_key\": \"OPENAI_VK\"},\n            {\"virtual_key\": \"ANTHROPIC_VK\"}\n        ],\n        \"cache\": {\"mode\": \"semantic\"}\n    }\n)\n\nresp = client.chat.completions.create(\n    model=\"gpt-5.4\",\n    messages=[...]\n)\n# Portkey dashboard 自动看到完整 trace + cost + latency\n",[34,18038,18039,18051,18055,18064,18075,18087,18096,18115,18123,18138,18151,18156,18172,18176,18180,18184,18194,18206,18220,18224],{"__ignoreMap":263},[267,18040,18041,18043,18046,18048],{"class":269,"line":270},[267,18042,11738],{"class":488},[267,18044,18045],{"class":298}," portkey_ai ",[267,18047,11744],{"class":488},[267,18049,18050],{"class":298}," Portkey\n",[267,18052,18053],{"class":269,"line":277},[267,18054,318],{"emptyLinePlaceholder":317},[267,18056,18057,18059,18061],{"class":269,"line":308},[267,18058,15413],{"class":298},[267,18060,5504],{"class":488},[267,18062,18063],{"class":298}," Portkey(\n",[267,18065,18066,18068,18070,18073],{"class":269,"line":314},[267,18067,15434],{"class":530},[267,18069,5504],{"class":488},[267,18071,18072],{"class":284},"\"YOUR_PORTKEY_KEY\"",[267,18074,4859],{"class":298},[267,18076,18077,18080,18082,18085],{"class":269,"line":321},[267,18078,18079],{"class":530},"    virtual_key",[267,18081,5504],{"class":488},[267,18083,18084],{"class":284},"\"OPENAI_VIRTUAL_KEY\"",[267,18086,4859],{"class":298},[267,18088,18089,18092,18094],{"class":269,"line":327},[267,18090,18091],{"class":530},"    config",[267,18093,5504],{"class":488},[267,18095,558],{"class":298},[267,18097,18098,18101,18104,18107,18109,18112],{"class":269,"line":5},[267,18099,18100],{"class":284},"        \"strategy\"",[267,18102,18103],{"class":298},": {",[267,18105,18106],{"class":284},"\"mode\"",[267,18108,4853],{"class":298},[267,18110,18111],{"class":284},"\"fallback\"",[267,18113,18114],{"class":298},"},\n",[267,18116,18117,18120],{"class":269,"line":338},[267,18118,18119],{"class":284},"        \"targets\"",[267,18121,18122],{"class":298},": [\n",[267,18124,18125,18128,18131,18133,18136],{"class":269,"line":347},[267,18126,18127],{"class":298},"            {",[267,18129,18130],{"class":284},"\"virtual_key\"",[267,18132,4853],{"class":298},[267,18134,18135],{"class":284},"\"OPENAI_VK\"",[267,18137,18114],{"class":298},[267,18139,18140,18142,18144,18146,18149],{"class":269,"line":356},[267,18141,18127],{"class":298},[267,18143,18130],{"class":284},[267,18145,4853],{"class":298},[267,18147,18148],{"class":284},"\"ANTHROPIC_VK\"",[267,18150,601],{"class":298},[267,18152,18153],{"class":269,"line":365},[267,18154,18155],{"class":298},"        ],\n",[267,18157,18158,18161,18163,18165,18167,18170],{"class":269,"line":374},[267,18159,18160],{"class":284},"        \"cache\"",[267,18162,18103],{"class":298},[267,18164,18106],{"class":284},[267,18166,4853],{"class":298},[267,18168,18169],{"class":284},"\"semantic\"",[267,18171,601],{"class":298},[267,18173,18174],{"class":269,"line":383},[267,18175,4889],{"class":298},[267,18177,18178],{"class":269,"line":392},[267,18179,11866],{"class":298},[267,18181,18182],{"class":269,"line":397},[267,18183,318],{"emptyLinePlaceholder":317},[267,18185,18186,18189,18191],{"class":269,"line":403},[267,18187,18188],{"class":298},"resp ",[267,18190,5504],{"class":488},[267,18192,18193],{"class":298}," client.chat.completions.create(\n",[267,18195,18196,18199,18201,18204],{"class":269,"line":409},[267,18197,18198],{"class":530},"    model",[267,18200,5504],{"class":488},[267,18202,18203],{"class":284},"\"gpt-5.4\"",[267,18205,4859],{"class":298},[267,18207,18208,18211,18213,18215,18218],{"class":269,"line":417},[267,18209,18210],{"class":530},"    messages",[267,18212,5504],{"class":488},[267,18214,11821],{"class":298},[267,18216,18217],{"class":288},"...",[267,18219,4884],{"class":298},[267,18221,18222],{"class":269,"line":429},[267,18223,11866],{"class":298},[267,18225,18226],{"class":269,"line":438},[267,18227,18228],{"class":273},"# Portkey dashboard 自动看到完整 trace + cost + latency\n",[25,18230,611],{"id":611},[613,18232,18233,18247],{},[616,18234,18235],{},[619,18236,18237,18239,18241,18243,18245],{},[622,18238,624],{},[622,18240,14852],{},[622,18242,14849],{},[622,18244,14846],{},[622,18246,15932],{},[637,18248,18249,18265,18281,18293,18305,18319,18334,18348,18363,18378,18392],{},[619,18250,18251,18253,18256,18259,18262],{},[642,18252,6380],{},[642,18254,18255],{},"Gateway+Obs SaaS",[642,18257,18258],{},"Proxy Obs",[642,18260,18261],{},"SDK Tracing",[642,18263,18264],{},"OSS Gateway",[619,18266,18267,18270,18273,18275,18278],{},[642,18268,18269],{},"集成",[642,18271,18272],{},"改 baseURL（分钟）",[642,18274,18272],{},[642,18276,18277],{},"代码改造（小时）",[642,18279,18280],{},"自托管（小时）",[619,18282,18283,18285,18287,18289,18291],{},[642,18284,15593],{},[642,18286,2193],{},[642,18288,14884],{},[642,18290,15599],{},[642,18292,4329],{},[619,18294,18295,18297,18299,18301,18303],{},[642,18296,15606],{},[642,18298,14929],{},[642,18300,688],{},[642,18302,688],{},[642,18304,713],{},[619,18306,18307,18310,18313,18315,18317],{},[642,18308,18309],{},"Auto fallback",[642,18311,18312],{},"✅ chains",[642,18314,11287],{},[642,18316,688],{},[642,18318,713],{},[619,18320,18321,18324,18326,18329,18331],{},[642,18322,18323],{},"Semantic caching",[642,18325,713],{},[642,18327,18328],{},"proxy 级",[642,18330,688],{},[642,18332,18333],{},"Redis",[619,18335,18336,18339,18342,18344,18346],{},[642,18337,18338],{},"MCP Gateway",[642,18340,18341],{},"✅ GA",[642,18343,688],{},[642,18345,688],{},[642,18347,688],{},[619,18349,18350,18352,18355,18358,18361],{},[642,18351,15286],{},[642,18353,18354],{},"Enterprise \u002F OSS Gateway",[642,18356,18357],{},"Enterprise（已收购）",[642,18359,18360],{},"✅ 免费无限",[642,18362,713],{},[619,18364,18365,18367,18370,18373,18376],{},[642,18366,12701],{},[642,18368,18369],{},"SOC2 + HIPAA + GDPR + ISO27001",[642,18371,18372],{},"SOC2 + HIPAA",[642,18374,18375],{},"SOC2",[642,18377,713],{},[619,18379,18380,18382,18385,18387,18390],{},[642,18381,770],{},[642,18383,18384],{},"$49\u002F月",[642,18386,15892],{},[642,18388,18389],{},"$29\u002F月",[642,18391,773],{},[619,18393,18394,18397,18400,18403,18406],{},[642,18395,18396],{},"免费配额",[642,18398,18399],{},"10K logs",[642,18401,18402],{},"10K req",[642,18404,18405],{},"50K events",[642,18407,4329],{},[25,18409,801],{"id":801},[62,18411,18412,18418,18424,18430,18436,18442,18448,18454],{},[65,18413,18414,18417],{},[43,18415,18416],{},"按 logs 计费要设报警","：超量 $9\u002F100K 容易爆账单",[65,18419,18420,18423],{},[43,18421,18422],{},"PANW 收购变量","：评估时把定价 \u002F 路线图 \u002F API 变动写进风险",[65,18425,18426,18429],{},[43,18427,18428],{},"Tracing 不深够用就好","：复杂 agent 调试要叠 Langfuse",[65,18431,18432,18435],{},[43,18433,18434],{},"Production tier retention 30 天","：超长归档要 Enterprise",[65,18437,18438,18441],{},[43,18439,18440],{},"Air-gapped 价格表","：部分模型成本要手动维护",[65,18443,18444,18447],{},[43,18445,18446],{},"Virtual Key 别裸暴露","：客户端调用务必走 server-side proxy",[65,18449,18450,18453],{},[43,18451,18452],{},"Conditional routing 别写太复杂","：3+ 层条件路由调试痛苦",[65,18455,18456,18459],{},[43,18457,18458],{},"Open Source Gateway != 企业版","：自托管开源版缺 governance \u002F dashboards \u002F evals",[25,18461,872],{"id":871},[62,18463,18464,18467,18470,18473,18476,18479,18482,18485,18488],{},[65,18465,18466],{},"✅ 中大型团队从 PoC 走向生产",[65,18468,18469],{},"✅ 强合规（SOC2 Type 2 + HIPAA + GDPR + ISO27001）",[65,18471,18472],{},"✅ 多团队 RBAC + 预算治理",[65,18474,18475],{},"✅ 大规模 AI agent 部署 + MCP 工具治理",[65,18477,18478],{},"✅ 想要『网关 + 观测』一体化 SaaS",[65,18480,18481],{},"❌ 深度 nested span 调试（用 Langfuse）",[65,18483,18484],{},"❌ 纯网关不要观测（用 LiteLLM）",[65,18486,18487],{},"❌ 中文运营 \u002F 中文支付（用 one-api \u002F new-api）",[65,18489,18490],{},"❌ 极小预算项目（Helicone Hobby \u002F Langfuse Free 更划算）",[25,18492,906],{"id":906},[62,18494,18495,18499,18503,18507],{},[65,18496,18497],{},[912,18498,15080],{"href":14523},[65,18500,18501],{},[912,18502,15090],{"href":14529},[65,18504,18505],{},[912,18506,15808],{"href":15206},[65,18508,18509],{},[912,18510,15813],{"href":15209},[25,18512,927],{"id":927},[929,18514,18515,18522,18529,18535],{},[65,18516,18517,18518],{},"Portkey 官网 — Observability 全栈观测 + Palo Alto Networks 收购公告 ",[912,18519,18520],{"href":18520,"rel":18521},"https:\u002F\u002Fportkey.ai\u002Ffeatures\u002Fobservability",[938],[65,18523,18524,18525],{},"TrueFoundry — Portkey AI Gateway Pricing Guide 2026 ",[912,18526,18527],{"href":18527,"rel":18528},"https:\u002F\u002Fwww.truefoundry.com\u002Fblog\u002Fportkey-pricing-guide",[938],[65,18530,18531,18532],{},"BuildMVPFast — Langfuse vs Helicone vs Portkey 对比 ",[912,18533,15851],{"href":15851,"rel":18534},[938],[65,18536,18537,18538],{},"DevTune — Portkey AI 评测 + 定价 + Gartner Cool Vendor ",[912,18539,18540],{"href":18540,"rel":18541},"https:\u002F\u002Fdevtune.ai\u002Fverticals\u002Fllm-observability-evals-gateways\u002Fportkey",[938],[968,18543,18544],{},"html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":18546},[18547,18548,18549,18550,18551,18552,18553,18554,18555,18556],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":17980,"depth":277,"text":17981},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fportkey.webp","Portkey 真实评测：250+ 模型统一 AI 网关 + 全栈观测 + MCP Gateway。2026 被 Palo Alto Networks 收购。免费 10K logs\u002F月，Production $49\u002F月（100K logs + 30 天 retention），Team 大体量，Enterprise SOC2 Type 2 + HIPAA + GDPR + ISO 27001 + 私有云 \u002F VPC + 1T tokens\u002F天里程碑。",[18560,18563,18566,18569],{"q":18561,"a":18562},"Portkey 收购了？","2026 年 Palo Alto Networks 完成收购 Portkey，作为其『保护 AI agent 崛起』战略的一部分。产品继续运营 + 1T tokens\u002F天里程碑达成；对企业买家是利好（背靠 Palo Alto 安全 + 合规背书），但社区担忧定价 \u002F 路线图变化——评估时要把『被 PANW 整合』作为风险项。",{"q":18564,"a":18565},"Recorded logs 是什么计量？","Portkey 不按请求 \u002F token 计费，而是按『记录到观测系统的日志条数』。一次 API 调用 = 一条 log（不含 retries）。100K logs 是『被采集 100K 次请求』的容量，不是『LLM 100K 调用配额』——LLM 费用走你自己付。",{"q":18567,"a":18568},"自托管选项？","Portkey 开源了核心 AI Gateway（GitHub Star 10K+，MIT），可以自托管做纯路由 + 基础观测；但企业级功能（SOC2 \u002F 自动 evals \u002F 团队治理 \u002F governance dashboard）只在 SaaS 或 Enterprise on-prem 提供。",{"q":18570,"a":18571},"MCP Gateway 是什么？","面向 AI agent 的 MCP（Model Context Protocol）统一访问层，已 GA。每次 agent 调工具都自动记录工具名 \u002F 参数 \u002F 响应 \u002F 用户 \u002F 团队 \u002F 延迟 \u002F 状态，是大规模 agent 部署里『谁的 agent 在做什么』可追溯的关键基础设施。",[1002],{},[15886,12340,12341],[18576,18580,18583,18586],{"plan":18577,"price":773,"features":18578,"notes":18579},"Developer","10K recorded logs\u002F月 + 3 天 retention + 社区支持 + 基础 fallback","PoC \u002F hobby \u002F 小项目",{"plan":17956,"price":18384,"features":18581,"notes":18582},"100K logs\u002F月 + $9\u002F100K 超量（最高 3M）+ 30 天 retention + 语义缓存 + RBAC + Guardrails + 生产支持","中小生产应用",{"plan":1180,"price":2514,"features":18584,"notes":18585},"更高 log 配额 + 团队治理 + 更长 retention","中型组织",{"plan":4703,"price":18587,"features":18588,"notes":18589},"Custom（$5K–$10K+\u002F月）","10M+ logs + 自定义 retention + SSO\u002FSAML + 私有云\u002FVPC + SOC2 Type 2 + HIPAA + GDPR + ISO 27001 + 单租户","大企业 \u002F 强合规","Developer 免费 10K logs\u002F月 \u002F Production $49\u002F月 100K logs \u002F Team 大体量 \u002F Enterprise 定制",[18592],{"name":15174,"url":15175},{"power":321,"ux":314,"price":308,"cn_support":277,"stability":314},{"title":14852,"description":18558},"coding\u002Fapi\u002Fportkey",[18597,18599,18601,18602],{"name":18598,"url":18520,"accessed":1029},"Portkey 官网 — Observability 功能",{"name":18600,"url":18527,"accessed":1029},"TrueFoundry — Portkey Pricing Guide 2026",{"name":15918,"url":15851,"accessed":1029},{"name":18603,"url":18540,"accessed":1029},"DevTune — Portkey AI 评测 + 定价","tools\u002Fcoding\u002Fapi\u002Fportkey","Control Panel for Production AI——AI 网关 + 全栈观测 + MCP 网关，2026 被 Palo Alto Networks 收购",[16652,15194,1041,18607,12898,12901,15926],"governance","网关 + 观测一体化最完整的 SaaS。中大型团队从 PoC 走向生产、要 SOC2\u002FHIPAA\u002FMCP\u002F治理走 Portkey。纯观测 → Helicone\u002FLangfuse；自托管控制成本 → LiteLLM + Langfuse。","https:\u002F\u002Fportkey.ai","Cn9cCfSk0-CNbWtnHGWslh2DNePBYyh3ddM9rA7GWRk",{"id":18612,"title":18613,"alternatives":18614,"api_compatible":20,"body":18618,"category":19164,"chinese_friendly":277,"cover":19165,"description":19166,"domestic":986,"extension":987,"faq":19167,"free":986,"github":19186,"languages":19187,"meta":19188,"models":20,"navigation":317,"notSuitable":19189,"opensource":317,"path":19194,"pillar":12861,"platforms":19195,"priceTable":19196,"pricing":19210,"published":4588,"relatedPlaybooks":19211,"relatedReviews":20,"score":19214,"self_host":986,"seo":19215,"slug":19216,"sources":19217,"stem":19228,"suitable":19229,"tagline":19234,"tags":19235,"updated":1029,"verdict":19242,"website":19127,"__hash__":19243},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Fbolt-new.md","Bolt.new",[18615,18616,18617],"coding\u002Fbuilder\u002Flovable","coding\u002Fbuilder\u002Fv0","coding\u002Fbuilder\u002Freplit-agent",{"type":22,"value":18619,"toc":19148},[18620,18622,18642,18645,18666,18669,18672,18691,18693,18789,18795,18799,18804,18809,18812,18815,18832,18835,18839,18842,18846,18849,18853,18859,18862,19022,19025,19077,19079,19086,19088,19118,19120,19139],[25,18621,28],{"id":27},[18623,18624,18629,18639],"div",{"className":18625},[18626,18627,18628],"card","p-5","my-4",[30,18630,18631,18634,18635,18638],{},[43,18632,18633],{},"一句话："," Bolt.new 是 ",[43,18636,18637],{},"StackBlitz 出品的「浏览器全栈 AI builder」","，靠自家 WebContainers 把 Node.js 跑进浏览器，不需要本地 npm\u002FDocker。一句话 → 全栈应用 + Supabase 后端 + 一键部署 Netlify，2 个月做到 $20M ARR。",[30,18640,18641],{},"做 MVP \u002F demo \u002F hackathon 没有之一最快。正式产品维护期仍需本地 IDE 接手。",[25,18643,18644],{"id":18644},"它到底是个什么",[30,18646,18647,18648,18653,18654,18657,18658,18665],{},"Bolt.new 站在 ",[912,18649,18652],{"href":18650,"rel":18651},"https:\u002F\u002Fstackblitz.com",[938],"StackBlitz"," 多年积累的 ",[43,18655,18656],{},"WebContainers"," 技术上——一个让 Node.js 跑在浏览器 WASM 里的 runtime。这意味着你打开 bolt.new，",[43,18659,18660,18661,18664],{},"没有 ",[34,18662,18663],{},"npm install","、没有 Docker、没有「works on my machine」","，dev server \u002F 包管理器 \u002F 终端全部在浏览器里。",[30,18667,18668],{},"Bolt 在这套地基上加了 AI agent 层：你描述需求 → AI 写代码 → WebContainer 装依赖 + 跑 dev → 右边浏览器预览。整个流程是真的「想到 → 看到」的秒级反馈。",[30,18670,18671],{},"差异化定位：",[62,18673,18674,18680,18685],{},[65,18675,18676,18679],{},[43,18677,18678],{},"Cursor 假设你是开发者","，想要 AI 协助。",[65,18681,18682,12933],{},[43,18683,18684],{},"Lovable 假设你可能永远不看代码",[65,18686,18687,18690],{},[43,18688,18689],{},"Bolt 落在中间","：能不写一行代码，但完整代码就在你眼前可改。",[25,18692,158],{"id":158},[613,18694,18695,18710],{},[616,18696,18697],{},[619,18698,18699,18702,18704,18707],{},[622,18700,18701],{},"档位",[622,18703,158],{},[622,18705,18706],{},"Token 配额",[622,18708,18709],{},"适合谁",[637,18711,18712,18724,18736,18750,18763,18776],{},[619,18713,18714,18716,18718,18721],{},[642,18715,779],{},[642,18717,773],{},[642,18719,18720],{},"每日 ~150K token",[642,18722,18723],{},"探索 \u002F 评估",[619,18725,18726,18728,18730,18733],{},[642,18727,1174],{},[642,18729,5013],{},[642,18731,18732],{},"10M token\u002F月",[642,18734,18735],{},"个人 MVP",[619,18737,18738,18741,18744,18747],{},[642,18739,18740],{},"Pro 50",[642,18742,18743],{},"$50\u002F月",[642,18745,18746],{},"26M token\u002F月",[642,18748,18749],{},"重度迭代",[619,18751,18752,18755,18757,18760],{},[642,18753,18754],{},"Pro 100",[642,18756,5213],{},[642,18758,18759],{},"55M token\u002F月",[642,18761,18762],{},"多项目并行",[619,18764,18765,18768,18770,18773],{},[642,18766,18767],{},"Pro 200",[642,18769,5217],{},[642,18771,18772],{},"120M token\u002F月",[642,18774,18775],{},"重度专业",[619,18777,18778,18780,18783,18786],{},[642,18779,13682],{},[642,18781,18782],{},"$60\u002F用户\u002F月起",[642,18784,18785],{},"团队共享",[642,18787,18788],{},"团队协作",[30,18790,18791,18794],{},[43,18792,18793],{},"重点提醒","：复杂项目重度迭代一个 session 能烧 300K token。如果你打算用 Bolt 跑严肃 MVP，预期月度成本 $50+ 而不是 $20。",[25,18796,18798],{"id":18797},"真实任务实测基于公开素材归纳","真实任务实测（基于公开素材归纳）",[174,18800,18801],{},[30,18802,18803],{},"来源说明：以下场景为 Bolt.new 公开演示视频与第三方评测（vibecoding.app、Tool Junction）的工作流归纳。",[18805,18806,18808],"h3",{"id":18807},"任务-11-小时出一个-saas-原型","任务 1：1 小时出一个 SaaS 原型",[30,18810,18811],{},"prompt：\"做一个 todo SaaS，Supabase 后端，邮箱注册，每个用户能加\u002F删\u002F改\u002F标完成\"",[30,18813,18814],{},"Bolt 流程：",[929,18816,18817,18820,18823,18826,18829],{},[65,18818,18819],{},"选技术栈（React + Vite + Tailwind）",[65,18821,18822],{},"装依赖（浏览器内 npm install，~30 秒）",[65,18824,18825],{},"写代码（auth \u002F RLS policy \u002F CRUD endpoints）",[65,18827,18828],{},"起 dev server 显示预览",[65,18830,18831],{},"用户在浏览器里就能注册测试",[30,18833,18834],{},"时间：~45 分钟，含手动调整 UI。",[18805,18836,18838],{"id":18837},"任务-2figma-设计稿导入","任务 2：Figma 设计稿导入",[30,18840,18841],{},"Bolt 支持 Figma URL 导入，AI 根据图层结构生成响应式组件。准确率 70% 左右，复杂动效需要手动改。",[18805,18843,18845],{"id":18844},"任务-3一键部署-netlify","任务 3：一键部署 Netlify",[30,18847,18848],{},"完成后点 \"Deploy\"，Bolt 直接推到 Netlify（也支持 Cloudflare Pages）。10 秒后拿到一个可访问 URL，比手动部署省半小时。",[25,18850,18852],{"id":18851},"上手-5-分钟","上手 5 分钟",[258,18854,18857],{"className":18855,"code":18856,"language":2041,"meta":263},[2039],"1. 浏览器打开 https:\u002F\u002Fbolt.new\n2. 用 GitHub 登录\n3. 输入第一个 prompt（用英文，中文 prompt 偶尔出英文 UI）\n4. 等 30-60 秒看到代码生成 + 预览\n5. 在 Chat 里迭代（\"加一个登录页\"、\"改成深色主题\"）\n6. Connect Supabase（一键）\u002F Connect Netlify（部署）\u002F Push to GitHub（导出）\n",[34,18858,18856],{"__ignoreMap":263},[25,18860,18861],{"id":18861},"同类对比",[613,18863,18864,18881],{},[616,18865,18866],{},[619,18867,18868,18870,18872,18875,18878],{},[622,18869,624],{},[622,18871,18613],{},[622,18873,18874],{},"Lovable",[622,18876,18877],{},"v0 by Vercel",[622,18879,18880],{},"Replit Agent",[637,18882,18883,18900,18917,18932,18947,18963,18979,18994,19006],{},[619,18884,18885,18888,18891,18894,18897],{},[642,18886,18887],{},"母体",[642,18889,18890],{},"StackBlitz WebContainer",[642,18892,18893],{},"自研（GPT Engineer 派生）",[642,18895,18896],{},"Vercel + shadcn\u002Fui",[642,18898,18899],{},"Replit IDE",[619,18901,18902,18905,18908,18911,18914],{},[642,18903,18904],{},"技术栈",[642,18906,18907],{},"多框架全栈",[642,18909,18910],{},"React + Supabase",[642,18912,18913],{},"React\u002FNext.js only",[642,18915,18916],{},"50+ 语言",[619,18918,18919,18922,18925,18928,18930],{},[642,18920,18921],{},"Runtime",[642,18923,18924],{},"浏览器（WebContainer）",[642,18926,18927],{},"云端",[642,18929,18927],{},[642,18931,18927],{},[619,18933,18934,18937,18940,18942,18944],{},[642,18935,18936],{},"后端",[642,18938,18939],{},"Supabase 一键",[642,18941,18939],{},[642,18943,3019],{},[642,18945,18946],{},"Replit DB \u002F Postgres",[619,18948,18949,18951,18954,18957,18960],{},[642,18950,17934],{},[642,18952,18953],{},"Netlify \u002F Cloudflare",[642,18955,18956],{},"Lovable 自家",[642,18958,18959],{},"Vercel",[642,18961,18962],{},"Replit 自家",[619,18964,18965,18968,18970,18973,18976],{},[642,18966,18967],{},"Free 额度",[642,18969,18720],{},[642,18971,18972],{},"5 message\u002F天",[642,18974,18975],{},"$5 credit\u002F月",[642,18977,18978],{},"150K token\u002F天",[619,18980,18981,18983,18985,18988,18991],{},[642,18982,770],{},[642,18984,5013],{},[642,18986,18987],{},"$20\u002F月（Starter）",[642,18989,18990],{},"$20\u002F月（Premium）",[642,18992,18993],{},"$20\u002F月（Core）",[619,18995,18996,18998,19000,19002,19004],{},[642,18997,12717],{},[642,18999,688],{},[642,19001,688],{},[642,19003,688],{},[642,19005,716],{},[619,19007,19008,19010,19013,19016,19019],{},[642,19009,786],{},[642,19011,19012],{},"多框架全栈 prototype",[642,19014,19015],{},"非技术 + Supabase MVP",[642,19017,19018],{},"React 前端组件",[642,19020,19021],{},"多语言 + 移动端",[25,19023,19024],{"id":19024},"避坑清单",[929,19026,19027,19033,19039,19045,19055,19061,19067],{},[65,19028,19029,19032],{},[43,19030,19031],{},"Pro $20 看上去够，实际可能 1 周烧光","。重度 prompt 用户预算到 Pro 50。",[65,19034,19035,19038],{},[43,19036,19037],{},"复杂业务逻辑 AI 容易出错","，比如多角色权限 \u002F 复杂 reducer \u002F 嵌套 state，需要手动接管。",[65,19040,19041,19044],{},[43,19042,19043],{},"Supabase 生产环境另外花钱","：Bolt 帮你接 Supabase，但 Supabase 自己的 Pro $25\u002F月也躲不掉，加上 Bolt 总开销 $45+ 起。",[65,19046,19047,19050,19051,19054],{},[43,19048,19049],{},"导出代码后本地跑可能要补 .env","，Bolt 浏览器内能跑不代表本地 ",[34,19052,19053],{},"npm install + npm run dev"," 直接通——尤其 Supabase key 类配置。",[65,19056,19057,19060],{},[43,19058,19059],{},"国内访问可能慢","，CDN 节点在欧美，第一次加载 WebContainer 可能 30 秒+。",[65,19062,19063,19066],{},[43,19064,19065],{},"WebContainer 不支持所有原生模块","（比如需要 fsevents \u002F native binding 的包），偶尔会撞墙。",[65,19068,19069,19072,19073,19076],{},[43,19070,19071],{},"生成代码不是生产级","，TypeScript 类型偶尔 ",[34,19074,19075],{},"any","、可访问性偶尔缺；适合 0→1，不适合 1→1000。",[25,19078,872],{"id":871},[30,19080,19081,19082,19085],{},"✅ Indie hacker \u002F hackathon \u002F MVP；非技术创始人；多框架前端 prototype；快速 demo。",[19083,19084],"br",{},"\n❌ 复杂业务逻辑系统；需要长期维护到自有云；中文场景重度依赖；对 token 用量敏感。",[25,19087,906],{"id":906},[62,19089,19090,19097,19104],{},[65,19091,19092,19093],{},"配套 playbook：",[912,19094,19096],{"href":19095},"\u002Fplaybook\u002Fbolt-vs-lovable-vs-v0.html","Bolt vs Lovable vs v0 怎么选",[65,19098,19099,19100],{},"同分类：",[912,19101,19103],{"href":19102},"\u002Fcoding\u002Fbuilder\u002F","AI 应用 Builder 全分类",[65,19105,19106,19107,19110,19111,19110,19115],{},"替代品：",[912,19108,18874],{"href":19109},"\u002Fcoding\u002Fbuilder\u002Flovable.html"," · ",[912,19112,19114],{"href":19113},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0",[912,19116,18880],{"href":19117},"\u002Fcoding\u002Fbuilder\u002Freplit-agent.html",[25,19119,927],{"id":927},[62,19121,19122,19129,19136],{},[65,19123,19124,19125],{},"官网：",[912,19126,19127],{"href":19127,"rel":19128},"https:\u002F\u002Fbolt.new",[938],[65,19130,19131,19132],{},"融资 \u002F 公司信息：",[912,19133,19134],{"href":19134,"rel":19135},"https:\u002F\u002Fapp.dealroom.co\u002Fcompanies\u002Fbolt_stackblitz",[938],[65,19137,19138],{},"第三方评测：vibecoding.app 2026-03 评测、Tool Junction StackBlitz 评测、Metacto 关于 Supabase 真实成本",[174,19140,19141],{},[30,19142,19143,19144,19147],{},"本卡片由 AIHO 编辑部根据以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[912,19145,19146],{"href":19146},"\u002Fsubmit"," 反馈更新。",{"title":263,"searchDepth":308,"depth":308,"links":19149},[19150,19151,19152,19153,19158,19159,19160,19161,19162,19163],{"id":27,"depth":277,"text":28},{"id":18644,"depth":277,"text":18644},{"id":158,"depth":277,"text":158},{"id":18797,"depth":277,"text":18798,"children":19154},[19155,19156,19157],{"id":18807,"depth":308,"text":18808},{"id":18837,"depth":308,"text":18838},{"id":18844,"depth":308,"text":18845},{"id":18851,"depth":277,"text":18852},{"id":18861,"depth":277,"text":18861},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"builder","\u002Fimg\u002Ftools\u002Fbolt-new.webp","Bolt.new 真实评测：StackBlitz 出品的 AI Web 应用生成器（$20M ARR \u002F 2 个月），WebContainers 让 Node.js 在浏览器里跑、Supabase 一键集成、Figma\u002FGitHub 导入、一键部署 Netlify；2 个月 ARR $20M 不是吹的。",[19168,19171,19174,19177,19180,19183],{"q":19169,"a":19170},"Bolt.new 和 StackBlitz 什么关系？","Bolt.new 是 StackBlitz 团队做的 AI 产品，底层用 StackBlitz 的 WebContainers 技术（Node.js 跑在浏览器 WASM 里），所以装依赖、起 dev server、看预览都在浏览器一气呵成，不像 v0 \u002F Lovable 那样要走云端容器。",{"q":19172,"a":19173},"和 Lovable \u002F v0 怎么选？","Bolt 介于「开发者向 Cursor」和「非开发者向 Lovable」之间——你可以一句话不写代码，但全代码也露出在你眼前可改；v0 偏前端组件（React only），Lovable 更聚焦「非技术创始人 + Supabase 后端」。三者都做原型，但 Bolt 的多框架支持最广。",{"q":19175,"a":19176},"Bolt 会爆 token 吗？","会。一个复杂项目重度迭代单 session 能烧 300K token。Pro $20 包含 10M token\u002F月，重项目一周可能烧光，要升到 Pro 50。",{"q":19178,"a":19179},"支持哪些框架？","React \u002F Vue \u002F Svelte \u002F Astro \u002F Next.js \u002F Nuxt \u002F Remix \u002F SolidJS \u002F Angular 全支持。Bolt 是目前框架覆盖最广的 builder。",{"q":19181,"a":19182},"Supabase 集成深吗？","深。一键起 auth + database + storage + RLS（row-level security），不是浮在表面的配置，比手动配舒服很多。",{"q":19184,"a":19185},"可以导出代码吗？","可以。GitHub 一键 push，或者 zip 下载。代码质量比 Lovable 稍干净，可在本地 IDE 接着写。","https:\u002F\u002Fgithub.com\u002Fstackblitz\u002Fbolt.new",[1002],{},[19190,19191,19192,19193],"复杂业务逻辑系统（AI 容易出错）","需要长期维护 \u002F 生产部署到自有云的项目","中文场景重度依赖（UI 全英文）","对 token 配额敏感（重度迭代一周可烧光月度）","\u002Ftools\u002Fcoding\u002Fbuilder\u002Fbolt-new",[1765],[19197,19200,19202,19207],{"plan":779,"price":773,"limit":19198,"cn_pay":13466,"note":19199},"每日 ~150K 免费 token，足够探索；项目数有限","试用",{"plan":1174,"price":5013,"limit":19201,"cn_pay":13466,"note":18735},"10M token\u002F月（重项目 300K\u002F会话可能一周烧光）",{"plan":19203,"price":19204,"limit":19205,"cn_pay":13466,"note":19206},"Pro 50 \u002F 100 \u002F 200","$50 \u002F $100 \u002F $200\u002F月","26M \u002F 55M \u002F 120M token，按月度用量阶梯","重度 prompt 用户",{"plan":13682,"price":18782,"limit":19208,"cn_pay":13466,"note":19209},"团队、共享项目、协作","团队档","Free \u002F Pro $20\u002F月 \u002F Pro 50 $50 \u002F Pro 100 $100 \u002F Pro 200 $200 \u002F Teams",[19212,19213],"ai-coding\u002Fbolt-vs-lovable-vs-v0","ai-coding\u002Fmvp-in-one-hour",{"power":314,"ux":321,"price":314,"cn_support":277,"stability":314},{"title":18613,"description":19166},"coding\u002Fbuilder\u002Fbolt-new",[19218,19220,19222,19225],{"title":19219,"url":19127},"Bolt.new 官网",{"title":19221,"url":19134},"StackBlitz \u002F Bolt 融资信息（Dealroom）",{"title":19223,"url":19224},"Bolt.new 评测（vibecoding.app 2026-03）","https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fbolt-new-review",{"title":19226,"url":19227},"Supabase Pricing（Metacto 2026）","https:\u002F\u002Fwww.metacto.com\u002Fblogs\u002Fthe-true-cost-of-supabase-a-comprehensive-guide-to-pricing-integration-and-maintenance","tools\u002Fcoding\u002Fbuilder\u002Fbolt-new",[19230,19231,19232,19233],"Indie hacker \u002F hackathon \u002F MVP 验证","非技术创始人（写 prompt 比写代码顺）","前端为主的项目（Vue \u002F React \u002F Svelte \u002F Astro \u002F Next.js）","需要快速 demo 给投资人 \u002F 客户看","一句话生成全栈 Web 应用，StackBlitz 出品",[19236,19237,1765,19238,19239,19240,19241],"app-generator","fullstack","prototype","supabase","webcontainer","stackblitz","做原型 \u002F demo \u002F MVP 最快的方式，没有之一。WebContainer 让所有依赖在浏览器里跑、Supabase 直连。正式产品仍需自己在本地 IDE 维护；Bolt 适合一次性生成 + 导出。","-r0qFh-8_qIsMXEWYzdsIS-9QwX0azZoUwJivPuB1dM",{"id":19245,"title":18874,"alternatives":19246,"api_compatible":20,"body":19247,"category":19164,"chinese_friendly":277,"cover":19849,"description":19850,"domestic":986,"extension":987,"faq":19851,"free":986,"github":263,"languages":19870,"meta":19871,"models":20,"navigation":317,"notSuitable":19872,"opensource":986,"path":19877,"pillar":12861,"platforms":19878,"priceTable":19879,"pricing":19891,"published":4588,"relatedPlaybooks":19892,"relatedReviews":20,"score":19894,"self_host":986,"seo":19895,"slug":18615,"sources":19896,"stem":19907,"suitable":19908,"tagline":19913,"tags":19914,"updated":1029,"verdict":19917,"website":19797,"__hash__":19918},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Flovable.md",[19216,18616,18617],{"type":22,"value":19248,"toc":19833},[19249,19251,19266,19268,19271,19298,19301,19377,19381,19451,19456,19473,19476,19481,19538,19540,19545,19549,19552,19555,19569,19572,19576,19579,19583,19586,19588,19594,19596,19714,19716,19760,19762,19768,19770,19789,19791,19827],[25,19250,28],{"id":27},[18623,19252,19254,19263],{"className":19253},[18626,18627,18628],[30,19255,19256,19258,19259,19262],{},[43,19257,18633],{}," Lovable 是「非技术创始人版的 Bolt」——前身 GPT Engineer，2026 ARR 突破 $300M。一句话生成全栈 web 应用 + Supabase 后端 + Lovable 自家部署，",[43,19260,19261],{},"积分制"," 计费、UI 隐藏代码复杂度比 Bolt 更彻底。",[30,19264,19265],{},"可产出物 Bolt 更干净，Lovable 更完整。真实月度 TCO 含 Supabase ≥ $50。",[25,19267,18644],{"id":18644},[30,19269,19270],{},"Lovable 是浏览器内的 AI App Builder：",[62,19272,19273,19278,19283,19288,19293],{},[65,19274,19275,19277],{},[43,19276,6380],{},"：左边 Chat 输需求，右边实时预览，\"非开发者也能用\"是核心定位。",[65,19279,19280,19282],{},[43,19281,18904],{},"：默认 React + Tailwind + Supabase，下层走 GPT-4o \u002F Claude 等。",[65,19284,19285,19287],{},[43,19286,18936],{},"：Supabase 一键 connect（auth + database + storage + edge functions）。",[65,19289,19290,19292],{},[43,19291,17934],{},"：Lovable 自家 cloud，自动域名 + HTTPS，Pro+ 可绑自定义域名。",[65,19294,19295,19297],{},[43,19296,19261],{},"：每个 prompt 消耗 credit，复杂度不同消耗不同；不是 token 也不是 message-quota。",[30,19299,19300],{},"它和 Bolt 经常被一起讨论但定位不一样：",[613,19302,19303,19314],{},[616,19304,19305],{},[619,19306,19307,19310,19312],{},[622,19308,19309],{},"关注点",[622,19311,18874],{},[622,19313,18613],{},[637,19315,19316,19327,19338,19349,19360,19369],{},[619,19317,19318,19321,19324],{},[642,19319,19320],{},"目标用户",[642,19322,19323],{},"非技术创始人",[642,19325,19326],{},"开发者 + 非技术",[619,19328,19329,19332,19335],{},[642,19330,19331],{},"代码可见度",[642,19333,19334],{},"隐藏在 IDE 里",[642,19336,19337],{},"始终可见",[619,19339,19340,19343,19346],{},[642,19341,19342],{},"后端整合",[642,19344,19345],{},"Supabase 深度",[642,19347,19348],{},"Supabase 集成",[619,19350,19351,19354,19357],{},[642,19352,19353],{},"框架",[642,19355,19356],{},"React only",[642,19358,19359],{},"多框架",[619,19361,19362,19364,19367],{},[642,19363,17934],{},[642,19365,19366],{},"自家 cloud",[642,19368,18953],{},[619,19370,19371,19373,19375],{},[642,19372,18921],{},[642,19374,18927],{},[642,19376,18924],{},[25,19378,19380],{"id":19379},"价格重点积分-隐性成本","价格（重点：积分 + 隐性成本）",[613,19382,19383,19398],{},[616,19384,19385],{},[619,19386,19387,19389,19392,19395],{},[622,19388,18701],{},[622,19390,19391],{},"显式月费",[622,19393,19394],{},"积分",[622,19396,19397],{},"关键差异",[637,19399,19400,19412,19426,19439],{},[619,19401,19402,19404,19406,19409],{},[642,19403,779],{},[642,19405,773],{},[642,19407,19408],{},"每日 5 message",[642,19410,19411],{},"Lovable 子域名",[619,19413,19414,19416,19420,19423],{},[642,19415,1174],{},[642,19417,19418],{},[43,19419,7593],{},[642,19421,19422],{},"100 + 每日 5 bonus（不滚存）",[642,19424,19425],{},"自定义域名 \u002F 优先生成 \u002F top-up",[619,19427,19428,19431,19433,19436],{},[642,19429,19430],{},"Business",[642,19432,18743],{},[642,19434,19435],{},"同 Pro",[642,19437,19438],{},"私有项目 \u002F RBAC \u002F SSO \u002F 优先支持",[619,19440,19441,19443,19445,19448],{},[642,19442,4703],{},[642,19444,4584],{},[642,19446,19447],{},"自议",[642,19449,19450],{},"SCIM \u002F 专属支持 \u002F 自定义集成",[30,19452,19453],{},[43,19454,19455],{},"真实积分消耗参考（来自第三方评测和用户笔记）：",[62,19457,19458,19461,19464,19467,19470],{},[65,19459,19460],{},"改一个按钮颜色：~0.5 credit",[65,19462,19463],{},"删 footer：~0.9 credit",[65,19465,19466],{},"简单修改：~1 credit",[65,19468,19469],{},"初始建项目：~2 credit",[65,19471,19472],{},"一个完整 MVP（含 auth + database + UI）：50-100 credit",[30,19474,19475],{},"100 credit\u002F月只能撑住中等复杂度的一个 MVP；多项目或复杂业务需要 top-up 或 upgrade。",[30,19477,19478],{},[43,19479,19480],{},"真实月度 TCO（容易被忽略的隐性成本）：",[613,19482,19483,19493],{},[616,19484,19485],{},[619,19486,19487,19490],{},[622,19488,19489],{},"项目",[622,19491,19492],{},"金额（年）",[637,19494,19495,19503,19510,19518,19526],{},[619,19496,19497,19500],{},[642,19498,19499],{},"Lovable Pro",[642,19501,19502],{},"$300",[619,19504,19505,19508],{},[642,19506,19507],{},"Supabase Pro（生产必须）",[642,19509,19502],{},[619,19511,19512,19515],{},[642,19513,19514],{},"域名",[642,19516,19517],{},"$12",[619,19519,19520,19523],{},[642,19521,19522],{},"Lovable Cloud（2026 推广期后）",[642,19524,19525],{},"~$1200\u002F年（推广 $25\u002F月额度）",[619,19527,19528,19533],{},[642,19529,19530],{},[43,19531,19532],{},"Solo 年度真实 TCO",[642,19534,19535],{},[43,19536,19537],{},"$612-1812",[25,19539,18798],{"id":18797},[174,19541,19542],{},[30,19543,19544],{},"来源说明：以下场景为 Lovable 官方 demo + 第三方评测（Flowith \u002F Zite \u002F CheckThat.ai 等）的工作流归纳。",[18805,19546,19548],{"id":19547},"任务-11-小时出-saas-mvp含登录-数据库","任务 1：1 小时出 SaaS MVP（含登录 + 数据库）",[30,19550,19551],{},"prompt: \"Build a task management SaaS with email login, projects, and team collaboration. Use Supabase for backend.\"",[30,19553,19554],{},"Lovable 流程：",[929,19556,19557,19560,19563,19566],{},[65,19558,19559],{},"自动建 Supabase 项目（auth + database table + RLS）",[65,19561,19562],{},"生成 React 前端（路由 + 表单 + dashboard）",[65,19564,19565],{},"连数据 + 起预览",[65,19567,19568],{},"你在 Chat 里继续迭代（\"加 dark mode\"、\"加 team invite 流程\"）",[30,19570,19571],{},"约 60-90 分钟出一个能 demo 的版本，~50 credit。",[18805,19573,19575],{"id":19574},"任务-2figma-转应用","任务 2：Figma 转应用",[30,19577,19578],{},"可上传 Figma URL → 解析布局 → 生成对应 React 组件。准确率 65-75%，复杂动效需要手动改。",[18805,19580,19582],{"id":19581},"任务-3自定义域名-部署","任务 3：自定义域名 + 部署",[30,19584,19585],{},"Pro+ 可连自有域名（DNS CNAME 到 Lovable）。部署一键，HTTPS 自动。一站式比 Bolt+Netlify 略简单，但锁定在 Lovable 平台。",[25,19587,18852],{"id":18851},[258,19589,19592],{"className":19590,"code":19591,"language":2041,"meta":263},[2039],"1. 浏览器 https:\u002F\u002Flovable.dev\n2. GitHub 登录\n3. 第一个 prompt（英文，描述完整产品需求）\n4. 等 1-3 分钟看到完整应用 + 后端\n5. 试用 + 在 Chat 里迭代\n6. Connect Supabase（一键）\u002F 连自定义域名（Pro+）\u002F Push to GitHub（导出代码）\n",[34,19593,19591],{"__ignoreMap":263},[25,19595,18861],{"id":18861},[613,19597,19598,19612],{},[616,19599,19600],{},[619,19601,19602,19604,19606,19608,19610],{},[622,19603,624],{},[622,19605,18874],{},[622,19607,18613],{},[622,19609,19114],{},[622,19611,18880],{},[637,19613,19614,19627,19644,19659,19673,19687,19702],{},[619,19615,19616,19618,19621,19623,19625],{},[642,19617,18887],{},[642,19619,19620],{},"GPT Engineer 派生",[642,19622,18890],{},[642,19624,18896],{},[642,19626,18899],{},[619,19628,19629,19631,19636,19638,19641],{},[642,19630,19320],{},[642,19632,19633],{},[43,19634,19635],{},"非技术",[642,19637,19326],{},[642,19639,19640],{},"React 开发者",[642,19642,19643],{},"多语言开发者",[619,19645,19646,19649,19651,19654,19657],{},[642,19647,19648],{},"计费模型",[642,19650,19261],{},[642,19652,19653],{},"Token 阶梯",[642,19655,19656],{},"Token + 月费",[642,19658,19656],{},[619,19660,19661,19663,19665,19668,19670],{},[642,19662,18936],{},[642,19664,19345],{},[642,19666,19667],{},"Supabase",[642,19669,3019],{},[642,19671,19672],{},"Replit DB",[619,19674,19675,19677,19679,19682,19684],{},[642,19676,17934],{},[642,19678,19366],{},[642,19680,19681],{},"Netlify",[642,19683,18959],{},[642,19685,19686],{},"Replit",[619,19688,19689,19692,19695,19698,19700],{},[642,19690,19691],{},"自定义域名",[642,19693,19694],{},"Pro+",[642,19696,19697],{},"Netlify 配",[642,19699,18959],{},[642,19701,19686],{},[619,19703,19704,19706,19708,19710,19712],{},[642,19705,12717],{},[642,19707,4334],{},[642,19709,4334],{},[642,19711,4334],{},[642,19713,716],{},[25,19715,19024],{"id":19024},[929,19717,19718,19724,19730,19736,19742,19748,19754],{},[65,19719,19720,19723],{},[43,19721,19722],{},"积分制不直观，先算预算再决定档位","。复杂 MVP 100 credit 紧巴巴，建议 Pro $25 + top-up 或直接 Business $50。",[65,19725,19726,19729],{},[43,19727,19728],{},"Supabase Pro 隐性成本 $25\u002F月","——Free tier 7 天不活跃自动暂停，生产应用必须升 Pro。",[65,19731,19732,19735],{},[43,19733,19734],{},"Lovable Cloud 2026 后期才正式按量计费","，目前 $25\u002F月推广额度到期日不固定，留意账单。",[65,19737,19738,19741],{},[43,19739,19740],{},"生成代码 export 后清理量大","：Lovable 的代码生成痕迹比 Bolt 重，长期维护需手动 cleanup。",[65,19743,19744,19747],{},[43,19745,19746],{},"复杂业务逻辑容易掉链子","：多角色权限、复杂 reducer、嵌套 state——AI 出错率上升，要分多轮 prompt 而非一次写完。",[65,19749,19750,19753],{},[43,19751,19752],{},"退款仅 24 小时窗口","，订阅前先用 Free 跑一遍判断匹配度。",[65,19755,19756,19759],{},[43,19757,19758],{},"i18n 弱","：默认输出英文 UI，多语言项目需要在 prompt 反复强调；中文场景 fallback 到 Bolt + 自己改 UI 或者 Trae 国内版。",[25,19761,872],{"id":871},[30,19763,19764,19765,19767],{},"✅ 非技术创始人 \u002F 产品经理；MVP 验证；需要 Supabase 全栈开箱；需要专业 demo URL。",[19083,19766],{},"\n❌ 自定义后端架构；复杂业务逻辑；预算预测敏感；中文重度场景。",[25,19769,906],{"id":906},[62,19771,19772,19776,19780],{},[65,19773,19092,19774],{},[912,19775,19096],{"href":19095},[65,19777,19099,19778],{},[912,19779,19103],{"href":19102},[65,19781,19106,19782,19110,19785,19110,19787],{},[912,19783,18613],{"href":19784},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html",[912,19786,19114],{"href":19113},[912,19788,18880],{"href":19117},[25,19790,927],{"id":927},[62,19792,19793,19799,19806,19813,19820],{},[65,19794,19124,19795],{},[912,19796,19797],{"href":19797,"rel":19798},"https:\u002F\u002Flovable.dev",[938],[65,19800,19801,19802],{},"定价深度解析：",[912,19803,19804],{"href":19804,"rel":19805},"https:\u002F\u002Fflowith.io\u002Fblog\u002Flovable-pricing-2026-free-vs-starter-vs-pro",[938],[65,19807,19808,19809],{},"TCO 分析：",[912,19810,19811],{"href":19811,"rel":19812},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Flovable\u002Fpricing",[938],[65,19814,19815,19816],{},"评测：",[912,19817,19818],{"href":19818,"rel":19819},"https:\u002F\u002Fen.ai-pedias.com\u002Ftools\u002Flovable",[938],[65,19821,19822,19823],{},"积分 \u002F Cloud 详解：",[912,19824,19825],{"href":19825,"rel":19826},"https:\u002F\u002Fwww.zite.com\u002Fblog\u002Flovable-pricing",[938],[174,19828,19829],{},[30,19830,19143,19831,19147],{},[912,19832,19146],{"href":19146},{"title":263,"searchDepth":308,"depth":308,"links":19834},[19835,19836,19837,19838,19843,19844,19845,19846,19847,19848],{"id":27,"depth":277,"text":28},{"id":18644,"depth":277,"text":18644},{"id":19379,"depth":277,"text":19380},{"id":18797,"depth":277,"text":18798,"children":19839},[19840,19841,19842],{"id":19547,"depth":308,"text":19548},{"id":19574,"depth":308,"text":19575},{"id":19581,"depth":308,"text":19582},{"id":18851,"depth":277,"text":18852},{"id":18861,"depth":277,"text":18861},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Flovable.webp","Lovable 真实评测：前身 GPT Engineer，从 prompt 到全栈应用 + Supabase 后端的 AI Builder。2026 年 ARR 突破 $300M；积分计费、Cloud \u002F AI 一体化、4 档套餐 + 隐性 Supabase \u002F 域名成本，含真实 TCO 分析与避坑清单。",[19852,19855,19858,19861,19864,19867],{"q":19853,"a":19854},"Lovable 和 Bolt 怎么选？","Lovable 更非技术友好（UI \u002F 隐藏复杂度更彻底），Supabase 整合更深、有完整的 auth \u002F database \u002F 部署一条龙；Bolt 让你看到代码、多框架支持、WebContainer 在浏览器内跑。非技术创始人选 Lovable，开发者优先 Bolt。",{"q":19856,"a":19857},"积分制怎么算？","Lovable 用积分（credit）而非 token。简单操作（改按钮颜色）~0.5 credit、删 footer ~0.9、初始建项目 ~2 credit。Pro $25\u002F月含 100 credit + 每日 5 bonus（不滚存）。复杂 MVP 单个完整流程 ~50-100 credit，能撑住但要节制。",{"q":19859,"a":19860},"真实月度成本是多少？","Lovable Pro $25 + Supabase Pro $25\u002F月 + 域名 $1\u002F月 ≈ $51\u002F月。生产应用通常更高（Supabase 用量超 + Lovable Cloud 推广期结束后 $25\u002F月起的 hosting）。Solo dev 真实 TCO 一年 $612-912。",{"q":19862,"a":19863},"Lovable Cloud 是什么？","Lovable 2026 推出的全栈托管平台，含数据库（Supabase）+ 文件存储 + AI 集成。订阅含 $25\u002F月 Cloud 推广额度 + $1\u002F月 AI 额度（promotional），到期后按用量计费。",{"q":19865,"a":19866},"支持中文 prompt 吗？","支持但 UI 全英文。生成的 UI 默认英文，需要在 prompt 里明确指定语言。i18n 支持较弱，建议英文项目优先。",{"q":19868,"a":19869},"代码可导出吗？","Pro+ 支持 GitHub 同步导出。代码质量介于 Bolt 和 Replit 之间——可读但生成痕迹明显，导出后需要 cleanup 才适合长期维护。",[1002],{},[19873,19874,19875,19876],"需要自定义后端架构（Supabase 之外）","复杂业务逻辑（积分会快速消耗）","对预算预测敏感（积分制不直观）","中文重度场景","\u002Ftools\u002Fcoding\u002Fbuilder\u002Flovable",[1765],[19880,19882,19885,19888],{"plan":779,"price":773,"limit":19881,"cn_pay":13466,"note":19199},"每日 5 message、1-2 个项目、Lovable 子域名",{"plan":1174,"price":19883,"limit":19884,"cn_pay":13466,"note":18735},"$25\u002F月（最新文档 $20-25 浮动）","~100 message\u002F月、每日 5 bonus、自定义域名、top-up 可购",{"plan":19430,"price":18743,"limit":19886,"cn_pay":13466,"note":19887},"私有项目、RBAC、SSO、优先支持","团队 \u002F 合规",{"plan":4703,"price":4584,"limit":19889,"cn_pay":13466,"note":19890},"SCIM、专属支持、onboarding、自定义集成","大企业","Free \u002F Pro $25\u002F月 \u002F Business $50\u002F月 \u002F Enterprise",[19212,19893],"ai-coding\u002Fmvp-credit-budget",{"power":314,"ux":314,"price":308,"cn_support":277,"stability":308},{"title":18874,"description":19850},[19897,19899,19901,19903,19905],{"title":19898,"url":19797},"Lovable 官网",{"title":19900,"url":19804},"Lovable 定价深度解析（Flowith 2026）",{"title":19902,"url":19811},"Lovable Pricing TCO 分析（CheckThat.ai 2026）",{"title":19904,"url":19818},"Lovable 评测（AIpedia 2026-06）",{"title":19906,"url":19825},"Lovable 积分 \u002F Cloud 详解（Zite 2026-02）","tools\u002Fcoding\u002Fbuilder\u002Flovable",[19909,19910,19911,19912],"非技术创始人 \u002F 产品经理（不想看代码）","MVP 验证（写 prompt 比写代码顺）","需要 Supabase 全栈后端开箱即用","需要专业可见性（自定义域名 + 公开 demo）","前 GPT Engineer，从 prompt 到全栈应用 + Supabase 后端",[19236,19238,19237,19915,19239,19916],"visual","credit-based","和 Bolt 定位相近，但更偏「非技术创始人 + Supabase 后端 + 完整产品」。可产出物 Bolt 更干净，Lovable 更完整；积分制需要预算预测，月度真实 TCO 含 Supabase 至少 $50+。","V3fJPXpQGPoGg2VV1btSRxwS-hYhQAn0Q9Mi5aCR10M",{"id":19920,"title":18880,"alternatives":19921,"api_compatible":20,"body":19928,"category":19164,"chinese_friendly":308,"cover":20336,"description":20337,"domestic":986,"extension":987,"faq":20338,"free":986,"github":20,"languages":20351,"meta":20352,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":20353,"pillar":12861,"platforms":20354,"priceTable":20356,"pricing":20366,"published":4588,"relatedPlaybooks":20367,"relatedReviews":20,"score":20373,"self_host":986,"seo":20374,"slug":18617,"sources":20375,"stem":20384,"suitable":20,"tagline":20385,"tags":20386,"updated":1029,"verdict":20389,"website":20390,"__hash__":20391},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Freplit-agent.md",[19922,19924,19926],{"name":19923,"url":19194},"bolt-new",{"name":19925,"url":19877},"lovable",{"name":19114,"url":19927},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Fv0",{"type":22,"value":19929,"toc":20324},[19930,19932,19943,19946,19948,19951,19975,19978,19980,20035,20041,20045,20049,20063,20068,20082,20084,20104,20106,20212,20214,20249,20251,20268,20270,20292,20294],[25,19931,28],{"id":27},[30,19933,19934,19935,19938,19939,19942],{},"Replit Agent 是 Replit 内置的 AI 全栈 Builder。2026 年的旗舰是 ",[43,19936,19937],{},"Agent 3","——把自主运行时长从同类的 ~30 分钟拉到 ",[43,19940,19941],{},"200 分钟 Max Autonomy","，意味着它能完整跑完「规划 → 写代码 → 跑测试 → 自我修复 → 部署到 live URL」整套流程，而不是中途交回给人。",[30,19944,19945],{},"适合：非技术创始人 MVP、教育 \u002F 教学、原型 + 部署一站搞定的小团队。不适合：要把项目挪出 Replit 进入大型企业代码库的场景——锁定较深。",[25,19947,12406],{"id":12406},[30,19949,19950],{},"Replit Agent 不是单纯的 chat 框，是 Replit 浏览器 IDE 里的「自主开发模式」。给它一句话，它会：",[929,19952,19953,19956,19959,19962,19968],{},[65,19954,19955],{},"自动选技术栈（默认 React\u002FNode 或 Python\u002FFlask）",[65,19957,19958],{},"scaffold 项目、装依赖",[65,19960,19961],{},"写代码、连数据库（Postgres）、配 auth",[65,19963,19964,19967],{},[43,19965,19966],{},"在 live browser 里跑应用、点击测试、看到报错自动修","（Agent 3 新增）",[65,19969,19970,19971,19974],{},"部署到 ",[34,19972,19973],{},"*.replit.app"," 拿到 live URL",[30,19976,19977],{},"四档 Autonomy（Low \u002F Medium \u002F High \u002F Max）对应不同的「让它跑多久无人值守」。Max = 最长 200 分钟，能一口气把全栈 CRUD + auth + deploy 都做完。",[25,19979,12982],{"id":12981},[613,19981,19982,19992],{},[616,19983,19984],{},[619,19985,19986,19988,19990],{},[622,19987,12449],{},[622,19989,158],{},[622,19991,13583],{},[637,19993,19994,20003,20016,20026],{},[619,19995,19996,19998,20000],{},[642,19997,779],{},[642,19999,773],{},[642,20001,20002],{},"体验 Agent、公共 repl、checkpoint 受限",[619,20004,20005,20009,20013],{},[642,20006,20007],{},[43,20008,13592],{},[642,20010,20011],{},[43,20012,7593],{},[642,20014,20015],{},"基础 effort credits、私有项目、部署 + Postgres",[619,20017,20018,20020,20023],{},[642,20019,13682],{},[642,20021,20022],{},"$35\u002F席\u002F月",[642,20024,20025],{},"池化 credits、共享 workspace、角色权限",[619,20027,20028,20030,20032],{},[642,20029,4703],{},[642,20031,4584],{},[642,20033,20034],{},"SSO、私有云、SLA",[30,20036,20037,20040],{},[43,20038,20039],{},"Effort 计费","：一次任务消耗 0.05–1+ effort，单次大任务（200 分钟 Max）可能吃掉数十 effort。Core 月度池子大约够 50–100 次中等任务，超出按 $0.25\u002Feffort 计费。重度用户实际月支出 $50–$150。",[25,20042,20044],{"id":20043},"实测agent-3-一周观察","实测（Agent 3 一周观察）",[30,20046,20047,76],{},[43,20048,12564],{},[62,20050,20051,20054,20057,20060],{},[65,20052,20053],{},"200 分钟自主运行真不是 PPT——实测一个 task manager + auth + Stripe 集成，约 75 分钟一气呵成",[65,20055,20056],{},"live browser 自检：UI 渲染异常会被它自己截图、识别、回头修代码",[65,20058,20059],{},"定时 \u002F 后台 agent：可以设「每天早上自动跑这个 lint 然后给我邮件」",[65,20061,20062],{},"部署是 first-class——拿到 URL 就能给客户演示",[30,20064,20065,76],{},[43,20066,20067],{},"问题",[62,20069,20070,20073,20076,20079],{},[65,20071,20072],{},"200 分钟模式偶尔进入「错误循环」——一直在修同一个 bug 没出来，需要人工打断",[65,20074,20075],{},"国内访问 replit.com 部分节点不稳定，建议配合 CDN 或换 VPN 出口",[65,20077,20078],{},"跨语言能力一般：Python 全栈做得好，Go\u002FRust 写得磕磕绊绊",[65,20080,20081],{},"月底 effort 用完后体验断崖式下降",[25,20083,3639],{"id":3639},[929,20085,20086,20089,20092,20095,20098],{},[65,20087,20088],{},"replit.com 注册（Google\u002FGitHub OAuth），免费试 Agent",[65,20090,20091],{},"点 \"Create with Agent\"，描述 app（中文 OK）",[65,20093,20094],{},"选 Autonomy 档位：原型用 Medium，完整 app 用 High\u002FMax",[65,20096,20097],{},"等 Agent 自己写、跑、修；进度条 + 实时 chat",[65,20099,20100,20101,20103],{},"满意 → \"Deploy\"，秒得 ",[34,20102,19973],{}," URL",[25,20105,12629],{"id":12629},[613,20107,20108,20122],{},[616,20109,20110],{},[619,20111,20112,20114,20116,20118,20120],{},[622,20113,624],{},[622,20115,18880],{},[622,20117,18613],{},[622,20119,18874],{},[622,20121,19114],{},[637,20123,20124,20142,20157,20172,20184,20197],{},[619,20125,20126,20129,20134,20137,20139],{},[642,20127,20128],{},"单次自主时长",[642,20130,20131],{},[43,20132,20133],{},"200 分钟",[642,20135,20136],{},"~30 分钟",[642,20138,20136],{},[642,20140,20141],{},"短（组件级）",[619,20143,20144,20146,20149,20152,20155],{},[642,20145,17934],{},[642,20147,20148],{},"内置（Replit Cloud）",[642,20150,20151],{},"外接 Netlify\u002FVercel",[642,20153,20154],{},"外接",[642,20156,18959],{},[619,20158,20159,20162,20165,20167,20170],{},[642,20160,20161],{},"后端 \u002F 数据库",[642,20163,20164],{},"内置 Postgres",[642,20166,4334],{},[642,20168,20169],{},"Supabase 强集成",[642,20171,4334],{},[619,20173,20174,20176,20178,20180,20182],{},[642,20175,13795],{},[642,20177,7593],{},[642,20179,5013],{},[642,20181,7593],{},[642,20183,5013],{},[619,20185,20186,20189,20191,20193,20195],{},[642,20187,20188],{},"中文体验",[642,20190,12723],{},[642,20192,12723],{},[642,20194,12723],{},[642,20196,12723],{},[619,20198,20199,20202,20205,20208,20210],{},[642,20200,20201],{},"Mobile app",[642,20203,20204],{},"React Native + Expo",[642,20206,20207],{},"否",[642,20209,20207],{},[642,20211,20207],{},[25,20213,801],{"id":801},[62,20215,20216,20222,20228,20234,20243],{},[65,20217,20218,20221],{},[43,20219,20220],{},"Max Autonomy 看着诱人，谨慎用","：200 分钟跑歪了你也得为 effort 买单，初次写新功能先用 High 看看节奏",[65,20223,20224,20227],{},[43,20225,20226],{},"effort 用完前 checkpoint 一次","：Free \u002F Core 都有快照机制，定期保存可避免 Agent 把项目搞坏后无法回退",[65,20229,20230,20233],{},[43,20231,20232],{},"大文件 \u002F 大数据集传不进去","：Replit 的 storage 有上限，重型项目还是得 git push 到本地 \u002F GitHub",[65,20235,20236,20242],{},[43,20237,20238,20239],{},"生产部署要离开 ",[34,20240,20241],{},".replit.app","：自定义域名需要 Teams 起步，且高并发场景 Replit Cloud 不如 Vercel\u002FCloudflare",[65,20244,20245,20248],{},[43,20246,20247],{},"国内访问波动","：长 session 中断会丢上下文，重要项目建议白天稳定时段做",[25,20250,872],{"id":871},[62,20252,20253,20256,20259,20262,20265],{},[65,20254,20255],{},"✅ 非技术创始人 MVP \u002F hackathon 24h 出 demo",[65,20257,20258],{},"✅ 教育场景（带学生从 0 到部署）",[65,20260,20261],{},"✅ 想要『写完即部署』、不愿配置 hosting 的人",[65,20263,20264],{},"❌ 要把代码进企业 monorepo \u002F CI \u002F 私有 K8s",[65,20266,20267],{},"❌ Go \u002F Rust \u002F Java 重型后端",[25,20269,906],{"id":906},[62,20271,20272,20277,20282,20287],{},[65,20273,20274],{},[912,20275,20276],{"href":19194},"Bolt.new 评测",[65,20278,20279],{},[912,20280,20281],{"href":19877},"Lovable 评测",[65,20283,20284],{},[912,20285,20286],{"href":19927},"v0 评测",[65,20288,20289,20291],{},[912,20290,14407],{"href":13985},"（更贵但更深的自主 Agent）",[25,20293,927],{"id":927},[929,20295,20296,20303,20310,20317],{},[65,20297,20298,20299],{},"AgentsDB — Replit Agent 3 Autonomy（2025-11-03）",[912,20300,20301],{"href":20301,"rel":20302},"https:\u002F\u002Fagentsdb.com\u002Freplit-agent-3-crosses-autonomy-threshold-for-developer-agents",[938],[65,20304,20305,20306],{},"WhatAI — Replit Agent 2026 Review（2026-06-13）",[912,20307,20308],{"href":20308,"rel":20309},"https:\u002F\u002Fwhataidoineed.com\u002Fblog\u002Freplit-agent-in-2026-what-it-can-build-real-use-cases-case-studies-how-it-works",[938],[65,20311,20312,20313],{},"Serenities — Replit Agent 2026 Verdict（2026-03-04）",[912,20314,20315],{"href":20315,"rel":20316},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Freplit-agent-2026-features-pricing-review",[938],[65,20318,20319,20320],{},"AgentMarketCap — 200-Minute Runtime（2026-05-23）",[912,20321,20322],{"href":20322,"rel":20323},"https:\u002F\u002Fagentmarketcap.ai\u002Fblog\u002F2026\u002F05\u002F23\u002Freplit-agent-3-200-minute-autonomous-runtime",[938],{"title":263,"searchDepth":308,"depth":308,"links":20325},[20326,20327,20328,20329,20330,20331,20332,20333,20334,20335],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":12981,"depth":277,"text":12982},{"id":20043,"depth":277,"text":20044},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Freplit-agent.webp","Replit Agent 真实评测：Agent 3 在 2026 年扩展到 200 分钟 Max Autonomy 自主运行，浏览器内即可完成 plan → code → test → deploy，是非技术创始人和教育场景的最强 builder。",[20339,20342,20345,20348],{"q":20340,"a":20341},"Agent 3 和 Agent 2 区别在哪？","Agent 3（2025-09 起）加入了 live browser 自检、反思循环自动 fix bug、可生成子 Agent \u002F 定时任务、可单次最长 200 分钟无人值守运行。这是和 Cursor Composer（~30 分钟会话）最大的差距。",{"q":20343,"a":20344},"实际能完整产出什么？","典型 CRUD app（Next.js \u002F Flask + Postgres + auth + 部署）从 prompt 到 live URL 约 10–15 分钟。复杂应用（数据流、第三方集成）需要 30–60 分钟 Max Autonomy。",{"q":20346,"a":20347},"中文友好吗？","界面支持中文，Agent 听懂中文 prompt 没问题；但默认 LLM 走美国节点，速度比国内 Trae \u002F 通义灵码 慢，且偶有网络抖动。",{"q":20349,"a":20350},"ACU \u002F effort 是什么？","Replit 用『effort-based』计费——一次复杂任务约 0.1–1 effort，简单提问 \u003C 0.05。Core $25\u002F月含基础 effort 池，超出按 $0.25\u002Feffort 起。",[3280,1002],{},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Freplit-agent",[1765,20355],"mobile",[20357,20360,20362,20364],{"plan":779,"price":20358,"seats":12477,"notes":20359},"$0\u002F月","限额 checkpoint、公共 repl、试用 Agent",{"plan":13592,"price":7593,"seats":12477,"notes":20361},"含基础 effort credits，私有项目，部署 \u002F 数据库",{"plan":13682,"price":20022,"seats":13473,"notes":20363},"共享 workspace、池化 credits、角色权限",{"plan":4703,"price":4584,"seats":13466,"notes":20365},"SSO、私有 cloud、合规、SLA","Free 限额 \u002F Core $25·月含 ACU \u002F Teams $35·席·月 \u002F Enterprise 定制",[20368,20370],{"name":20369,"url":17294},"Claude Code 入门",{"name":20371,"url":20372},"AI 自动化部署 Playbook","\u002Fplaybook\u002Fdeploy\u002Fai-auto-deploy",{"power":321,"ux":321,"price":308,"cn_support":308,"stability":314},{"title":18880,"description":20337},[20376,20378,20380,20382],{"name":20377,"url":20301,"accessed":1029},"AgentsDB — Replit Agent 3 autonomy",{"name":20379,"url":20308,"accessed":1029},"WhatAI — Replit Agent 2026 review",{"name":20381,"url":20315,"accessed":1029},"Serenities — Replit Agent 2026 verdict",{"name":20383,"url":20322,"accessed":1029},"AgentMarketCap — 200-minute runtime","tools\u002Fcoding\u002Fbuilder\u002Freplit-agent","浏览器内 200 分钟自主开发 + 部署的全栈 Agent（Agent 3）",[19236,19237,20387,20388,14021,20355],"deploy","education","教育\u002F非技术创始人最友好的 AI 全栈 Builder。Agent 3 把自主时长拉到 200 分钟，是 Bolt\u002FLovable 没法对标的优势。","https:\u002F\u002Freplit.com","-lYl_74JnUbQGHR-4UUbW1s746QjwNZeYmgwDipvzMI",{"id":20393,"title":20394,"alternatives":20395,"api_compatible":20,"body":20401,"category":19164,"chinese_friendly":277,"cover":20867,"description":20868,"domestic":986,"extension":987,"faq":20869,"free":986,"github":20,"languages":20882,"meta":20883,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":20884,"pillar":12861,"platforms":20885,"priceTable":20886,"pricing":20898,"published":4588,"relatedPlaybooks":20899,"relatedReviews":20,"score":20903,"self_host":986,"seo":20904,"slug":20905,"sources":20906,"stem":20915,"suitable":20,"tagline":20916,"tags":20917,"updated":1029,"verdict":20922,"website":20923,"__hash__":20924},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Ftempo.md","Tempo",[20396,20397,20398,20399],{"name":19923,"url":19194},{"name":19925,"url":19877},{"name":19114,"url":19927},{"name":20400,"url":20353},"replit-agent",{"type":22,"value":20402,"toc":20855},[20403,20405,20408,20411,20413,20468,20470,20488,20493,20497,20501,20521,20525,20548,20550,20573,20575,20716,20718,20768,20770,20802,20804,20823,20825],[25,20404,28],{"id":27},[30,20406,20407],{},"Tempo 是 YC 出身的 React-first AI 应用构建平台。差异点：多 agent 先生成 user-flow 图 → 用户确认 → 再写代码（不像 Bolt 直接 jump-to-code）；可视化编辑器编辑的是真 React，而非 HTML\u002FCSS 模拟；一键 GitHub PR；MCP App Store 一键插 Stripe \u002F Auth \u002F 邮件。Free 起步、Pro ~$30\u002F月 flat-rate message credits、Agent+ $4,500\u002F月含人工设计 + code 审计。React-only。",[30,20409,20410],{},"适合：React 栈的 solo \u002F 早期团队想要『可视化 + 真代码 + PR-friendly』；产品复杂度中等以上需要 user-flow 规划；设计师 + 前端工程师协作。不适合：Vue \u002F Svelte \u002F Solid 栈；纯 landing page（杀鸡用牛刀）；纯后端 \u002F API；预算极紧（Free 配额很快用完）。",[25,20412,60],{"id":60},[62,20414,20415,20421,20427,20433,20439,20445,20451,20457,20463],{},[65,20416,20417,20420],{},[43,20418,20419],{},"多 agent 规划","：先出 user-flow 图（页面 \u002F 状态 \u002F 数据流）→ 确认 → 写代码",[65,20422,20423,20426],{},[43,20424,20425],{},"可视化编辑真 React","：选元素改样式 \u002F 布局，输出 production React，不是 HTML 模拟",[65,20428,20429,20432],{},[43,20430,20431],{},"GitHub PR 推送","：一键开 PR，沿用团队 review 流程",[65,20434,20435,20438],{},[43,20436,20437],{},"MCP App Store","：Stripe \u002F Resend \u002F Clerk \u002F OpenAI agent \u002F 消息一键集成",[65,20440,20441,20444],{},[43,20442,20443],{},"Figma 导入","：设计稿 → React + Tailwind",[65,20446,20447,20450],{},[43,20448,20449],{},"shadcn \u002F Tailwind 内置","：组件库一等公民",[65,20452,20453,20456],{},[43,20454,20455],{},"多端","：Web + macOS（含 Intel）+ Windows + Linux 客户端",[65,20458,20459,20462],{},[43,20460,20461],{},"flat-rate message credits","：不按 token，预算可预测",[65,20464,20465],{},[43,20466,20467],{},"实时预览 + 协作",[25,20469,158],{"id":158},[62,20471,20472,20477,20482],{},[65,20473,20474,20476],{},[43,20475,779],{},"：$0，有限 credits，验证够用",[65,20478,20479,20481],{},[43,20480,1174],{},"：~$30\u002F月，flat-rate message credits + 全 AI + 完整代码导出",[65,20483,20484,20487],{},[43,20485,20486],{},"Agent+","：$4,500\u002F月，AI + 人工设计 review + code 审计",[174,20489,20490],{},[30,20491,20492],{},"真实陷阱：Free 复杂项目几天用完；Agent+ 价位是给 design agency \u002F Series B 团队，solo 别上。",[25,20494,20496],{"id":20495},"实测solo-founder-react-tailwind-产品","实测（solo founder \u002F React + Tailwind 产品）",[30,20498,20499],{},[43,20500,187],{},[62,20502,20503,20506,20509,20512,20515,20518],{},[65,20504,20505],{},"user-flow 规划阶段帮 think before code，避免改了三次还偏",[65,20507,20508],{},"编辑真 React 体验比 Figma → 切图工作流流畅 10 倍",[65,20510,20511],{},"GitHub PR 让生成代码进入正常 review 流程，不像 Bolt 那种黑盒",[65,20513,20514],{},"MCP App Store 加 Stripe + Auth 一晚上跑通",[65,20516,20517],{},"flat-rate credits 比 token-based 容易预算",[65,20519,20520],{},"shadcn \u002F Tailwind 输出代码干净，老工程师不抗拒",[30,20522,20523],{},[43,20524,221],{},[62,20526,20527,20530,20533,20536,20539,20542,20545],{},[65,20528,20529],{},"React-only 是真硬性约束，stack 不匹配就别尝试",[65,20531,20532],{},"复杂业务逻辑（多角色权限 \u002F 工作流引擎）AI 规划深度不够",[65,20534,20535],{},"自定义 design system 不强，team brand 落地要手动",[65,20537,20538],{},"中文 UI \u002F 文档弱，prompt 用英文最佳",[65,20540,20541],{},"Agent+ $4,500\u002F月对个人 \u002F 早期团队明显过位",[65,20543,20544],{},"偶尔 multi-agent 阶段卡顿，要重试",[65,20546,20547],{},"数据持久化 \u002F 后端 API 仍要自己接（Tempo 主攻前端）",[25,20549,3639],{"id":3639},[929,20551,20552,20555,20558,20561,20564,20567,20570],{},[65,20553,20554],{},"tempo.new → 注册（GitHub \u002F Google）→ 下客户端或用 Web",[65,20556,20557],{},"新建项目 → 写需求 prompt（含 user-flow 偏好）",[65,20559,20560],{},"multi-agent 出 user-flow 图 → 审阅 \u002F 改 → 确认",[65,20562,20563],{},"自动生成 React + Tailwind + shadcn 代码",[65,20565,20566],{},"可视化编辑器调样式 \u002F 布局，AI prompt 调逻辑",[65,20568,20569],{},"MCP App Store 加 Stripe \u002F Clerk \u002F Resend",[65,20571,20572],{},"GitHub 连接 → 一键 PR → 团队 review → merge",[25,20574,611],{"id":611},[613,20576,20577,20591],{},[616,20578,20579],{},[619,20580,20581,20583,20585,20587,20589],{},[622,20582,624],{},[622,20584,20394],{},[622,20586,18613],{},[622,20588,18874],{},[622,20590,19114],{},[637,20592,20593,20608,20621,20635,20649,20661,20674,20688,20701],{},[619,20594,20595,20597,20600,20603,20605],{},[642,20596,6380],{},[642,20598,20599],{},"React-first builder",[642,20601,20602],{},"全栈 prompt-to-app",[642,20604,20602],{},[642,20606,20607],{},"UI 组件生成",[619,20609,20610,20612,20615,20617,20619],{},[642,20611,20419],{},[642,20613,20614],{},"✅ user-flow 图",[642,20616,716],{},[642,20618,716],{},[642,20620,4329],{},[619,20622,20623,20626,20629,20631,20633],{},[642,20624,20625],{},"可视化编辑真代码",[642,20627,20628],{},"✅ React",[642,20630,4329],{},[642,20632,4329],{},[642,20634,4329],{},[619,20636,20637,20640,20643,20645,20647],{},[642,20638,20639],{},"GitHub PR",[642,20641,20642],{},"✅ 一键",[642,20644,713],{},[642,20646,713],{},[642,20648,713],{},[619,20650,20651,20653,20655,20657,20659],{},[642,20652,20437],{},[642,20654,713],{},[642,20656,4329],{},[642,20658,4329],{},[642,20660,4329],{},[619,20662,20663,20665,20667,20669,20671],{},[642,20664,19353],{},[642,20666,19356],{},[642,20668,19359],{},[642,20670,19359],{},[642,20672,20673],{},"React (shadcn)",[619,20675,20676,20679,20682,20684,20686],{},[642,20677,20678],{},"代码导出",[642,20680,20681],{},"✅ Pro+",[642,20683,713],{},[642,20685,713],{},[642,20687,713],{},[619,20689,20690,20692,20695,20697,20699],{},[642,20691,770],{},[642,20693,20694],{},"$30\u002Fmo",[642,20696,2278],{},[642,20698,2278],{},[642,20700,2278],{},[619,20702,20703,20705,20708,20711,20713],{},[642,20704,786],{},[642,20706,20707],{},"React 开发者 + 早期团队",[642,20709,20710],{},"full-stack 快速验证",[642,20712,20710],{},[642,20714,20715],{},"UI 组件",[25,20717,801],{"id":801},[62,20719,20720,20726,20732,20738,20744,20750,20756,20762],{},[65,20721,20722,20725],{},[43,20723,20724],{},"stack 必须是 React","：Vue \u002F Svelte \u002F Solid 走别处，不要硬塞",[65,20727,20728,20731],{},[43,20729,20730],{},"复杂业务逻辑分多 prompt","：一次喂太大 user-flow agent 会丢细节",[65,20733,20734,20737],{},[43,20735,20736],{},"数据 \u002F 后端自己接","：Tempo 前端为主，Supabase \u002F Convex \u002F 自家 API 都得手动接",[65,20739,20740,20743],{},[43,20741,20742],{},"Pro 配额监控","：复杂项目 flat-rate 也会用尽，要看 dashboard",[65,20745,20746,20749],{},[43,20747,20748],{},"Agent+ 不要冲动","：$4,500\u002F月是给设计公司，先 Pro 跑两月看 ROI",[65,20751,20752,20755],{},[43,20753,20754],{},"GitHub PR 别盲 merge","：AI 生成的 React 偶有 anti-pattern（useEffect 滥用 \u002F 多余 state），人工 review",[65,20757,20758,20761],{},[43,20759,20760],{},"多 agent 卡顿","：失败重试 \u002F 简化 prompt，避免一次喂太多需求",[65,20763,20764,20767],{},[43,20765,20766],{},"brand \u002F design system","：自家品牌深度定制要在生成后手动调，AI 主要给通用模板",[25,20769,872],{"id":871},[62,20771,20772,20775,20778,20781,20784,20787,20790,20793,20796,20799],{},[65,20773,20774],{},"✅ React 栈 solo \u002F 早期团队",[65,20776,20777],{},"✅ 中等复杂度产品（多页 + 简单业务逻辑）",[65,20779,20780],{},"✅ 设计师 + 前端协作（可视化 + 真代码）",[65,20782,20783],{},"✅ 需要 GitHub PR-friendly 流程",[65,20785,20786],{},"✅ flat-rate 预算偏好",[65,20788,20789],{},"❌ Vue \u002F Svelte \u002F Solid 栈",[65,20791,20792],{},"❌ 纯 landing page（Framer \u002F Webflow 更快）",[65,20794,20795],{},"❌ 纯后端 \u002F API",[65,20797,20798],{},"❌ 极复杂业务（多角色 \u002F 工作流引擎）",[65,20800,20801],{},"❌ 预算极紧（Free 不够，Pro 是底线）",[25,20803,906],{"id":906},[62,20805,20806,20810,20814,20818],{},[65,20807,20808],{},[912,20809,20276],{"href":19194},[65,20811,20812],{},[912,20813,20281],{"href":19877},[65,20815,20816],{},[912,20817,20286],{"href":19927},[65,20819,20820],{},[912,20821,20822],{"href":20353},"Replit Agent 评测",[25,20824,927],{"id":927},[929,20826,20827,20834,20841,20848],{},[65,20828,20829,20830],{},"Tempo 官网（产品定位 + 真 React 编辑）",[912,20831,20832],{"href":20832,"rel":20833},"https:\u002F\u002Fwww.tempo.new\u002F",[938],[65,20835,20836,20837],{},"VibeCoding — Tempo Review 2026（多 agent \u002F Agent+ $4,500 \u002F MCP App Store）",[912,20838,20839],{"href":20839,"rel":20840},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Ftempo-review",[938],[65,20842,20843,20844],{},"AI Tools Mentor — Tempo Pricing & Specs（Free \u002F Pro $30）",[912,20845,20846],{"href":20846,"rel":20847},"https:\u002F\u002Fwww.aitoolsmentor.com\u002Ftool\u002Ftempo",[938],[65,20849,20850,20851],{},"TheseAITools — Tempo Labs 功能 \u002F 用例 ",[912,20852,20853],{"href":20853,"rel":20854},"https:\u002F\u002Ftheseaitools.com\u002Ftools\u002Ftempo-labs",[938],{"title":263,"searchDepth":308,"depth":308,"links":20856},[20857,20858,20859,20860,20861,20862,20863,20864,20865,20866],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":20495,"depth":277,"text":20496},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Ftempo.webp","Tempo Labs 真实评测：YC 出身的 React-first AI 应用构建平台。多 agent 规划（出 user-flow 图再写代码）+ 可视化编辑器直接改产线 React + GitHub PR 推送 + MCP App Store（Stripe\u002FResend\u002FAuth 一键加）。Free + Pro $30\u002F月 flat-rate message credits + Agent+ $4,500\u002F月 含人工设计 \u002F code 审计。React-only 是定位也是局限。",[20870,20873,20876,20879],{"q":20871,"a":20872},"和 Bolt.new \u002F Lovable \u002F v0 怎么选？","Tempo 主打『编辑真代码 + 可视化』，目标群体是已经懂 React 的开发者 \u002F 早期团队，输出 production React 代码 + GitHub PR。Bolt.new \u002F Lovable 更偏全栈 prompt-to-app（含后端 + 部署），v0 偏 shadcn UI 组件生成。要 React 控制度 + PR 工作流走 Tempo；要『一句话出可用应用』走 Bolt \u002F Lovable；要 UI 组件库走 v0。",{"q":20874,"a":20875},"为什么只支持 React？","Tempo 把所有精力压在 React 生态（含 shadcn \u002F Tailwind \u002F Next.js），换来更深度的可视化编辑 + 更干净的代码输出。代价是 Vue \u002F Svelte \u002F Solid 用户用不了——官方明确这是 deliberate trade-off。",{"q":20877,"a":20878},"Multi-agent 规划具体怎么工作？","Tempo 的差异点：写需求后，先有 agent 生成 user-flow 图（页面 \u002F 状态 \u002F 数据流），用户确认后再多个 agent 协作写代码——而不是直接 jump-to-code。适合中等复杂度产品；简单 landing page 反而觉得啰嗦。",{"q":20880,"a":20881},"MCP App Store 提供什么？","Tempo 内置的插件市场：Stripe 支付 \u002F Resend 邮件 \u002F Clerk Auth \u002F OpenAI agent \u002F 消息推送等，一键插入到生成的应用，不用自己写 integration 代码。这是 2026 年 builder 类工具普遍补齐的能力。",[1002],{},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Ftempo",[1765,1008,1007,1009],[20887,20890,20894],{"plan":779,"price":773,"features":20888,"notes":20889},"基础访问 + 有限 message credits + 小项目验证","试水 \u002F hobby",{"plan":1174,"price":20891,"features":20892,"notes":20893},"~$30\u002F月","更高 message 配额 + 全 AI 特性 + 完整代码导出 + GitHub PR + MCP App Store","solo \u002F 早期团队主力档",{"plan":20486,"price":20895,"features":20896,"notes":20897},"$4,500\u002F月","AI 生成 + 人工设计审查 + code 审计 + 优先支持","design-heavy 团队","Free \u002F Pro ~$30\u002F月 \u002F Agent+ $4,500\u002F月（含人工设计 + code 审计）",[20900],{"name":20901,"url":20902},"v0 + Cursor 全流程","\u002Fplaybook\u002Fonboarding\u002Fv0-cursor-workflow",{"power":314,"ux":321,"price":308,"cn_support":277,"stability":314},{"title":20394,"description":20868},"coding\u002Fbuilder\u002Ftempo",[20907,20909,20911,20913],{"name":20908,"url":20832,"accessed":1029},"Tempo 官网",{"name":20910,"url":20839,"accessed":1029},"VibeCoding — Tempo Review 2026（多 agent \u002F Agent+ 定价）",{"name":20912,"url":20846,"accessed":1029},"AI Tools Mentor — Tempo Pricing & Specs",{"name":20914,"url":20853,"accessed":1029},"TheseAITools — Tempo Labs Features","tools\u002Fcoding\u002Fbuilder\u002Ftempo","React-first prompt-to-app + 多 agent 规划 + 可视化编辑——直接编辑产线 React 代码",[20918,20919,20920,6720,20921,19915,1041],"react","app-builder","vibe-coding","figma","React 栈想要『可视化 + 真代码 + PR-friendly』的 solo \u002F 早期团队首选。stack 非 React → Bolt.new \u002F Lovable \u002F v0。Agent+ $4,500 太贵适合 design-heavy team。","https:\u002F\u002Fwww.tempo.new","6oLWzPQRNhoSpjwLSS2jqFdukmyIHIFmzx-Bf3wzQKw",{"id":20926,"title":19114,"alternatives":20927,"api_compatible":20,"body":20931,"category":19164,"chinese_friendly":308,"cover":21348,"description":21349,"domestic":986,"extension":987,"faq":21350,"free":986,"github":20,"languages":21363,"meta":21364,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":19927,"pillar":12861,"platforms":21365,"priceTable":21366,"pricing":21377,"published":4588,"relatedPlaybooks":21378,"relatedReviews":20,"score":21384,"self_host":986,"seo":21385,"slug":18616,"sources":21386,"stem":21393,"suitable":20,"tagline":21394,"tags":21395,"updated":1029,"verdict":21401,"website":20940,"__hash__":21402},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Fv0.md",[20928,20929,20930],{"name":19923,"url":19194},{"name":19925,"url":19877},{"name":20400,"url":20353},{"type":22,"value":20932,"toc":21336},[20933,20935,20944,20947,20949,20956,20959,20985,20989,21071,21074,21081,21085,21089,21100,21104,21118,21120,21140,21142,21237,21239,21274,21276,21290,21292,21311,21313],[25,20934,28],{"id":27},[30,20936,20937,20938,20943],{},"v0 是 Vercel 的 AI UI 生成器，定位是「把自然语言\u002F截图变成可用的 React + Tailwind + shadcn\u002Fui 组件」。2026 年迁到 ",[912,20939,20942],{"href":20940,"rel":20941},"https:\u002F\u002Fv0.app",[938],"v0.app","（原 v0.dev），引入 Mini \u002F Pro \u002F Max 三档专属模型 + 积分制：Free $5、Premium $20\u002F月（$20 credits）、Team $30\u002F席。输出质量是同类最好——一行不改就能进生产的 shadcn 代码，是其他 builder 比不上的。",[30,20945,20946],{},"适合：前端工程师做 UI 草稿、设计稿 → 代码、营销页\u002F控制台快速搭建。不适合：要带数据库 + 鉴权 + 部署的完整 SaaS——那是 Bolt \u002F Lovable \u002F Replit Agent 的地盘。",[25,20948,12406],{"id":12406},[30,20950,20951,20952,20955],{},"v0 不是 IDE 也不是「全栈一句话出 SaaS」类工具，它专注做一件事：",[43,20953,20954],{},"把描述\u002F图片变成高质量 React 组件","。底座是 Next.js 14+、Tailwind、shadcn\u002Fui，输出符合现代前端工程标准——可访问性、响应式、TypeScript、服务端组件、loading\u002Ferror state。",[30,20957,20958],{},"2026 年的 v0 已不是单组件玩具：",[62,20960,20961,20967,20973,20979],{},[65,20962,20963,20966],{},[43,20964,20965],{},"多页应用生成","：可以一次性吐出含导航、布局、多个路由的完整 Next.js 项目骨架",[65,20968,20969,20972],{},[43,20970,20971],{},"三档模型","：Mini（便宜快）\u002F Pro（默认）\u002F Max（高质量复杂任务），积分消耗不同",[65,20974,20975,20978],{},[43,20976,20977],{},"Git\u002F部署","：内置项目管理 + 一键 deploy 到 Vercel，Premium 起可导出到 GitHub",[65,20980,20981,20984],{},[43,20982,20983],{},"图像理解","：丢一张设计稿\u002F截图，直接给你 pixel-perfect 的 shadcn 实现",[25,20986,20988],{"id":20987},"价格2026-年-6-月按官方与第三方追踪综合","价格（2026 年 6 月，按官方与第三方追踪综合）",[613,20990,20991,21004],{},[616,20992,20993],{},[619,20994,20995,20997,20999,21002],{},[622,20996,12449],{},[622,20998,158],{},[622,21000,21001],{},"月度 credits",[622,21003,13583],{},[637,21005,21006,21018,21035,21048,21060],{},[619,21007,21008,21010,21012,21015],{},[642,21009,779],{},[642,21011,773],{},[642,21013,21014],{},"$5",[642,21016,21017],{},"200 项目、带水印、public only",[619,21019,21020,21025,21029,21032],{},[642,21021,21022],{},[43,21023,21024],{},"Premium",[642,21026,21027],{},[43,21028,5013],{},[642,21030,21031],{},"$20",[642,21033,21034],{},"自定义域名、私有项目、GitHub 导出",[619,21036,21037,21039,21042,21045],{},[642,21038,1180],{},[642,21040,21041],{},"$30\u002F席\u002F月",[642,21043,21044],{},"$30\u002F席",[642,21046,21047],{},"共享 workspace、池化 credits、年付约 8 折",[619,21049,21050,21052,21055,21057],{},[642,21051,19430],{},[642,21053,21054],{},"$100\u002F席\u002F月",[642,21056,21044],{},[642,21058,21059],{},"SOC 2、私有部署增强、合规审计",[619,21061,21062,21064,21066,21068],{},[642,21063,4703],{},[642,21065,4584],{},[642,21067,4584],{},[642,21069,21070],{},"SSO\u002FSAML、专属支持",[30,21072,21073],{},"积分消耗模型：「一次生成 = 1+ credits，按 token + 选用模型档位计费」。读代码、聊天不耗。Pro 档一次复杂多页生成约 $1–$3 credits，Max 档可能 $3–$8。",[30,21075,21076,21077,21080],{},"注意 ",[43,21078,21079],{},"hosting"," 是另一笔钱：v0 自己不收 hosting 费，但 Vercel Hobby 免费够 demo，生产建议升 Vercel Pro（$20\u002F席\u002F月）。整体 TCO ≈ $40\u002F月入门。",[25,21082,21084],{"id":21083},"实测一周高强度试用观察","实测（一周高强度试用观察）",[30,21086,21087,76],{},[43,21088,13054],{},[62,21090,21091,21094,21097],{},[65,21092,21093],{},"shadcn 代码质量明显高一档，几乎可以 copy 进生产代码库",[65,21095,21096],{},"图像 → 代码的还原度是同类第一（实测一张 Figma 截图 → 90% 还原）",[65,21098,21099],{},"多页生成的路由结构 \u002F loading state \u002F a11y 标签都按 Next.js 13+ 规范写",[30,21101,21102,76],{},[43,21103,12583],{},[62,21105,21106,21109,21112,21115],{},[65,21107,21108],{},"不擅长后端：写 API route 经常瞎编 Prisma schema 或调错 SDK",[65,21110,21111],{},"积分易超：Max 档调一次复杂表单可能 $5+ credits，Premium 单月 $20 不够撑 50 次",[65,21113,21114],{},"中文 prompt 偶尔输出英文 UI，需要在描述里加「界面文案保持中文」",[65,21116,21117],{},"v0.dev → v0.app 迁移期，部分老链接 redirect 异常",[25,21119,3639],{"id":3639},[929,21121,21122,21125,21128,21131,21134],{},[65,21123,21124],{},"v0.app 注册（GitHub OAuth 最快），自动给 Free $5 credits",[65,21126,21127],{},"用一句话或截图描述 UI，选 Mini\u002FPro\u002FMax 模型档位",[65,21129,21130],{},"在 chat 里迭代修改，preview 实时更新",[65,21132,21133],{},"满意后 → GitHub 导出（需 Premium）或一键 Vercel deploy",[65,21135,21136,21137],{},"拷贝代码进现有项目——shadcn 组件可直接进 ",[34,21138,21139],{},"components\u002Fui\u002F",[25,21141,12629],{"id":12629},[613,21143,21144,21158],{},[616,21145,21146],{},[619,21147,21148,21150,21152,21154,21156],{},[622,21149,624],{},[622,21151,19114],{},[622,21153,18613],{},[622,21155,18874],{},[622,21157,18880],{},[637,21159,21160,21177,21194,21210,21224],{},[619,21161,21162,21165,21168,21171,21174],{},[642,21163,21164],{},"强项",[642,21166,21167],{},"组件 \u002F UI 还原",[642,21169,21170],{},"全栈应用 + WebContainer",[642,21172,21173],{},"全栈 + 数据库 + Auth",[642,21175,21176],{},"浏览器 IDE + 部署",[619,21178,21179,21182,21185,21188,21191],{},[642,21180,21181],{},"输出代码",[642,21183,21184],{},"Next.js + shadcn",[642,21186,21187],{},"Vite \u002F Next",[642,21189,21190],{},"Vite + Supabase",[642,21192,21193],{},"任意 stack",[619,21195,21196,21198,21201,21204,21207],{},[642,21197,13795],{},[642,21199,21200],{},"$20\u002F月 + Vercel",[642,21202,21203],{},"$20\u002F月 token",[642,21205,21206],{},"$25\u002F月 credits",[642,21208,21209],{},"Core $25\u002F月",[619,21211,21212,21214,21216,21218,21221],{},[642,21213,18936],{},[642,21215,4334],{},[642,21217,2193],{},[642,21219,21220],{},"强（Supabase 集成）",[642,21222,21223],{},"强",[619,21225,21226,21229,21231,21233,21235],{},[642,21227,21228],{},"Vercel 集成",[642,21230,16444],{},[642,21232,20207],{},[642,21234,20207],{},[642,21236,20207],{},[25,21238,801],{"id":801},[62,21240,21241,21247,21253,21259,21265],{},[65,21242,21243,21246],{},[43,21244,21245],{},"不要拿 v0 写后端","：API、数据库 schema、auth 流程交给 Cursor \u002F Codex \u002F Claude Code，v0 专心做 UI",[65,21248,21249,21252],{},[43,21250,21251],{},"Free 水印过不了客户验收","：演示前一定升 Premium 或自建部署",[65,21254,21255,21258],{},[43,21256,21257],{},"不要每次 prompt 都用 Max 档","：默认 Pro 已经够好，Max 留给复杂多页或像素级还原",[65,21260,21261,21264],{},[43,21262,21263],{},"批量生成 → 必走 GitHub 导出","：避免锁在 v0 项目里，万一改定价就被动",[65,21266,21267,21270,21271],{},[43,21268,21269],{},"shadcn 版本要对齐","：v0 用最新版 shadcn，旧项目导入前先 ",[34,21272,21273],{},"npx shadcn@latest init",[25,21275,872],{"id":871},[62,21277,21278,21281,21284,21287],{},[65,21279,21280],{},"✅ 前端工程师做组件、营销页、控制台 \u002F dashboard、设计稿落地",[65,21282,21283],{},"✅ 已经用 Next.js + Vercel + shadcn 技术栈的团队",[65,21285,21286],{},"❌ 想要「一句话出完整 SaaS」——选 Lovable \u002F Bolt",[65,21288,21289],{},"❌ 不用 React 的团队（Vue \u002F Svelte 党）",[25,21291,906],{"id":906},[62,21293,21294,21298,21302,21306],{},[65,21295,21296],{},[912,21297,20276],{"href":19194},[65,21299,21300],{},[912,21301,20281],{"href":19877},[65,21303,21304],{},[912,21305,20822],{"href":20353},[65,21307,21308,21310],{},[912,21309,3204],{"href":2559},"（写后端搭配 v0）",[25,21312,927],{"id":927},[929,21314,21315,21322,21329],{},[65,21316,21317,21318],{},"nocode.mba — V0 Pricing 2026（2026-03-02）",[912,21319,21320],{"href":21320,"rel":21321},"https:\u002F\u002Fwww.nocode.mba\u002Farticles\u002Fv0-pricing",[938],[65,21323,21324,21325],{},"automationatlas — v0 Pricing Explained 2026（2026-05-06）",[912,21326,21327],{"href":21327,"rel":21328},"https:\u002F\u002Fautomationatlas.io\u002Fanswers\u002Fv0-pricing-explained-2026",[938],[65,21330,21331,21332],{},"nxcode — v0 Complete Guide 2026（2026-03）",[912,21333,21334],{"href":21334,"rel":21335},"https:\u002F\u002Fwww.nxcode.io\u002Fresources\u002Fnews\u002Fv0-by-vercel-complete-guide-2026",[938],{"title":263,"searchDepth":308,"depth":308,"links":21337},[21338,21339,21340,21341,21342,21343,21344,21345,21346,21347],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":20987,"depth":277,"text":20988},{"id":21083,"depth":277,"text":21084},{"id":3639,"depth":277,"text":3639},{"id":12629,"depth":277,"text":12629},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fv0.webp","v0 真实评测：Vercel 出品的 AI UI 生成器，输入描述即可生成 React + Tailwind + shadcn\u002Fui 组件。2026 年迁移到 v0.app，按积分计费，Premium $20\u002F月含 $20 credits。",[21351,21354,21357,21360],{"q":21352,"a":21353},"v0 和 Bolt \u002F Lovable 怎么选？","v0 强在『组件级 \u002F 多页前端』和 shadcn 代码质量；Bolt \u002F Lovable 强在『完整全栈带后端』。前端工程师选 v0，非技术 PM 想要带数据库的应用选 Lovable。",{"q":21355,"a":21356},"积分用完会怎样？","Premium 单月 $20 credits 用完后无法继续生成，需要等下月或升级 Team；不会自动按 API 价继续扣，对预算友好。",{"q":21358,"a":21359},"生成代码能脱离 Vercel 跑吗？","能。v0 输出标准的 Next.js + shadcn\u002Fui，Premium 起支持 GitHub 导出，可部署到任意 Node 平台；但 v0 自带 preview\u002Fdeploy 走的是 Vercel。",{"q":21361,"a":21362},"为什么我的部署有水印？","Free tier 限制——public 项目 + Vercel 水印；升级 Premium 即可移除。",[1002],{},[1765],[21367,21369,21371,21373,21375],{"plan":779,"price":20358,"seats":12477,"notes":21368},"$5 credits\u002F月，200 项目上限，带水印部署",{"plan":21024,"price":5013,"seats":12477,"notes":21370},"$20 credits\u002F月，自定义域名，GitHub 导出",{"plan":1180,"price":21041,"seats":13473,"notes":21372},"$30 credits\u002F席，共享工作区，年付约 8 折",{"plan":19430,"price":21054,"seats":13473,"notes":21374},"私有项目、SOC 2、增强隔离",{"plan":4703,"price":4584,"seats":13466,"notes":21376},"SSO\u002FSAML、审计日志、专属支持","Free $5 credits \u002F Premium $20·月 \u002F Team $30·席\u002F月 \u002F Business $100·席\u002F月",[21379,21382],{"name":21380,"url":21381},"Cursor MCP 深度集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-deep-integration",{"name":21383,"url":15175},"RAG Pipeline 搭建实战",{"power":314,"ux":321,"price":308,"cn_support":308,"stability":314},{"title":19114,"description":21349},[21387,21389,21391],{"name":21388,"url":21320,"accessed":1029},"nocode.mba — V0 Pricing 2026",{"name":21390,"url":21327,"accessed":1029},"automationatlas — v0 pricing",{"name":21392,"url":21334,"accessed":1029},"nxcode — v0 complete guide 2026","tools\u002Fcoding\u002Fbuilder\u002Fv0","Vercel 出品：从自然语言生成 React \u002F Next.js 组件",[21396,20918,21397,21398,21399,19238,21400],"ui-generator","nextjs","tailwind","shadcn","vercel","React\u002FNext.js 生态最好用的 AI UI 生成器；2026 改成 credit-based + 多 model（Mini\u002FPro\u002FMax），shadcn 输出一如既往是顶级品质。","_pLnZclf4wOmnn0Gwy84WZ3k3KTxxJlGZNVGIe1jISw",{"id":21404,"title":21405,"alternatives":21406,"api_compatible":20,"body":21414,"category":12865,"chinese_friendly":308,"cover":21944,"description":21945,"domestic":986,"extension":987,"faq":21946,"free":986,"github":20,"languages":21959,"meta":21960,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":12915,"pillar":12861,"platforms":21961,"priceTable":21962,"pricing":21976,"published":4588,"relatedPlaybooks":21977,"relatedReviews":20,"score":21981,"self_host":317,"seo":21982,"slug":21983,"sources":21984,"stem":21995,"suitable":20,"tagline":21996,"tags":21997,"updated":1029,"verdict":22000,"website":22001,"__hash__":22002},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code.md","Roo Code",[21407,21408,21411,21413],{"name":12911,"url":12805},{"name":21409,"url":21410},"continue","\u002Ftools\u002Fcoding\u002Fcli\u002Fcontinue",{"name":13508,"url":21412},"\u002Ftools\u002Fcoding\u002Fcli\u002Fopenhands",{"name":2558,"url":2559},{"type":22,"value":21415,"toc":21932},[21416,21418,21421,21424,21426,21493,21495,21518,21523,21527,21531,21554,21558,21581,21583,21612,21614,21788,21790,21841,21843,21872,21874,21893,21895],[25,21417,28],{"id":27},[30,21419,21420],{},"Roo Code 是 Cline 早期 fork 出来走 power-user 路线的 VS Code 智能体——Apache 2.0 + BYOK + 每周多次发布 + 多模式（Code \u002F Architect \u002F Ask \u002F Debug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve。GitHub 23.8K Star、1.55M VS Code 安装、300+ 活跃贡献者。OSS 完全免费（你自付 LLM tokens），Cloud Team $99\u002F月 加团队策略 + remote agents。",[30,21422,21423],{},"适合：想要 Cursor-style 自治 + 完全透明 + 无供应商锁定的 solo \u002F 小团队；多步重构 \u002F 多文件改动用 Boomerang Tasks 混合模型省 token；偏好开源 + 本地 Ollama 隐私。不适合：要严格 human-in-the-loop（Cline 的 Plan\u002FAct 更稳）；要 JetBrains 原生（Cline 有，Roo 只有实验桥接）；不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot 更省心）。",[25,21425,60],{"id":60},[62,21427,21428,21434,21440,21446,21452,21458,21463,21469,21474,21482,21488],{},[65,21429,21430,21433],{},[43,21431,21432],{},"Agentic Loop","：Thought → Plan → Act → Observe 递归循环，错了自动读 stderr + 重试",[65,21435,21436,21439],{},[43,21437,21438],{},"多模式","：Code（写代码）\u002F Architect（设计）\u002F Ask（解释）\u002F Debug（修问题），可在 sub-task 切换",[65,21441,21442,21445],{},[43,21443,21444],{},"Boomerang Tasks","：主任务派发 sub-task 到不同 mode + 不同模型，并行 \u002F 串行混合",[65,21447,21448,21451],{},[43,21449,21450],{},"Custom Modes","：自定义 system prompt + 工具集 + 模型，团队级共享",[65,21453,21454,21457],{},[43,21455,21456],{},"Auto-Approve","：连续执行不打断（高风险 → 配白名单）",[65,21459,21460,21462],{},[43,21461,13273],{},"：Anthropic \u002F OpenAI \u002F Google \u002F DeepSeek \u002F xAI \u002F Mistral \u002F OpenRouter \u002F Ollama 本地",[65,21464,21465,21468],{},[43,21466,21467],{},"完整透明","：每步 prompt \u002F cost \u002F context usage 可见",[65,21470,21471,21473],{},[43,21472,5295],{},"：继承 Cline MCP 协议，工具 \u002F 数据源 \u002F 自定义服务器",[65,21475,21476,21481],{},[43,21477,21478],{},[34,21479,21480],{},".rooignore","：限制 AI 可见文件，敏感目录可排除",[65,21483,21484,21487],{},[43,21485,21486],{},"本地优先","：Ollama \u002F vLLM 局域网模型，air-gapped 可用",[65,21489,21490,21492],{},[43,21491,14614],{},"：task 存储 + 协作 + remote agent + 团队策略",[25,21494,158],{"id":158},[62,21496,21497,21502,21507,21513],{},[65,21498,21499,21501],{},[43,21500,165],{},"：$0（Apache 2.0）；你自付 LLM API",[65,21503,21504,21506],{},[43,21505,9753],{},"：$0 + 云端基础",[65,21508,21509,21512],{},[43,21510,21511],{},"Cloud Team","：$99\u002F月 + remote agents + 团队治理",[65,21514,21515,21517],{},[43,21516,4703],{},"：Custom + SSO + 审计 + 私有部署",[174,21519,21520],{},[30,21521,21522],{},"实际成本 = 0（OSS）+ LLM 调用费。Boomerang 混合模型策略下，月度账单可比单跑 Claude Opus 省 50–70%。",[25,21524,21526],{"id":21525},"实测solo-5-人小团队-typescript-全栈","实测（solo + 5 人小团队 \u002F TypeScript 全栈）",[30,21528,21529],{},[43,21530,187],{},[62,21532,21533,21536,21539,21542,21548,21551],{},[65,21534,21535],{},"每周多次发布，新特性来得快，社区驱动感强",[65,21537,21538],{},"Boomerang Tasks 重构整目录时效率拉满：Architect Opus 出方案 → Code DeepSeek 实现 → Debug Sonnet 验",[65,21540,21541],{},"自定义 Modes 把团队风格固化，新人接手新仓库 30 分钟上手",[65,21543,21544,21545,21547],{},"Auto-Approve + ",[34,21546,21480],{}," 配好后 80% 任务零打断",[65,21549,21550],{},"BYOK 透明度极高：每个 prompt \u002F cost \u002F context 都可看，比 Cursor 黑盒强",[65,21552,21553],{},"Ollama + Qwen2.5 Coder 本地跑离线场景 OK",[30,21555,21556],{},[43,21557,221],{},[62,21559,21560,21563,21566,21569,21572,21575,21578],{},[65,21561,21562],{},"每周快速发布 = 偶发回归，生产仓库别盲跟 latest",[65,21564,21565],{},"Auto-Approve 不配白名单可能误删 \u002F 误覆盖（必须先 commit）",[65,21567,21568],{},"多模式切换初学者会 confused，文档要花时间读",[65,21570,21571],{},"JetBrains 只有实验桥接（要 JetBrains 原生用 Cline）",[65,21573,21574],{},"模型 BYOK 配置门槛比 Cursor 高",[65,21576,21577],{},"Boomerang 并行多 sub-agent 时 token 烧得快，要监控",[65,21579,21580],{},"中文 prompt 表现尚可但 system prompt 仍英文最佳",[25,21582,3639],{"id":3639},[929,21584,21585,21591,21594,21597,21603,21609],{},[65,21586,21587,21588,21590],{},"VS Code → Extensions → 搜 ",[34,21589,21405],{}," 安装",[65,21592,21593],{},"设置 → Provider → 添加 Anthropic \u002F OpenAI \u002F Google \u002F OpenRouter \u002F Ollama API Key",[65,21595,21596],{},"选默认 Mode（Code）→ 在侧边栏对话框写需求",[65,21598,21599,21600,21602],{},"启用 Auto-Approve（先 commit！）+ 配 ",[34,21601,21480],{}," 限制范围",[65,21604,21605,21606],{},"多步任务用 Boomerang：在 prompt 写 ",[34,21607,21608],{},"start a subtask in architect mode to plan, then code mode to implement",[65,21610,21611],{},"团队：上 Cloud Team → 共享 Custom Modes + remote agents",[25,21613,611],{"id":611},[613,21615,21616,21630],{},[616,21617,21618],{},[619,21619,21620,21622,21624,21626,21628],{},[622,21621,624],{},[622,21623,21405],{},[622,21625,13235],{},[622,21627,4920],{},[622,21629,13230],{},[637,21631,21632,21645,21660,21675,21691,21705,21719,21733,21749,21762,21774],{},[619,21633,21634,21636,21638,21640,21643],{},[642,21635,5742],{},[642,21637,154],{},[642,21639,154],{},[642,21641,21642],{},"商业",[642,21644,154],{},[619,21646,21647,21649,21652,21655,21657],{},[642,21648,17086],{},[642,21650,21651],{},"23.8K",[642,21653,21654],{},"57.9K",[642,21656,4329],{},[642,21658,21659],{},"19K+",[619,21661,21662,21665,21668,21671,21673],{},[642,21663,21664],{},"安装量",[642,21666,21667],{},"1.55M VS Code",[642,21669,21670],{},"4M+ VS+JB",[642,21672,4329],{},[642,21674,2190],{},[619,21676,21677,21679,21682,21685,21688],{},[642,21678,15566],{},[642,21680,21681],{},"多模式 + Boomerang",[642,21683,21684],{},"Plan\u002FAct 两阶段",[642,21686,21687],{},"内置 IDE",[642,21689,21690],{},"Chat + Edit",[619,21692,21693,21695,21698,21700,21703],{},[642,21694,9349],{},[642,21696,21697],{},"✅ Boomerang",[642,21699,688],{},[642,21701,21702],{},"✅ Composer",[642,21704,688],{},[619,21706,21707,21710,21712,21714,21716],{},[642,21708,21709],{},"自定义 Modes",[642,21711,713],{},[642,21713,688],{},[642,21715,2154],{},[642,21717,21718],{},"Slash Commands",[619,21720,21721,21724,21727,21729,21731],{},[642,21722,21723],{},"JetBrains",[642,21725,21726],{},"实验桥接",[642,21728,710],{},[642,21730,688],{},[642,21732,713],{},[619,21734,21735,21738,21741,21744,21747],{},[642,21736,21737],{},"发布节奏",[642,21739,21740],{},"每周多次",[642,21742,21743],{},"月级稳定",[642,21745,21746],{},"月级",[642,21748,21746],{},[619,21750,21751,21753,21755,21758,21760],{},[642,21752,21456],{},[642,21754,713],{},[642,21756,21757],{},"可选",[642,21759,713],{},[642,21761,4329],{},[619,21763,21764,21766,21768,21770,21772],{},[642,21765,13273],{},[642,21767,6484],{},[642,21769,6484],{},[642,21771,716],{},[642,21773,713],{},[619,21775,21776,21778,21781,21784,21786],{},[642,21777,1485],{},[642,21779,21780],{},"✅ 继承",[642,21782,21783],{},"✅ 一等",[642,21785,713],{},[642,21787,713],{},[25,21789,801],{"id":801},[62,21791,21792,21798,21806,21812,21818,21824,21830,21836],{},[65,21793,21794,21797],{},[43,21795,21796],{},"快速发布回归风险","：生产仓库别用 latest，pin 一个稳定版本季度升级",[65,21799,21800,76,21803,21805],{},[43,21801,21802],{},"Auto-Approve 必白名单",[34,21804,21480],{}," + git clean 状态 + commit 习惯 = 三道防线",[65,21807,21808,21811],{},[43,21809,21810],{},"Boomerang token 失控","：sub-agent 并行烧得快，月预算告警",[65,21813,21814,21817],{},[43,21815,21816],{},"多模式学习成本","：先用 Code 一种跑顺再加 Architect\u002FDebug",[65,21819,21820,21823],{},[43,21821,21822],{},"MCP 服务器质量参差","：装第三方 server 看 review + 沙盒",[65,21825,21826,21829],{},[43,21827,21828],{},"shell 工具权限","：危险命令（rm -rf \u002F dd）要在 settings 里拉黑",[65,21831,21832,21835],{},[43,21833,21834],{},"JetBrains 用户","：要原生体验请走 Cline；实验桥接稳定性还在演进",[65,21837,21838,21840],{},[43,21839,7123],{},"：system prompt + custom modes 用英文写效果最好",[25,21842,872],{"id":871},[62,21844,21845,21848,21851,21854,21857,21860,21863,21866,21869],{},[65,21846,21847],{},"✅ Power user \u002F 想跟最新特性的开发者",[65,21849,21850],{},"✅ solo \u002F 小团队 + 多模型混合 + 省 token",[65,21852,21853],{},"✅ 多步重构 \u002F 多文件改动（Boomerang）",[65,21855,21856],{},"✅ 完全透明 + 无供应商锁定",[65,21858,21859],{},"✅ Ollama 本地 \u002F air-gapped 场景",[65,21861,21862],{},"❌ 严格 human-in-the-loop \u002F 受监管行业（Cline）",[65,21864,21865],{},"❌ JetBrains 原生需求（Cline）",[65,21867,21868],{},"❌ 不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot）",[65,21870,21871],{},"❌ 完全稳定 LTS 需求（每周快速发布）",[25,21873,906],{"id":906},[62,21875,21876,21880,21885,21889],{},[65,21877,21878],{},[912,21879,12806],{"href":12805},[65,21881,21882],{},[912,21883,21884],{"href":21410},"Continue 评测",[65,21886,21887],{},[912,21888,13912],{"href":21412},[65,21890,21891],{},[912,21892,3204],{"href":2559},[25,21894,927],{"id":927},[929,21896,21897,21904,21911,21918,21925],{},[65,21898,21899,21900],{},"DevRadar — Roo Code Review 2026（BYOK \u002F Agentic Loop \u002F 模型矩阵）",[912,21901,21902],{"href":21902,"rel":21903},"https:\u002F\u002Fdevradar-dev.github.io\u002Fopen-research\u002Fai-tools\u002Froo-code",[938],[65,21905,21906,21907],{},"RockB — Cline vs Roo Code 2026（Star \u002F 安装 \u002F 多模式架构）",[912,21908,21909],{"href":21909,"rel":21910},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fcline-vs-roo-code-2026",[938],[65,21912,21913,21914],{},"Serenities AI — Roo Code vs Cline 2026（社区 vs 产品路线）",[912,21915,21916],{"href":21916,"rel":21917},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[938],[65,21919,21920,21921],{},"Qodo Blog — Roo Code vs Cline（企业治理视角）",[912,21922,21923],{"href":21923,"rel":21924},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[938],[65,21926,21927,21928],{},"LLMReference — Roo Code Model Compatibility Matrix ",[912,21929,21930],{"href":21930,"rel":21931},"https:\u002F\u002Fwww.llmreference.com\u002Fagents\u002Froo-code",[938],{"title":263,"searchDepth":308,"depth":308,"links":21933},[21934,21935,21936,21937,21938,21939,21940,21941,21942,21943],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":21525,"depth":277,"text":21526},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Froo-code.webp","Roo Code 真实评测：从 Cline fork 出来的 power-user 路线 VS Code AI 智能体（Apache 2.0、TypeScript）。多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes + Auto-Approve + BYOK（Claude \u002F GPT \u002F Gemini \u002F DeepSeek \u002F Ollama）。GitHub 23.8K Star、1.55M VS Code 安装，2026-03 300+ active 贡献者。Cloud Free \u002F Team $99\u002F月 加云端 + 团队策略。",[21947,21950,21953,21956],{"q":21948,"a":21949},"Roo Code 和 Cline 的核心区别？","都是 Apache 2.0 BYOK VS Code 智能体，Roo Code 是 Cline 早期 fork。Cline 走 Plan\u002FAct 两阶段 + step-by-step approval，规模 57.9K Star \u002F 4M+ 安装（含 JetBrains 原生）。Roo Code 走多模式（Code\u002FArchitect\u002FAsk\u002FDebug）+ Boomerang Tasks 并行 sub-agent + 自定义 Modes，每周多次发布，规模 23.8K Star \u002F 1.55M VS Code 安装、JetBrains 实验桥接。受监管 \u002F 强人审批用 Cline；solo \u002F 小团队 + 想跑并行多步走 Roo。",{"q":21951,"a":21952},"Boomerang Tasks 是什么？","Roo Code 的多 agent orchestration：主任务可派发 sub-task 到不同 mode（如 Architect 设计 → Code 实现 → Debug 验证），每个 sub-task 用不同模型（贵模型规划 + 便宜模型实现），结果回传主任务。在重构 \u002F 多文件改动里能把 Claude Opus + DeepSeek 混搭省 60% token 成本。",{"q":21954,"a":21955},"BYOK 支持哪些模型？","Anthropic（Claude Sonnet\u002FOpus 4.6，1M context via Vertex）、OpenAI（GPT-5.4 \u002F o1 \u002F Codex Max）、Google（Gemini 2.5 Pro \u002F Flash，2M context）、DeepSeek（V4 Pro \u002F R1，1M context）、本地 Ollama（Llama 3 \u002F Qwen 2.5）、xAI \u002F Mistral \u002F Groq \u002F OpenRouter 聚合。完全 BYOK，零供应商锁定。",{"q":21957,"a":21958},"Auto-Approve 安全吗？","Auto-Approve 让 Roo 不停人手批准连续执行——效率高但有 prompt injection \u002F 误删风险。建议：(1) 只在 git 工作区干净时开；(2) 限制文件 \u002F 命令白名单（`.rooignore` + Auto-Approve 规则）；(3) 不要给 shell 全自动权限；(4) 用前先 commit。受监管 \u002F 生产代码强烈建议保持手动审批。",[1002,3280],{},[12863,10218],[21963,21968,21971,21974],{"plan":21964,"price":21965,"features":21966,"notes":21967},"Roo Code OSS","$0（Apache 2.0）","VS Code 扩展 + 多模式 + 自定义 Modes + Boomerang Tasks + Auto-Approve + BYOK + Ollama 本地","你自付 LLM API tokens",{"plan":9753,"price":773,"features":21969,"notes":21970},"云端 task 存储 + 协作基础 + remote agent 入门","试水云端能力",{"plan":21511,"price":17801,"features":21972,"notes":21973},"团队策略 + remote agents + 跨成员共享 modes + 治理","5+ 人小团队",{"plan":4703,"price":4584,"features":21975,"notes":2514},"SSO\u002FSAML + 审计 + 私有部署 + SLA","Apache 2.0 OSS 免费（自付 LLM tokens）+ Cloud Free \u002F Team $99\u002F月 \u002F Enterprise 定制",[21978],{"name":21979,"url":21980},"Cline 上手与项目治理","\u002Fplaybook\u002Fonboarding\u002Fcline-getting-started",{"power":321,"ux":314,"price":321,"cn_support":308,"stability":314},{"title":21405,"description":21945},"coding\u002Fcli\u002Froo-code",[21985,21987,21989,21991,21993],{"name":21986,"url":21902,"accessed":1029},"DevRadar — Roo Code Review 2026 (BYOK \u002F Agentic Loop)",{"name":21988,"url":21909,"accessed":1029},"RockB — Cline vs Roo Code 2026 (架构 \u002F Stars \u002F 多模式)",{"name":21990,"url":21916,"accessed":1029},"Serenities AI — Roo Code vs Cline 2026",{"name":21992,"url":21923,"accessed":1029},"Qodo Blog — Roo Code vs Cline (企业治理对比)",{"name":21994,"url":21930,"accessed":1029},"LLMReference — Roo Code Model Compatibility","tools\u002Fcoding\u002Fcli\u002Froo-code","Cline fork 的 power user VS Code 智能体——多模式 + Boomerang Tasks + BYOK，每周多次发布",[12863,1005,13498,1044,21998,1041,6720,21999],"apache2","fork","想要 Cline 的开源透明 + 更激进新特性的 power user 首选。要严格 human-in-the-loop + JetBrains 走 Cline；要团队策略 + 云端协作走 Roo Cloud Team；要纯 IDE 集成 + 不折腾走 Cursor \u002F Copilot。","https:\u002F\u002Froocode.com","QtMb_we7Y6wpskNNFLhOJp0WK73N97AR8qHVJHHdoSg",{"id":22004,"title":22005,"alternatives":22006,"api_compatible":20,"body":22017,"category":22477,"chinese_friendly":321,"cover":22478,"description":22479,"domestic":986,"extension":987,"faq":22480,"free":986,"github":20,"languages":22493,"meta":22494,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":22495,"pillar":12861,"platforms":22496,"priceTable":22500,"pricing":22519,"published":4588,"relatedPlaybooks":22520,"relatedReviews":20,"score":22526,"self_host":317,"seo":22527,"slug":22528,"sources":22529,"stem":22536,"suitable":20,"tagline":22537,"tags":22538,"updated":1029,"verdict":22542,"website":22543,"__hash__":22544},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy.md","CodeBuddy",[22007,22010,22013,22016],{"name":22008,"url":22009},"comate","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate",{"name":22011,"url":22012},"tongyi-lingma","\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma",{"name":22014,"url":22015},"codegeex","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex",{"name":12384,"url":12385},{"type":22,"value":22018,"toc":22465},[22019,22021,22024,22027,22029,22084,22088,22162,22168,22173,22177,22181,22198,22202,22219,22221,22241,22243,22357,22359,22391,22393,22416,22418,22440,22442],[25,22020,28],{"id":27},[30,22022,22023],{},"CodeBuddy 是腾讯云 2026 主推的 AI 代码编辑器，混元 + DeepSeek V3 双模型路由。新计费体系 2026-05-15 启用：个人专业版 58 元\u002F月（2,000 credits）\u002F SaaS 企业版 198 元\u002F席\u002F月。核心差异点：Craft 自主 Agent、128K 上下文多文件项目支持、设计稿（Figma）→ 代码 95%+ 还原率、国内首家支持 MCP 协议、深度适配微信小程序 + 腾讯云生态。",[30,22025,22026],{},"适合：腾讯生态业务团队、微信小程序 \u002F 公众号开发者、需要私有化部署的国内企业、追求中文 + 海外模型可切换的国内 dev。不适合：海外纯 Cursor \u002F Copilot 用户、对腾讯云依赖度极低的开发者。",[25,22028,60],{"id":60},[62,22030,22031,22037,22043,22049,22055,22061,22066,22072,22078],{},[65,22032,22033,22036],{},[43,22034,22035],{},"Craft Mode","：自主 Agent，自然语言 → 多文件项目 + 单测 + 优化",[65,22038,22039,22042],{},[43,22040,22041],{},"智能补全","：基于上下文实时建议，200+ 语言",[65,22044,22045,22048],{},[43,22046,22047],{},"错误诊断 + Code Review","：自动检测语法 \u002F 逻辑错误并给修复方案",[65,22050,22051,22054],{},[43,22052,22053],{},"设计稿转代码","：Figma 直转响应式 CSS，95%+ 还原率",[65,22056,22057,22060],{},[43,22058,22059],{},"128K 上下文","：跨文件项目支持，自动选关联代码",[65,22062,22063,22065],{},[43,22064,14075],{},"：国内首家 Copilot 接 Model Context Protocol",[65,22067,22068,22071],{},[43,22069,22070],{},"WeChat 生态","：小程序 \u002F 公众号 \u002F 腾讯云 SDK 深度优化",[65,22073,22074,22077],{},[43,22075,22076],{},"IDE 覆盖","：VS Code \u002F PyCharm \u002F IntelliJ \u002F Xcode \u002F WebStorm \u002F GoLand",[65,22079,22080,22083],{},[43,22081,22082],{},"混元 + DeepSeek V3 路由","：按任务复杂度自动选模型",[25,22085,22087],{"id":22086},"价格2026-05-15-后新计费","价格（2026-05-15 后新计费）",[613,22089,22090,22106],{},[616,22091,22092],{},[619,22093,22094,22097,22100,22103],{},[622,22095,22096],{},"版本",[622,22098,22099],{},"月付",[622,22101,22102],{},"年付",[622,22104,22105],{},"含 credits",[637,22107,22108,22121,22135,22149],{},[619,22109,22110,22113,22116,22118],{},[642,22111,22112],{},"个人体验版",[642,22114,22115],{},"免费（限频）",[642,22117,4329],{},[642,22119,22120],{},"500\u002F月",[619,22122,22123,22126,22129,22132],{},[642,22124,22125],{},"个人专业版",[642,22127,22128],{},"58 元\u002F月",[642,22130,22131],{},"696 元\u002F年",[642,22133,22134],{},"2,000\u002F月（500 体验 + 1,500 专业）",[619,22136,22137,22140,22143,22146],{},[642,22138,22139],{},"SaaS 企业版（旗舰）",[642,22141,22142],{},"198 元\u002F席\u002F月",[642,22144,22145],{},"2,376 元\u002F席\u002F年",[642,22147,22148],{},"2,000\u002F席 团队池化",[619,22150,22151,22154,22157,22160],{},[642,22152,22153],{},"专有云企业版（专享）",[642,22155,22156],{},"316 元\u002F席\u002F月（100 席起）",[642,22158,22159],{},"3,792 元\u002F席\u002F年",[642,22161,22148],{},[30,22163,22164,22167],{},[43,22165,22166],{},"加量包","：个人 1,000 credits = 38 元（1 月）；企业 2,000–200,000 credits 半年期。",[174,22169,22170],{},[30,22171,22172],{},"2026-05-15 至 2026-08-14 购旗舰版送首月 2,000 额外 credits\u002Flicense。",[25,22174,22176],{"id":22175},"实测小程序-spring-boot-项目","实测（小程序 + Spring Boot 项目）",[30,22178,22179],{},[43,22180,187],{},[62,22182,22183,22186,22189,22192,22195],{},[65,22184,22185],{},"微信小程序场景：写\"加一个用户积分 + 签到功能\"，Craft 5 分钟出完整页面 + 后端接口 + WX SDK 调用",[65,22187,22188],{},"设计稿转代码确实接近 95%——拉一个 Figma 链接，输出的 Tailwind\u002FCSS 几乎不用改 padding\u002Fmargin",[65,22190,22191],{},"中文 prompt 识别准确、注释生成质量高于 Copilot",[65,22193,22194],{},"私有化 + WorkBuddy 移动端组合，对腾讯云客户友好",[65,22196,22197],{},"MCP 接入：腾讯系 + 海外 MCP 服务器都能跑",[30,22199,22200],{},[43,22201,221],{},[62,22203,22204,22207,22210,22213,22216],{},[65,22205,22206],{},"老用户 2026-05 涨价后部分人转 Cursor \u002F Copilot；冷启动新人不痛",[65,22208,22209],{},"credits 团队池化要管控：1 人重度任务会蚕食全队额度",[65,22211,22212],{},"设计稿转代码对超复杂动效仍要手调",[65,22214,22215],{},"海外用户访问偶发 CDN 抖动",[65,22217,22218],{},"Mac Xcode 插件功能完整度弱于 VS Code",[25,22220,3639],{"id":3639},[929,22222,22223,22226,22229,22232,22235,22238],{},[65,22224,22225],{},"codebuddy.ai 注册（微信 \u002F QQ \u002F 邮箱），赠 500 credits 体验",[65,22227,22228],{},"VS Code \u002F JetBrains 装 \"CodeBuddy\" 插件",[65,22230,22231],{},"设置选模型（混元 \u002F DeepSeek V3 \u002F 路由）",[65,22233,22234],{},"重度场景：开 Craft 模式，描述要做什么",[65,22236,22237],{},"设计稿：粘 Figma 链接 → Generate",[65,22239,22240],{},"重度：升级专业版 58 元\u002F月 或 加量包 38 元 1,000 credits",[25,22242,611],{"id":611},[613,22244,22245,22262],{},[616,22246,22247],{},[619,22248,22249,22251,22253,22256,22259],{},[622,22250,624],{},[622,22252,22005],{},[622,22254,22255],{},"Comate",[622,22257,22258],{},"通义灵码",[622,22260,22261],{},"CodeGeeX",[637,22263,22264,22281,22298,22313,22326,22340],{},[619,22265,22266,22269,22272,22275,22278],{},[642,22267,22268],{},"主力模型",[642,22270,22271],{},"混元 + DeepSeek V3",[642,22273,22274],{},"文心大模型",[642,22276,22277],{},"Qwen3-Coder",[642,22279,22280],{},"GLM-5.1",[619,22282,22283,22286,22289,22292,22295],{},[642,22284,22285],{},"个人月费",[642,22287,22288],{},"58 元",[642,22290,22291],{},"59 元",[642,22293,22294],{},"免费起",[642,22296,22297],{},"免费 \u002F 49",[619,22299,22300,22303,22306,22309,22311],{},[642,22301,22302],{},"自主 Agent",[642,22304,22305],{},"✅ Craft",[642,22307,22308],{},"✅ Zulu",[642,22310,713],{},[642,22312,4334],{},[619,22314,22315,22317,22320,22322,22324],{},[642,22316,5295],{},[642,22318,22319],{},"✅ 国内首家",[642,22321,713],{},[642,22323,713],{},[642,22325,713],{},[619,22327,22328,22330,22333,22336,22338],{},[642,22329,22053],{},[642,22331,22332],{},"✅ 95%",[642,22334,22335],{},"✅ 92%",[642,22337,716],{},[642,22339,4334],{},[619,22341,22342,22345,22348,22351,22354],{},[642,22343,22344],{},"生态深耕",[642,22346,22347],{},"腾讯 \u002F 微信小程序",[642,22349,22350],{},"百度 \u002F 企业",[642,22352,22353],{},"阿里云",[642,22355,22356],{},"智谱开源",[25,22358,801],{"id":801},[62,22360,22361,22367,22373,22379,22385],{},[65,22362,22363,22366],{},[43,22364,22365],{},"涨价后比性价比","：和 Comate 59 元 \u002F GLM Coding Plan 49 元几乎贴脸，对比时拿 credits 实际跑量比较",[65,22368,22369,22372],{},[43,22370,22371],{},"团队池化设 cap","：旗舰版 2,000\u002F席团队池化，重度 dev 跑 Craft 一天 600+ credits 常见，建议人均 cap",[65,22374,22375,22378],{},[43,22376,22377],{},"Xcode 插件功能差异","：iOS 团队优先用 VS Code + Xcode 双开",[65,22380,22381,22384],{},[43,22382,22383],{},"Figma 转代码 review 关键","：动效 \u002F 自定义组件仍需人工调",[65,22386,22387,22390],{},[43,22388,22389],{},"2026-05 计费迁移","：老用户分阶段切换，注意核对积分余额结转",[25,22392,872],{"id":871},[62,22394,22395,22398,22401,22404,22407,22410,22413],{},[65,22396,22397],{},"✅ 腾讯系业务 \u002F 微信小程序 \u002F 公众号开发",[65,22399,22400],{},"✅ 国内企业需要私有化部署",[65,22402,22403],{},"✅ 设计稿转代码刚需团队",[65,22405,22406],{},"✅ 想用混元 \u002F DeepSeek V3 国产模型",[65,22408,22409],{},"❌ 海外纯 Cursor \u002F Copilot 重度用户",[65,22411,22412],{},"❌ Mac Xcode 重度且不愿双 IDE",[65,22414,22415],{},"❌ 对腾讯生态依赖极低、有现成 Comate \u002F 通义订阅",[25,22417,906],{"id":906},[62,22419,22420,22425,22430,22435],{},[65,22421,22422],{},[912,22423,22424],{"href":22009},"Comate 评测",[65,22426,22427],{},[912,22428,22429],{"href":22012},"通义灵码 评测",[65,22431,22432],{},[912,22433,22434],{"href":22015},"CodeGeeX 评测",[65,22436,22437],{},[912,22438,22439],{"href":12881},"AI 大型重构 Playbook",[25,22441,927],{"id":927},[929,22443,22444,22451,22458],{},[65,22445,22446,22447],{},"CodeBuddy 官方定价（中国版，2026-05-14）",[912,22448,22449],{"href":22449,"rel":22450},"https:\u002F\u002Fwww.codebuddy.cn\u002Fdocs\u002Fide\u002FAccount\u002Fpricing",[938],[65,22452,22453,22454],{},"CodeBuddy 官方定价（国际版，2026-05-09）",[912,22455,22456],{"href":22456,"rel":22457},"https:\u002F\u002Fwww.codebuddy.ai\u002Fdocs\u002Fzh\u002Fide\u002FAccount\u002Fpricing",[938],[65,22459,22460,22461],{},"StackViv — CodeBuddy 评测 2026 ",[912,22462,22463],{"href":22463,"rel":22464},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fcodebuddy",[938],{"title":263,"searchDepth":308,"depth":308,"links":22466},[22467,22468,22469,22470,22471,22472,22473,22474,22475,22476],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":22086,"depth":277,"text":22087},{"id":22175,"depth":277,"text":22176},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"copilot","\u002Fimg\u002Ftools\u002Fcodebuddy.webp","CodeBuddy 真实评测：腾讯混元 + DeepSeek V3 驱动，2026-05-15 切到新计费：个人专业版 58 元\u002F月（含 2,000 credits）\u002F SaaS 企业版 198 元\u002F席\u002F月，与 WorkBuddy 账号 \u002F 积分共享。Craft 模式自主跑多文件项目 + 128K 上下文 + 设计稿转代码。",[22481,22484,22487,22490],{"q":22482,"a":22483},"2026-05 那次涨价是什么情况？","2026-05-15 起新计费：体验版限频、个人专业版从原低价 49 元上调至 58 元\u002F月（赠 2,000 credits）；企业版 198 元\u002F席\u002F月新增团队池化 + 管理控制台。已有老用户分阶段切换，新用户 2026-05-15 后直接按新价。",{"q":22485,"a":22486},"CodeBuddy 和 WorkBuddy 什么关系？","同账号、积分共享。CodeBuddy = IDE \u002F 插件 \u002F CLI 形态、面向编码；WorkBuddy = 通用 AI 工作台（含小程序版 \u002F 移动端）。订阅一份套餐两端通用。",{"q":22488,"a":22489},"Craft 模式好用吗？","腾讯版的 Cursor Composer：填一段自然语言，自动出多文件项目 + 单测 + 优化建议。在熟悉的微信小程序 \u002F 腾讯云 SDK 场景下完成度高；通用 Web 场景仍略逊 Cursor。",{"q":22491,"a":22492},"200+ 语言是真的吗？","对常用 30 种语言（Python\u002FJS\u002FTS\u002FJava\u002FGo\u002FKotlin\u002FSwift 等）完整覆盖；剩余冷门语言更多是补全级别支持，深度功能较弱。",[3280,1002],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy",[12863,12864,22497,22498,22499],"intellij","pycharm","xcode",[22501,22504,22508,22511,22514],{"plan":22112,"price":3293,"credits":22502,"notes":22503},"500\u002F月（限频）","对话频率受限",{"plan":22125,"price":22505,"credits":22506,"notes":22507},"58 元\u002F月（年 696）","2,000\u002F月","对话不限频；CodeBuddy + WorkBuddy 共享积分",{"plan":22139,"price":22142,"credits":22509,"notes":22510},"2,000\u002F席 团队池","1 席起购、统一计费",{"plan":22153,"price":22512,"credits":22509,"notes":22513},"316 元\u002F席\u002F月","100 席起、私有部署",{"plan":22515,"price":22516,"credits":22517,"notes":22518},"加量包 1k","38 元（1 个月）","1,000","个人专业版可单买","免费体验版 \u002F 个人专业版 58 元·月 \u002F SaaS 企业版 198 元·席·月 \u002F 专享版 316 元·席·月",[22521,22523],{"name":22522,"url":12881},"AI 大型重构实战",{"name":22524,"url":22525},"AI 代码评审工作流","\u002Fplaybook\u002Freview\u002Fai-code-review-workflow",{"power":314,"ux":314,"price":314,"cn_support":321,"stability":314},{"title":22005,"description":22479},"coding\u002Fcopilot\u002Fcodebuddy",[22530,22532,22534],{"name":22531,"url":22449,"accessed":1029},"CodeBuddy 官方定价（中国版）",{"name":22533,"url":22456,"accessed":1029},"CodeBuddy 官方定价（国际版）",{"name":22535,"url":22463,"accessed":1029},"StackViv — CodeBuddy 评测 2026","tools\u002Fcoding\u002Fcopilot\u002Fcodebuddy","腾讯出品的 AI 代码编辑器，混元 + DeepSeek 双模型，Craft 自主 Agent + 200+ 语言",[22477,22539,22540,11511,11512,1041,22541,11509],"china","tencent","design-to-code","腾讯生态最强 Copilot，WeChat 小程序 \u002F 腾讯云组合优势明显，Craft 自主 Agent 完成度对标 Cursor Composer。海外纯 Cursor 用户不必切，但腾讯系业务 \u002F 小程序团队强推。","https:\u002F\u002Fwww.codebuddy.ai","vkAcYN5dTjH15jY_paSPT1NQc_ApuRYdaP_Y3Sa3PQs",{"id":22546,"title":22261,"alternatives":22547,"api_compatible":20,"body":22553,"category":22477,"chinese_friendly":321,"cover":22969,"description":22970,"domestic":986,"extension":987,"faq":22971,"free":986,"github":20,"languages":22984,"meta":22985,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":22015,"pillar":12861,"platforms":22986,"priceTable":22988,"pricing":23012,"published":4588,"relatedPlaybooks":23013,"relatedReviews":20,"score":23016,"self_host":986,"seo":23017,"slug":23018,"sources":23019,"stem":23026,"suitable":20,"tagline":23027,"tags":23028,"updated":1029,"verdict":23032,"website":23033,"__hash__":23034},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex.md",[22548,22549,22550,22551],{"name":12384,"url":12385},{"name":22008,"url":22009},{"name":22011,"url":22012},{"name":22552,"url":22495},"codebuddy",{"type":22,"value":22554,"toc":22957},[22555,22557,22560,22563,22565,22614,22616,22621,22679,22682,22686,22690,22707,22711,22728,22730,22753,22755,22852,22854,22886,22888,22911,22913,22932,22934],[25,22556,28],{"id":27},[30,22558,22559],{},"CodeGeeX 是清华系智谱 AI 的免费 AI 编程助手，VS Code Marketplace 装机量 127 万+，13B 参数多语言代码模型起家。2026 年体系升级：底层接入 GLM-5.1（LMArena 编程开源第一、全球第三、SWE-bench Verified 77.8），并推出 GLM Coding Plan 套餐（49 元\u002F月起）让你在 Claude Code \u002F Cursor \u002F Cline 等 20+ 编程工具里复用同一额度。",[30,22561,22562],{},"适合：国内个人开发者零成本上手、想用国产模型 + 海外工具组合的重度 dev、企业想私有化部署开源 Copilot。不适合：纯英文海外团队、追求 Sonnet \u002F Opus 旗舰输出质量上限的极重度用户。",[25,22564,60],{"id":60},[62,22566,22567,22573,22579,22585,22591,22597,22603,22608],{},[65,22568,22569,22572],{},[43,22570,22571],{},"代码生成 \u002F 补全","：单行 \u002F 多行 \u002F 函数级 \u002F 注释生成代码",[65,22574,22575,22578],{},[43,22576,22577],{},"代码翻译","：跨语言（Java → Python \u002F C++ → Go 等）",[65,22580,22581,22584],{},[43,22582,22583],{},"自动注释 + 代码解释","：右键菜单一键生成",[65,22586,22587,22590],{},[43,22588,22589],{},"智能问答（Ask CodeGeeX）","：Pro \u002F Lite 模型切换",[65,22592,22593,22596],{},[43,22594,22595],{},"单元测试生成 + Code Review","：选中代码右键即可",[65,22598,22599,22602],{},[43,22600,22601],{},"工具箱 \u002F Code Interpreter","：文件处理 \u002F 数据分析 \u002F 图表生成 \u002F 图像处理",[65,22604,22605],{},[43,22606,22607],{},"100+ 编程语言、VS Code \u002F JetBrains \u002F HBuilderX \u002F Open VSX",[65,22609,22610,22613],{},[43,22611,22612],{},"开源模型 CodeGeeX4-ALL-9B","：GitHub THUDM\u002FCodeGeeX4",[25,22615,12440],{"id":12439},[30,22617,22618,12933],{},[43,22619,22620],{},"插件本身免费",[613,22622,22623,22637],{},[616,22624,22625],{},[619,22626,22627,22630,22632,22635],{},[622,22628,22629],{},"GLM Coding Plan",[622,22631,158],{},[622,22633,22634],{},"额度",[622,22636,12460],{},[637,22638,22639,22653,22666],{},[619,22640,22641,22644,22647,22650],{},[642,22642,22643],{},"Lite",[642,22645,22646],{},"49 元\u002F月（季 44.1）",[642,22648,22649],{},"~400 Prompts\u002F周",[642,22651,22652],{},"个人轻度",[619,22654,22655,22657,22660,22663],{},[642,22656,1174],{},[642,22658,22659],{},"149 元\u002F月（季 134.1）",[642,22661,22662],{},"~2,000 Prompts\u002F周 + MCP",[642,22664,22665],{},"主力 dev",[619,22667,22668,22670,22673,22676],{},[642,22669,4723],{},[642,22671,22672],{},"469 元\u002F月（季 422.1）",[642,22674,22675],{},"~8,000 Prompts\u002F周 + 高峰优先",[642,22677,22678],{},"重度 \u002F 大型 Repo",[30,22680,22681],{},"Coding Plan 可在 Claude Code \u002F Cursor \u002F Cline \u002F Kilo Code \u002F OpenCode \u002F TRAE \u002F CodeBuddy \u002F Gemini CLI 等工具中通过专属 API endpoint 共享额度。",[25,22683,22685],{"id":22684},"实测中型-python-vue-项目","实测（中型 Python + Vue 项目）",[30,22687,22688],{},[43,22689,187],{},[62,22691,22692,22695,22698,22701,22704],{},[65,22693,22694],{},"个人完全免费 + 中文交互无障碍，国内开发者零门槛",[65,22696,22697],{},"Code Review 功能给出的优化建议接近资深 dev review，且支持选中变更文件做差异化分析",[65,22699,22700],{},"GLM Coding Plan Pro 149 元\u002F月，对比 Claude Pro $20 ≈ 145 元，但额度约 3 倍",[65,22702,22703],{},"单元测试生成准确度对常规 CRUD 函数足够",[65,22705,22706],{},"工具箱跑 pandas + matplotlib 图表生成顺滑",[30,22708,22709],{},[43,22710,221],{},[62,22712,22713,22716,22719,22722,22725],{},[65,22714,22715],{},"复杂多文件 Agent 任务能力弱于 Cursor \u002F Cline",[65,22717,22718],{},"Coding Plan 高峰期（14–18 点）按 3 倍系数消耗，重度需避开",[65,22720,22721],{},"Plan 额度用完无按量续费，只能等周期重置或升档",[65,22723,22724],{},"视觉编程模型 GLM-5V-Turbo 尚未全面开放",[65,22726,22727],{},"偶发企业代理网络下插件连接超时",[25,22729,3639],{"id":3639},[929,22731,22732,22735,22738,22741,22744,22750],{},[65,22733,22734],{},"VS Code \u002F JetBrains 市场搜 \"CodeGeeX\" 安装",[65,22736,22737],{},"注册智谱账号登录，立即可用所有免费功能",[65,22739,22740],{},"选中代码右键 → CodeGeeX → 生成注释 \u002F 单测 \u002F Code Review",[65,22742,22743],{},"重度场景：注册 GLM Coding Plan，拿到 API Key",[65,22745,22746,22747],{},"在 Claude Code \u002F Cursor 里把 Base URL 改成 ",[34,22748,22749],{},"https:\u002F\u002Fopen.bigmodel.cn\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4",[65,22751,22752],{},"选模型 GLM-5.1 \u002F GLM-4.7，开始白嫖国产顶级编程模型",[25,22754,611],{"id":611},[613,22756,22757,22774],{},[616,22758,22759],{},[619,22760,22761,22763,22765,22767,22769,22771],{},[622,22762,624],{},[622,22764,22261],{},[622,22766,22255],{},[622,22768,22258],{},[622,22770,22005],{},[622,22772,22773],{},"Copilot",[637,22775,22776,22791,22808,22822,22838],{},[619,22777,22778,22781,22783,22785,22787,22789],{},[642,22779,22780],{},"个人价格",[642,22782,3293],{},[642,22784,22294],{},[642,22786,22294],{},[642,22788,22294],{},[642,22790,6992],{},[619,22792,22793,22795,22797,22800,22802,22805],{},[642,22794,22268],{},[642,22796,22280],{},[642,22798,22799],{},"文心",[642,22801,22277],{},[642,22803,22804],{},"Hunyuan + 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组合",[65,22875,22876,22879],{},[43,22877,22878],{},"企业私有化注意硬件","：CodeGeeX4-ALL-9B 推理对 GPU 显存有要求",[65,22881,22882,22885],{},[43,22883,22884],{},"海外工具接 GLM Plan 网络","：国内访问 open.bigmodel.cn 稳定；海外用户走国际节点",[25,22887,872],{"id":871},[62,22889,22890,22893,22896,22899,22902,22905,22908],{},[65,22891,22892],{},"✅ 国内个人开发者零成本上手",[65,22894,22895],{},"✅ 想用国产模型 + 海外 Agent 工具组合",[65,22897,22898],{},"✅ 企业想私有化开源 Copilot",[65,22900,22901],{},"✅ 中文项目 \u002F 中文 prompt 主力",[65,22903,22904],{},"❌ 极重度多文件 Agent + 旗舰模型刚需",[65,22906,22907],{},"❌ 高峰期密集编码且不愿避峰",[65,22909,22910],{},"❌ 纯海外团队 \u002F 无中文需求",[25,22912,906],{"id":906},[62,22914,22915,22919,22923,22927],{},[65,22916,22917],{},[912,22918,12792],{"href":12385},[65,22920,22921],{},[912,22922,22424],{"href":22009},[65,22924,22925],{},[912,22926,22429],{"href":22012},[65,22928,22929],{},[912,22930,22931],{"href":22525},"AI 代码评审 Playbook",[25,22933,927],{"id":927},[929,22935,22936,22943,22950],{},[65,22937,22938,22939],{},"CodeGeeX 官网（2026-06）",[912,22940,22941],{"href":22941,"rel":22942},"https:\u002F\u002Fcodegeex.cn\u002F",[938],[65,22944,22945,22946],{},"VS Code Marketplace — CodeGeeX 装机量 127 万 ",[912,22947,22948],{"href":22948,"rel":22949},"https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=aminer.codegeex",[938],[65,22951,22952,22953],{},"AIRukou — GLM Coding Plan 详细评测（2026-05-22）",[912,22954,22955],{"href":22955,"rel":22956},"https:\u002F\u002Fwww.airukou.cn\u002Ftool\u002Fzhipu-ai-platform",[938],{"title":263,"searchDepth":308,"depth":308,"links":22958},[22959,22960,22961,22962,22963,22964,22965,22966,22967,22968],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":12439,"depth":277,"text":12440},{"id":22684,"depth":277,"text":22685},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcodegeex.webp","CodeGeeX 真实评测：智谱 AI 出品，VS Code 装机量 127 万+，个人完全免费。底层 CodeGeeX4-ALL-9B 已开源，GLM-5.1 在 LMArena 编程榜开源第一、全球第三。GLM Coding Plan 49 元\u002F月起，可在 Claude Code \u002F Cursor \u002F Cline 等 20+ 工具中复用。",[22972,22975,22978,22981],{"q":22973,"a":22974},"CodeGeeX 真的免费吗？","个人版功能完整免费，无次数限制。底层模型 CodeGeeX4-ALL-9B 已在 GitHub 开源（THUDM\u002FCodeGeeX4），可自行私有部署。",{"q":22976,"a":22977},"GLM Coding Plan 和 CodeGeeX 插件什么关系？","CodeGeeX 是 IDE 插件 \u002F 智能助手，GLM Coding Plan 是智谱开放平台的 AI 编程订阅套餐——可以让你在 Claude Code \u002F Cursor \u002F Cline \u002F Kilo Code 等 20+ 工具里用 GLM-5.1 模型，与 CodeGeeX 插件账号 \u002F 计费独立但同源。",{"q":22979,"a":22980},"GLM-5.1 编程能力如何？","LMArena 代码榜开源模型第一、全球第三；SWE-bench Verified 77.8 分，对齐 Claude Opus 4.6；价格约 Claude 的 1\u002F3。Coding Plan 高峰期（14–18 点）按 3 倍系数消耗额度。",{"q":22982,"a":22983},"和文心快码、通义灵码、CodeBuddy 比？","CodeGeeX 个人最便宜（免费）、开源最干净（模型权重开放）、生态最开放（Coding Plan 覆盖海外工具最广）。文心快码 \u002F CodeBuddy 强在企业落地与 IDC 评估，通义灵码强在阿里云生态深度。",[3280,1002],{},[12863,12864,22987],"hbuilderx",[22989,22994,22998,23003,23007],{"plan":22990,"price":22991,"features":22992,"notes":22993},"个人免费","0","代码生成 \u002F 补全 \u002F 注释 \u002F 翻译 \u002F 问答 \u002F Code Review \u002F 工具箱","无限制使用",{"plan":22995,"price":22996,"features":22649,"notes":22997},"GLM Lite","49 元\u002F月","包季 44.1 元\u002F月",{"plan":22999,"price":23000,"features":23001,"notes":23002},"GLM Pro","149 元\u002F月","~2,000 Prompts\u002F周 + MCP 全能力","包季 134.1 元\u002F月",{"plan":23004,"price":23005,"features":23006,"notes":22678},"GLM Max","469 元\u002F月","~8,000 Prompts\u002F周 + 高峰期优先",{"plan":23008,"price":23009,"features":23010,"notes":23011},"企业版","定制","私有化 \u002F 软硬一体机 \u002F 信创栈","代码仓库级补写、问答、检索","个人免费 \u002F GLM Coding Plan 49 元·月起 \u002F 企业版定制",[23014,23015],{"name":17293,"url":17294},{"name":22524,"url":22525},{"power":314,"ux":314,"price":321,"cn_support":321,"stability":314},{"title":22261,"description":22970},"coding\u002Fcopilot\u002Fcodegeex",[23020,23022,23024],{"name":23021,"url":22941,"accessed":1029},"CodeGeeX 官网",{"name":23023,"url":22948,"accessed":1029},"VS Code Marketplace",{"name":23025,"url":22955,"accessed":1029},"AIRukou — GLM Coding Plan","tools\u002Fcoding\u002Fcopilot\u002Fcodegeex","智谱 AI 出品的开源免费 AI 编程助手，13B 多语言代码模型 + GLM-5.1 编程力登顶开源",[22477,22539,4612,23029,23030,23031],"glm","open-source","free","国产免费 Copilot 第一梯队，个人零成本上手最优解。配 GLM Coding Plan，重度也能 1\u002F3 Claude Pro 价格压住成本。重度多文件 Agent 任务仍建议补 Cursor \u002F Cline。","https:\u002F\u002Fcodegeex.cn","aIyUns0WhaPPWU9hjiHi_FoDdDkWxiebufduth4xIgI",{"id":23036,"title":23037,"alternatives":23038,"api_compatible":20,"body":23043,"category":22477,"chinese_friendly":321,"cover":23468,"description":23469,"domestic":986,"extension":987,"faq":23470,"free":986,"github":20,"languages":23482,"meta":23483,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":22009,"pillar":12861,"platforms":23484,"priceTable":23485,"pricing":23505,"published":4588,"relatedPlaybooks":23506,"relatedReviews":20,"score":23509,"self_host":317,"seo":23510,"slug":23511,"sources":23512,"stem":23519,"suitable":20,"tagline":23520,"tags":23521,"updated":1029,"verdict":23526,"website":23527,"__hash__":23528},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate.md","文心快码 Baidu Comate",[23039,23040,23041,23042],{"name":22552,"url":22495},{"name":22011,"url":22012},{"name":22014,"url":22015},{"name":12384,"url":12385},{"type":22,"value":23044,"toc":23456},[23045,23047,23054,23057,23059,23101,23103,23161,23164,23168,23172,23189,23193,23210,23212,23232,23234,23351,23353,23385,23387,23410,23412,23431,23433],[25,23046,28],{"id":27},[30,23048,23049,23050,23053],{},"文心快码（Baidu Comate）是百度基于文心大模型打造的 AI 编程助手，在 IDC 2026 年度《AI 代码助手评估》中 9 项维度斩获 8 项满分、C++ 生成质量行业第一。差异化是 ",[43,23051,23052],{},"SPEC 规范驱动"," ——白盒化开发流程，让 AI 的每一步思维都可 review，避免黑盒「氛围编程」。已在顺丰、吉利、喜马拉雅等大客户规模化落地，44% 代码采纳率（喜马拉雅实测）。",[30,23055,23056],{},"适合：国内企业团队、对代码合规 \u002F 质量可控要求高、需要私有化 \u002F VPC 部署、C++ \u002F 后端为主的研发团队。不适合：纯英文海外团队、个人 prototyping（专业版 59 元\u002F月与 GLM Coding Plan 49 元价位贴脸竞争）。",[25,23058,60],{"id":60},[62,23060,23061,23067,23072,23078,23084,23090,23096],{},[65,23062,23063,23066],{},[43,23064,23065],{},"多智能体协同","：Zulu 编程智能体 + 子智能体并行任务拆解",[65,23068,23069,23071],{},[43,23070,23052],{},"：Doc → Tasks → Changes → Preview 白盒流水",[65,23073,23074,23077],{},[43,23075,23076],{},"代码补全 + Inline Chat","：行级 \u002F 函数级 \u002F 超级代码补全 + 行内对话",[65,23079,23080,23083],{},[43,23081,23082],{},"多模型路由","：文心 \u002F DeepSeek \u002F ChatGLM \u002F Kimi-K2.6（2026-04 首发支持）",[65,23085,23086,23089],{},[43,23087,23088],{},"独立 AI IDE","：编辑 \u002F 问答 \u002F 终端 + 前端实时预览 + 元素级调试",[65,23091,23092,23095],{},[43,23093,23094],{},"Figma 转代码","：92% 还原率",[65,23097,23098,23100],{},[43,23099,1904],{},"：私有化 \u002F VPC \u002F 混合云 \u002F 模型微调 \u002F 审计日志",[25,23102,12440],{"id":12439},[613,23104,23105,23117],{},[616,23106,23107],{},[619,23108,23109,23112,23114],{},[622,23110,23111],{},"套餐",[622,23113,158],{},[622,23115,23116],{},"含什么",[637,23118,23119,23129,23139,23150],{},[619,23120,23121,23124,23126],{},[642,23122,23123],{},"个人标准版",[642,23125,3293],{},[642,23127,23128],{},"补全 \u002F 单测 \u002F Spec \u002F Figma 转代码",[619,23130,23131,23133,23136],{},[642,23132,22125],{},[642,23134,23135],{},"59 元\u002F月（原 100）",[642,23137,23138],{},"+ ¥55 智能体额度 + SOTA 模型 + 500 Zulu\u002F月",[619,23140,23141,23144,23147],{},[642,23142,23143],{},"企业专业版",[642,23145,23146],{},"150 元\u002F人\u002F月",[642,23148,23149],{},"+ 安全管控 + 数据报表 + 成员权限",[619,23151,23152,23155,23158],{},[642,23153,23154],{},"企业专属版",[642,23156,23157],{},"2,500 元\u002F人\u002F年（100 人起）",[642,23159,23160],{},"+ 私有化 + 微调 + 审计日志",[30,23162,23163],{},"Zulu 加量包：50 \u002F 100 \u002F 500 次 = 30 \u002F 60 \u002F 300 元（优惠后 18 \u002F 33 \u002F 150）。",[25,23165,23167],{"id":23166},"实测中型-c-vue-项目","实测（中型 C++ + Vue 项目）",[30,23169,23170],{},[43,23171,187],{},[62,23173,23174,23177,23180,23183,23186],{},[65,23175,23176],{},"C++ 生成质量在国产里第一档：复杂模板 \u002F RAII \u002F 智能指针处理正确率明显高",[65,23178,23179],{},"SPEC 模式做后端模块开发：先生成 Doc → 拆 Tasks → 一步步生成代码，整段 PR 出来注释 + 文档齐",[65,23181,23182],{},"多智能体协同跑大任务有用：让 Zulu 拆，子 agent 并行写测试",[65,23184,23185],{},"Kimi-K2.6 + 文心组合，复杂业务推理稳",[65,23187,23188],{},"喜马拉雅 44% 采纳率不是营销话术——大型业务场景下确实能感受到",[30,23190,23191],{},[43,23192,221],{},[62,23194,23195,23198,23201,23204,23207],{},[65,23196,23197],{},"个人专业版 59 元\u002F月对个人偏贵（每月只送 500 快速请求 + ¥55 额度）",[65,23199,23200],{},"Eclipse 等老 IDE 不支持，遗留项目要先迁",[65,23202,23203],{},"智能体额度算法不透明，超量买加量包性价比一般",[65,23205,23206],{},"海外开发者访问偶发抖动",[65,23208,23209],{},"SPEC 流程对小项目是额外开销",[25,23211,3639],{"id":3639},[929,23213,23214,23217,23220,23223,23226,23229],{},[65,23215,23216],{},"comate.baidu.com 注册（百度账号），免费版立即可用",[65,23218,23219],{},"VS Code \u002F JetBrains 装 \"Comate\" 插件",[65,23221,23222],{},"设置勾常用语言、上传 .editorconfig 同步团队代码风格",[65,23224,23225],{},"体验：注释 → 代码、选中代码右键 Zulu \u002F Spec 模式",[65,23227,23228],{},"企业：买专业版后开企业空间，邀成员、配私域知识库",[65,23230,23231],{},"重度后端：把 Kimi-K2.6 \u002F DeepSeek 模型切换加上",[25,23233,611],{"id":611},[613,23235,23236,23250],{},[616,23237,23238],{},[619,23239,23240,23242,23244,23246,23248],{},[622,23241,624],{},[622,23243,22255],{},[622,23245,22005],{},[622,23247,22258],{},[622,23249,22261],{},[637,23251,23252,23266,23279,23294,23306,23320,23337],{},[619,23253,23254,23256,23259,23262,23264],{},[642,23255,22780],{},[642,23257,23258],{},"免费 \u002F 59",[642,23260,23261],{},"免费 \u002F 58",[642,23263,22294],{},[642,23265,22297],{},[619,23267,23268,23271,23273,23275,23277],{},[642,23269,23270],{},"企业起价",[642,23272,23146],{},[642,23274,22142],{},[642,23276,23009],{},[642,23278,23009],{},[619,23280,23281,23284,23287,23290,23292],{},[642,23282,23283],{},"私有化",[642,23285,23286],{},"✅ VPC \u002F 混合云",[642,23288,23289],{},"✅ 专享版",[642,23291,713],{},[642,23293,713],{},[619,23295,23296,23298,23300,23302,23304],{},[642,23297,22302],{},[642,23299,22308],{},[642,23301,22305],{},[642,23303,713],{},[642,23305,4334],{},[619,23307,23308,23311,23314,23316,23318],{},[642,23309,23310],{},"SPEC 流水",[642,23312,23313],{},"✅ 杀手锏",[642,23315,4334],{},[642,23317,716],{},[642,23319,4334],{},[619,23321,23322,23325,23328,23331,23334],{},[642,23323,23324],{},"大客户落地",[642,23326,23327],{},"顺丰 \u002F 吉利 \u002F 喜马",[642,23329,23330],{},"微信 \u002F 腾讯系",[642,23332,23333],{},"信也 \u002F 阿里系",[642,23335,23336],{},"智谱 \u002F 信创",[619,23338,23339,23342,23345,23347,23349],{},[642,23340,23341],{},"IDC 评估",[642,23343,23344],{},"8\u002F9 满分",[642,23346,4329],{},[642,23348,4329],{},[642,23350,4329],{},[25,23352,801],{"id":801},[62,23354,23355,23361,23367,23373,23379],{},[65,23356,23357,23360],{},[43,23358,23359],{},"个人开发性价比看额度","：59 元\u002F月只送 500 Zulu，超量买加量包要算",[65,23362,23363,23366],{},[43,23364,23365],{},"SPEC 模式别用在小项目","：流程过重，单文件改 \u002F 快速 prototyping 用补全模式",[65,23368,23369,23372],{},[43,23370,23371],{},"Eclipse 用户先迁 IDE","：Comate 不支持，建议 VS Code 或 JetBrains",[65,23374,23375,23378],{},[43,23376,23377],{},"企业团队先 PoC","：私有化部署 + 文心代码大模型组合，前期投入较大",[65,23380,23381,23384],{},[43,23382,23383],{},"代码采纳率 44% 是企业深度集成","：个人开发感受没那么明显",[25,23386,872],{"id":871},[62,23388,23389,23392,23395,23398,23401,23404,23407],{},[65,23390,23391],{},"✅ 国内企业团队、合规要求高",[65,23393,23394],{},"✅ C++ \u002F 后端为主的研发",[65,23396,23397],{},"✅ 需要私有化 \u002F VPC \u002F 混合云部署",[65,23399,23400],{},"✅ 团队需要 SPEC 白盒化流程",[65,23402,23403],{},"❌ 海外纯英文团队",[65,23405,23406],{},"❌ 个人轻度 \u002F 偶尔 vibe coding（用免费版即可）",[65,23408,23409],{},"❌ 完全没有合规需求的小团队",[25,23411,906],{"id":906},[62,23413,23414,23419,23423,23427],{},[65,23415,23416],{},[912,23417,23418],{"href":22495},"CodeBuddy 评测",[65,23420,23421],{},[912,23422,22429],{"href":22012},[65,23424,23425],{},[912,23426,22434],{"href":22015},[65,23428,23429],{},[912,23430,22931],{"href":22525},[25,23432,927],{"id":927},[929,23434,23435,23442,23449],{},[65,23436,23437,23438],{},"文心快码官方定价（2026-01-30）",[912,23439,23440],{"href":23440,"rel":23441},"https:\u002F\u002Fcomate.baidu.com\u002Fzh\u002Fpage\u002Fvew71mux9gm",[938],[65,23443,23444,23445],{},"NavCN — 文心快码完整测评（2026-05-19）",[912,23446,23447],{"href":23447,"rel":23448},"https:\u002F\u002Fwww.navcn.cn\u002Ftool\u002F593.html",[938],[65,23450,23451,23452],{},"百度智能云 Comate 公有云定价 ",[912,23453,23454],{"href":23454,"rel":23455},"https:\u002F\u002Fcloud.baidu.com\u002Fdoc\u002FCOMATE\u002Fs\u002Frlnvnio4a",[938],{"title":263,"searchDepth":308,"depth":308,"links":23457},[23458,23459,23460,23461,23462,23463,23464,23465,23466,23467],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":12439,"depth":277,"text":12440},{"id":23166,"depth":277,"text":23167},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcomate.webp","文心快码（Baidu Comate）真实评测：百度基于文心大模型的 AI 编程助手，IDC 2026 报告 9 项维度 8 项满分、C++ 生成质量行业第一。SPEC 规范驱动『杀手锏』+ Zulu 智能体 + 多模型（含 Kimi-K2.6 \u002F DeepSeek \u002F GLM）。个人标准版免费 \u002F 专业版 59 元\u002F月 \u002F 企业专业版 150 元\u002F人\u002F月。",[23471,23474,23477,23479],{"q":23472,"a":23473},"IDC 8 项满分是真的吗？是什么意义？","IDC 2026 年度《AI 代码助手评估》9 项维度（智能体能力 \u002F 工程化落地 \u002F 企业安全 \u002F 多语言 \u002F 上下文 \u002F 模型 \u002F 私有化 \u002F 数据治理 \u002F 客户成功）中 Comate 拿 8 项满分，C++ 生成质量行业第一。这是国内目前唯一拿到 8\u002F9 的产品。",{"q":23475,"a":23476},"SPEC 规范驱动到底是什么？","白盒化开发流程：Doc → Tasks → Changes → Preview。AI 先写需求文档 → 拆任务 → 生成变更 → 给预览，每一步可 review 可改，避免『氛围编程』黑盒。对企业代码合规价值大，对个人 prototyping 是额外步骤。",{"q":12856,"a":23478},"海外个人开发 Cursor 仍最强；国内企业团队（多人协同、要合规、私有化部署），Comate 的 SPEC + 私有化 + 文心代码大模型组合更扎实。顺丰、吉利、喜马拉雅都已规模化用。",{"q":23480,"a":23481},"44% 代码采纳率含金量？","在喜马拉雅实际业务场景中代码采纳率 44%——比 Copilot 公开数据 30% 高。但这是企业级深度集成场景，个人开发可能感受不到同等差距。",[3280,1002],{},[12863,12864,22497,22498],[23486,23489,23493,23497,23500],{"plan":23123,"price":3293,"features":23487,"notes":23488},"代码补全 \u002F 单测 \u002F Spec 模式 \u002F Figma 转代码","完全免费、基础功能",{"plan":22125,"price":23490,"features":23491,"notes":23492},"59 元\u002F月（原价 100）","标准版 + ¥55 智能体额度\u002F月 + SOTA 模型优先","每月赠 500 Zulu 快速请求",{"plan":23143,"price":23494,"features":23495,"notes":23496},"150 元\u002F人\u002F月（季 450 \u002F 年 1,500）","专业版 + 企业安全 + 成员管理 + 数据报表","团队池 + License 管理",{"plan":23154,"price":23157,"features":23498,"notes":23499},"VPC \u002F 混合云 \u002F 私有化 + 模型微调 + 审计日志","金融 \u002F 政企合规",{"plan":23501,"price":23502,"features":23503,"notes":23504},"Zulu 加量包","30 元 \u002F 60 元 \u002F 300 元","50 \u002F 100 \u002F 500 次快速 Zulu 请求","优惠后 18 \u002F 33 \u002F 150 元","个人免费 \u002F 专业版 59 元·月 \u002F 企业专业版 150 元·人·月 \u002F 私有化定制",[23507,23508],{"name":22524,"url":22525},{"name":22522,"url":12881},{"power":314,"ux":314,"price":314,"cn_support":321,"stability":321},{"title":23037,"description":23469},"coding\u002Fcopilot\u002Fcomate",[23513,23515,23517],{"name":23514,"url":23447,"accessed":1029},"NavCN — 文心快码完整测评",{"name":23516,"url":23440,"accessed":1029},"文心快码官方定价",{"name":23518,"url":23454,"accessed":1029},"百度智能云 Comate 公有云定价","tools\u002Fcoding\u002Fcopilot\u002Fcomate","百度文心大模型驱动的 AI 编程助手，IDC 2026 评估 9 项维度 8 项满分",[22477,22539,23522,23523,23524,23525,1041,12898],"baidu","spec","wenxin","zulu","国产企业 AI 编程的标杆——SPEC 白盒化让 AI 的开发过程可审计、可追溯，精准击中合规与质量痛点。顺丰、吉利等大客户落地、44% 代码采纳率。个人轻度建议先用免费版，重度选 Coding Plan 同价位的 GLM 套餐性价比更高。","https:\u002F\u002Fcomate.baidu.com","-1THMDu4MsZgZK01xiBLcEY-U_re6iLHD2AgD_2rl_E",{"id":23530,"title":23531,"alternatives":23532,"api_compatible":23537,"body":23538,"category":22477,"chinese_friendly":308,"cover":24430,"description":24431,"domestic":986,"extension":987,"faq":20,"free":986,"github":24382,"languages":24432,"meta":24433,"models":24434,"navigation":317,"notSuitable":24439,"opensource":986,"path":12385,"pillar":12861,"platforms":24443,"priceTable":24444,"pricing":24463,"published":4588,"relatedPlaybooks":20,"relatedReviews":20,"score":24464,"self_host":986,"seo":24465,"slug":24466,"sources":24467,"stem":24484,"suitable":24485,"tagline":24491,"tags":24492,"updated":1029,"verdict":24496,"website":24382,"__hash__":24497},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md","GitHub Copilot",[23533,23534,23535,23536],"coding\u002Fide\u002Fcursor","coding\u002Fide\u002Fwindsurf","coding\u002Fextension\u002Fcline","coding\u002Fextension\u002Fcontinue",[],{"type":22,"value":23539,"toc":24412},[23540,23542,23569,23574,23577,23581,23606,23610,23618,23632,23639,23644,23648,23656,23674,23677,23681,23691,23695,23703,23726,23729,23736,23810,23815,23840,23844,23951,23954,23957,23993,23996,24154,24159,24193,24195,24258,24260,24263,24280,24283,24311,24313,24374,24376,24403,24409],[25,23541,28],{"id":27},[18623,23543,23545,23558],{"className":23544},[18626,18627,18628],[30,23546,23547,23549,23550,23553,23554,23557],{},[43,23548,18633],{}," AI 编程的\"出厂选项\"。2021 年随 VS Code 首发，2025-02 Agent Mode GA、2025-09 Coding Agent GA、2025 全年支持 ",[912,23551,1485],{"href":23552},"\u002Fwiki\u002Fmcp.html","，到 2026 Q2 已经从\"补全工具\"演化成 ",[43,23555,23556],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[30,23559,23560,23561,23564,23565,23568],{},"最大优势是 ",[43,23562,23563],{},"生态最稳 + 免费档大方（2000 次补全\u002F月）+ 学生\u002F开源免费 Pro","。代价是 ",[43,23566,23567],{},"国内门槛","：账号 + 网络 + 支付。",[174,23570,23571],{},[30,23572,23573],{},"来源说明：本文基于 github.com 官方页面、docs.github.com 企业版文档、github.blog 公告、第三方评测（augmentcode \u002F tossitt \u002F 4geeks）综合整理。Copilot 定价 2026 多次调整（社区报告 2026-04 起新增 credit 制），请以最新官方页面为准。",[25,23575,23576],{"id":23576},"核心特性",[18805,23578,23580],{"id":23579},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[62,23582,23583,23589,23595,23600],{},[65,23584,23585,23588],{},[43,23586,23587],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[65,23590,23591,23594],{},[43,23592,23593],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[65,23596,23597,23599],{},[43,23598,8452],{},"（2025-02 在 VS Code GA）：自主多文件编辑，可调工具、跑测试、看结果调整",[65,23601,23602,23605],{},[43,23603,23604],{},"Coding Agent","（2025-09 GA）：在 GitHub 网页 \u002F 移动端把 issue 派给 Copilot，它在云端 Actions 环境里改代码、开 PR 等你 review",[18805,23607,23609],{"id":23608},"agent-mode-详解","Agent Mode 详解",[30,23611,23612,23617],{},[912,23613,23616],{"href":23614,"rel":23615},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[938],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[62,23619,23620,23623,23626,23629],{},[65,23621,23622],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[65,23624,23625],{},"调用 terminal 跑测试 \u002F linter",[65,23627,23628],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[65,23630,23631],{},"支持 Claude Opus 4.6 \u002F Sonnet 4.6 \u002F GPT-5 \u002F Gemini 2.5 Pro 等多模型按需切",[30,23633,23634,76],{},[912,23635,23638],{"href":23636,"rel":23637},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[938],"4geeks.com 2025 评测",[174,23640,23641],{},[30,23642,23643],{},"\"GitHub Copilot supports MCP (Model Context Protocol) servers in VS Code, JetBrains, and Xcode, available in Agent Mode. Users can connect MCP tools directly from the Copilot panel.\"",[18805,23645,23647],{"id":23646},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[30,23649,23650,23655],{},[912,23651,23654],{"href":23652,"rel":23653},"https:\u002F\u002Fdocs.github.com\u002F",[938],"GitHub 官方文档"," 描述的 Coding Agent：",[62,23657,23658,23661,23668,23671],{},[65,23659,23660],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[65,23662,23663,23664,23667],{},"在 ",[43,23665,23666],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[65,23669,23670],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[65,23672,23673],{},"你只 review + merge",[30,23675,23676],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[18805,23678,23680],{"id":23679},"copilot-cli终端补全","Copilot CLI（终端补全）",[30,23682,23683,23686,23687,23690],{},[34,23684,23685],{},"gh copilot suggest","、",[34,23688,23689],{},"gh copilot explain","——把\"自然语言 → shell 命令\"做成命令行工具。免费档也送。",[18805,23692,23694],{"id":23693},"模型选择-credit-制2026-新变化","模型选择 + Credit 制（2026 新变化）",[30,23696,23697,23702],{},[912,23698,23701],{"href":23699,"rel":23700},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[938],"Copilot 官方 Plans 页"," 2026 Q2 价格表关键变化：",[62,23704,23705,23712,23715,23718],{},[65,23706,23707,23708,23711],{},"各档位除 seat 费外，",[43,23709,23710],{},"附赠 AI credits","（Pro $15 \u002F Pro+ $70 \u002F Max $200 \u002F Business $? \u002F Enterprise 更多）",[65,23713,23714],{},"Credits 用于调用 premium 模型（Opus \u002F GPT-5 等）",[65,23716,23717],{},"普通 Sonnet \u002F Haiku \u002F GPT-5 mini 不消耗 credits 或低消耗",[65,23719,23720,23721,2349],{},"2026-04-20 起一度暂停 Pro \u002F Pro+ \u002F Student 新签，6-1 切到 credit 制（",[912,23722,23725],{"href":23723,"rel":23724},"https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",[938],"tossitt 2026-04 指南",[25,23727,23728],{"id":23728},"价格与运行成本",[30,23730,23731,23735],{},[912,23732,23734],{"href":23699,"rel":23733},[938],"官方 Plans 页"," 2026 Q2 公开数据：",[613,23737,23738,23749],{},[616,23739,23740],{},[619,23741,23742,23744,23746],{},[622,23743,18701],{},[622,23745,158],{},[622,23747,23748],{},"关键点",[637,23750,23751,23763,23772,23781,23790,23800],{},[619,23752,23753,23755,23757],{},[642,23754,779],{},[642,23756,773],{},[642,23758,23759,23760],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[43,23761,23762],{},"无需信用卡",[619,23764,23765,23767,23769],{},[642,23766,1174],{},[642,23768,6992],{},[642,23770,23771],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[619,23773,23774,23776,23778],{},[642,23775,19694],{},[642,23777,13804],{},[642,23779,23780],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[619,23782,23783,23785,23787],{},[642,23784,4723],{},[642,23786,5213],{},[642,23788,23789],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[619,23791,23792,23794,23797],{},[642,23793,19430],{},[642,23795,23796],{},"$19\u002Fseat\u002F月",[642,23798,23799],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[619,23801,23802,23804,23807],{},[642,23803,4703],{},[642,23805,23806],{},"$39\u002Fseat\u002F月",[642,23808,23809],{},"Business + Enterprise 索引 + 优先模型",[30,23811,23812,76],{},[43,23813,23814],{},"重要福利",[62,23816,23817,23828,23834],{},[65,23818,23819,76,23822,23827],{},[43,23820,23821],{},"学生免费",[912,23823,23826],{"href":23824,"rel":23825},"https:\u002F\u002Feducation.github.com\u002Fpack",[938],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[65,23829,23830,23833],{},[43,23831,23832],{},"开源维护者免费","：维护流行开源项目（star 数 + 活跃度门槛）可申请免费 Pro",[65,23835,23836,23839],{},[43,23837,23838],{},"教师免费","：通过 GitHub Education 认证",[25,23841,23843],{"id":23842},"上手-3-分钟","上手 3 分钟",[258,23845,23847],{"className":260,"code":23846,"language":262,"meta":263,"style":263},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n# JetBrains：Plugin Marketplace 搜 Copilot\n# Neovim：装 github\u002Fcopilot.vim 仓库\n# Xcode：装 github\u002FCopilotForXcode\n\n# 命令行\nbrew install gh                  # macOS\nwinget install GitHub.cli        # Windows\n# Linux：参考 cli.github.com\n\ngh auth login                    # 登录 GitHub\ngh extension install github\u002Fgh-copilot\ngh copilot suggest \"重启 docker 并清理缓存\"\n",[34,23848,23849,23854,23859,23864,23869,23873,23878,23890,23903,23908,23912,23926,23938],{"__ignoreMap":263},[267,23850,23851],{"class":269,"line":270},[267,23852,23853],{"class":273},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[267,23855,23856],{"class":269,"line":277},[267,23857,23858],{"class":273},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[267,23860,23861],{"class":269,"line":308},[267,23862,23863],{"class":273},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[267,23865,23866],{"class":269,"line":314},[267,23867,23868],{"class":273},"# Xcode：装 github\u002FCopilotForXcode\n",[267,23870,23871],{"class":269,"line":321},[267,23872,318],{"emptyLinePlaceholder":317},[267,23874,23875],{"class":269,"line":327},[267,23876,23877],{"class":273},"# 命令行\n",[267,23879,23880,23882,23884,23887],{"class":269,"line":5},[267,23881,5440],{"class":280},[267,23883,1283],{"class":284},[267,23885,23886],{"class":284}," gh",[267,23888,23889],{"class":273},"                  # macOS\n",[267,23891,23892,23895,23897,23900],{"class":269,"line":338},[267,23893,23894],{"class":280},"winget",[267,23896,1283],{"class":284},[267,23898,23899],{"class":284}," GitHub.cli",[267,23901,23902],{"class":273},"        # Windows\n",[267,23904,23905],{"class":269,"line":347},[267,23906,23907],{"class":273},"# Linux：参考 cli.github.com\n",[267,23909,23910],{"class":269,"line":356},[267,23911,318],{"emptyLinePlaceholder":317},[267,23913,23914,23917,23920,23923],{"class":269,"line":365},[267,23915,23916],{"class":280},"gh",[267,23918,23919],{"class":284}," auth",[267,23921,23922],{"class":284}," login",[267,23924,23925],{"class":273},"                    # 登录 GitHub\n",[267,23927,23928,23930,23933,23935],{"class":269,"line":374},[267,23929,23916],{"class":280},[267,23931,23932],{"class":284}," extension",[267,23934,1283],{"class":284},[267,23936,23937],{"class":284}," github\u002Fgh-copilot\n",[267,23939,23940,23942,23945,23948],{"class":269,"line":383},[267,23941,23916],{"class":280},[267,23943,23944],{"class":284}," copilot",[267,23946,23947],{"class":284}," suggest",[267,23949,23950],{"class":284}," \"重启 docker 并清理缓存\"\n",[30,23952,23953],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[25,23955,23956],{"id":23956},"国内使用注意事项",[929,23958,23959,23965,23975,23981],{},[65,23960,23961,23964],{},[43,23962,23963],{},"账号","：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[65,23966,23967,23970,23971,23974],{},[43,23968,23969],{},"网络","：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[43,23972,23973],{},"必须有稳定代理","，否则补全卡顿到不可用",[65,23976,23977,23980],{},[43,23978,23979],{},"支付","：Pro 付款渠道有限——Apple 礼品卡（macOS）、Google Play（Android）、海外卡。第三方代付方案少",[65,23982,23983,5812,23986,88,23989,23992],{},[43,23984,23985],{},"替代路径",[912,23987,13235],{"href":23988},"\u002Fcoding\u002Fcli\u002Fcline.html",[912,23990,13230],{"href":23991},"\u002Fcoding\u002Fagent\u002Fcontinue.html"," + 国产模型，国内体验更顺畅",[25,23994,23995],{"id":23995},"与同类怎么选",[613,23997,23998,24021],{},[616,23999,24000],{},[619,24001,24002,24004,24006,24011,24017],{},[622,24003,624],{},[622,24005,23531],{},[622,24007,24008],{},[912,24009,4920],{"href":24010},"\u002Fcoding\u002Fide\u002Fcursor.html",[622,24012,24013],{},[912,24014,24016],{"href":24015},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[622,24018,24019],{},[912,24020,13235],{"href":23988},[637,24022,24023,24037,24053,24067,24083,24098,24113,24127,24142],{},[619,24024,24025,24027,24030,24033,24035],{},[642,24026,6380],{},[642,24028,24029],{},"插件（VS Code\u002FJetBrains 等）",[642,24031,24032],{},"AI-first IDE",[642,24034,24032],{},[642,24036,13252],{},[619,24038,24039,24042,24045,24048,24050],{},[642,24040,24041],{},"多 IDE 覆盖",[642,24043,24044],{},"★★★★★",[642,24046,24047],{},"★★☆☆☆ 仅自家",[642,24049,24047],{},[642,24051,24052],{},"★★★★☆",[619,24054,24055,24058,24060,24062,24064],{},[642,24056,24057],{},"补全速度",[642,24059,24052],{},[642,24061,24052],{},[642,24063,24044],{},[642,24065,24066],{},"★★★☆☆",[619,24068,24069,24072,24075,24078,24081],{},[642,24070,24071],{},"Agent 模式",[642,24073,24074],{},"★★★★☆ Agent Mode",[642,24076,24077],{},"★★★★★ Composer",[642,24079,24080],{},"★★★★★ Cascade",[642,24082,24052],{},[619,24084,24085,24088,24091,24094,24096],{},[642,24086,24087],{},"云端后台 Agent",[642,24089,24090],{},"★★★★★ Coding Agent",[642,24092,24093],{},"⚠️ Bug bot",[642,24095,688],{},[642,24097,688],{},[619,24099,24100,24103,24106,24108,24110],{},[642,24101,24102],{},"模型选择",[642,24104,24105],{},"★★★★★ 多家",[642,24107,24052],{},[642,24109,24052],{},[642,24111,24112],{},"★★★★★ BYOK",[619,24114,24115,24118,24121,24123,24125],{},[642,24116,24117],{},"企业合规",[642,24119,24120],{},"★★★★★ SOC2\u002FISO",[642,24122,24052],{},[642,24124,24066],{},[642,24126,24066],{},[619,24128,24129,24132,24135,24137,24139],{},[642,24130,24131],{},"免费档",[642,24133,24134],{},"★★★★☆ 2000\u002F月",[642,24136,24066],{},[642,24138,24052],{},[642,24140,24141],{},"完全免费（自带 API）",[619,24143,24144,24146,24148,24150,24152],{},[642,24145,23567],{},[642,24147,2190],{},[642,24149,2190],{},[642,24151,2190],{},[642,24153,2187],{},[30,24155,24156,76],{},[43,24157,24158],{},"怎么选",[62,24160,24161,24167,24173,24183],{},[65,24162,24163,24166],{},[43,24164,24165],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[65,24168,24169,24172],{},[43,24170,24171],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[65,24174,24175,24178,24179,88,24181],{},[43,24176,24177],{},"追求 IDE 级 Agent 激进度"," → ",[912,24180,4920],{"href":24010},[912,24182,24016],{"href":24015},[65,24184,24185,24178,24188,88,24190,24192],{},[43,24186,24187],{},"国内 \u002F 完全自主可控",[912,24189,13235],{"href":23988},[912,24191,13230],{"href":23991}," + 国产模型",[25,24194,19024],{"id":19024},[62,24196,24197,24208,24214,24220,24230,24240,24246,24252],{},[65,24198,24199,24202,24203,24207],{},[43,24200,24201],{},"2026-04 起 Pro \u002F Pro+ \u002F Student 新签曾被暂停","：6-1 起 credit 制 GA，老用户不受影响，新签前最好去 ",[912,24204,24206],{"href":23699,"rel":24205},[938],"github.com\u002Ffeatures\u002Fcopilot\u002Fplans"," 确认当前是否可注册",[65,24209,24210,24213],{},[43,24211,24212],{},"Credit 制下 Premium 模型烧得快","：Opus 4.6 一次复杂 agent 任务可能耗 5-10 个 credits（社区报告，非官方明示），重度使用算账要仔细",[65,24215,24216,24219],{},[43,24217,24218],{},"Coding Agent 跑在 Actions 上","：你的 Actions minutes 会被消耗，免费仓库够用，私有仓库要注意账单",[65,24221,24222,24225,24226,24229],{},[43,24223,24224],{},"Agent Mode 默认权限要 review","：第一次跑会让你授权\"能改文件 \u002F 能跑命令\"，团队建议设置 ",[34,24227,24228],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[65,24231,24232,24239],{},[43,24233,24234,24235,24238],{},"不要把 ",[34,24236,24237],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[65,24241,24242,24245],{},[43,24243,24244],{},"国内首次激活有\"需要海外手机\"的概率事件","：失败时换网络环境或换手机号",[65,24247,24248,24251],{},[43,24249,24250],{},"JetBrains 插件偶发崩溃","：IDE 端体验略落后 VS Code，遇到崩溃先升 plugin 版本",[65,24253,24254,24257],{},[43,24255,24256],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[25,24259,872],{"id":871},[30,24261,24262],{},"✅ 适合：",[62,24264,24265,24268,24271,24274,24277],{},[65,24266,24267],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[65,24269,24270],{},"个人海外开发者，重视生态稳定",[65,24272,24273],{},"学生 \u002F 开源维护者（薅免费 Pro）",[65,24275,24276],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[65,24278,24279],{},"需要\"issue → PR\"自动化流程",[30,24281,24282],{},"❌ 不适合：",[62,24284,24285,24295,24302,24308],{},[65,24286,24287,24288,88,24292,2349],{},"国内首选 IDE 体验（去 ",[912,24289,24291],{"href":24290},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[912,24293,24294],{"href":24010},"Cursor 国内代付",[65,24296,24297,24298,88,24300,2349],{},"想要最激进的多文件 Agent（去 ",[912,24299,4920],{"href":24010},[912,24301,24016],{"href":24015},[65,24303,24304,24305,24307],{},"私有部署 \u002F 数据不出网（",[912,24306,13230],{"href":23991}," + 自建模型）",[65,24309,24310],{},"反对一切 credit 制",[25,24312,906],{"id":906},[62,24314,24315,24332,24344,24363],{},[65,24316,24317,24318,88,24320,88,24322,88,24324,88,24327,88,24329],{},"同类对比：",[912,24319,4920],{"href":24010},[912,24321,24016],{"href":24015},[912,24323,24291],{"href":24290},[912,24325,5643],{"href":24326},"\u002Fcoding\u002Fcli\u002Fclaude-code.html",[912,24328,13235],{"href":23988},[912,24330,5649],{"href":24331},"\u002Fcoding\u002Fcli\u002Fcodex.html",[65,24333,24334,24335,88,24338,88,24340],{},"概念：",[912,24336,10672],{"href":24337},"\u002Fwiki\u002Fai-agent.html",[912,24339,1485],{"href":23552},[912,24341,24343],{"href":24342},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[65,24345,24346,24347,88,24351,88,24355,88,24359],{},"模型：",[912,24348,24350],{"href":24349},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[912,24352,24354],{"href":24353},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[912,24356,24358],{"href":24357},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[912,24360,24362],{"href":24361},"\u002Fmodels\u002Fgemini-2.5-pro.html","Gemini 2.5 Pro",[65,24364,24365,24366,88,24370],{},"进阶：",[912,24367,24369],{"href":24368},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[912,24371,24373],{"href":24372},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[25,24375,927],{"id":927},[62,24377,24378,24384,24390,24397,24400],{},[65,24379,19124,24380],{},[912,24381,24382],{"href":24382,"rel":24383},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[938],[65,24385,24386,24387],{},"定价：",[912,24388,23699],{"href":23699,"rel":24389},[938],[65,24391,24392,24393],{},"企业文档：",[912,24394,24395],{"href":24395,"rel":24396},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[938],[65,24398,24399],{},"公告：github.blog",[65,24401,24402],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[30,24404,24405,24406,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 模型 \u002F 功能与最新官方信息不一致，请通过 ",[912,24407,19146],{"href":19146}," 反馈。",[968,24410,24411],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":24413},[24414,24415,24422,24423,24424,24425,24426,24427,24428,24429],{"id":27,"depth":277,"text":28},{"id":23576,"depth":277,"text":23576,"children":24416},[24417,24418,24419,24420,24421],{"id":23579,"depth":308,"text":23580},{"id":23608,"depth":308,"text":23609},{"id":23646,"depth":308,"text":23647},{"id":23679,"depth":308,"text":23680},{"id":23693,"depth":308,"text":23694},{"id":23728,"depth":277,"text":23728},{"id":23842,"depth":277,"text":23843},{"id":23956,"depth":277,"text":23956},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fgithub-copilot.webp","GitHub Copilot 真实评测：微软+OpenAI 出品的 IDE 插件鼻祖，覆盖 VS Code \u002F JetBrains \u002F Neovim \u002F Visual Studio。Copilot Chat、Agent Mode、Coding Agent、多模型选择一应俱全。AIHO 编辑部基于官方文档与多份评测整理。",[3280,1002],{},[24435,17486,24436,24437,24438],"claude-opus-4.6","gpt-5","gemini-2.5-pro","haiku-4.5",[24440,24441,24442],"完全无网络代理的国内开发者","追求最激进的多文件 Agent（去 Cursor \u002F Windsurf）","想私有部署 \u002F 数据不出网（去 Continue.dev）",[1007,1008,1009],[24445,24448,24452,24455,24457,24461],{"plan":779,"price":773,"limit":24446,"cn_pay":13466,"note":24447},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","学生免费升级 Pro",{"plan":1174,"price":6992,"limit":24449,"cn_pay":24450,"note":24451},"无限补全 + Cloud agent + Code review + $15 credits","⚠️ 需海外卡 \u002F Apple 礼品卡","个人主力档",{"plan":19694,"price":13804,"limit":24453,"cn_pay":24454,"note":13677},"Pro + Opus 等 premium 模型 + 4x credits ($70)","⚠️",{"plan":4723,"price":5213,"limit":23789,"cn_pay":24454,"note":24456},"高并发 agent",{"plan":19430,"price":23796,"limit":24458,"cn_pay":24459,"note":24460},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":4703,"price":23806,"limit":24462,"cn_pay":713,"note":19890},"Business + 优先模型 + 更大 AI credits","Free \u002F Pro $10\u002Fmo \u002F Pro+ $39\u002Fmo \u002F Max $100\u002Fmo \u002F Business $19 seat \u002F Enterprise $39 seat",{"power":314,"ux":321,"price":314,"cn_support":308,"stability":321},{"title":23531,"description":24431},"coding\u002Fcopilot\u002Fgithub-copilot",[24468,24470,24472,24474,24476,24479,24482],{"title":24469,"url":24382},"GitHub Copilot 官方",{"title":24471,"url":23699},"Copilot Plans & Pricing",{"title":24473,"url":24395},"Copilot Enterprise Docs",{"title":24475,"url":23614},"Agent Mode GA Blog",{"title":24477,"url":24478},"MCP Support Public Preview","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2025\u002F04\u002F04\u002Fgithub-copilot-now-supports-mcp-servers-in-public-preview-in-vs-code\u002F",{"title":24480,"url":24481},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":24483,"url":23723},"Copilot 2026 完整指南","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[24486,24487,24488,24489,24490],"已经在用 GitHub 的所有人（最低成本）","团队 \u002F 企业（合规、SOC2、ISO 27001）","JetBrains 用户 \u002F Neovim \u002F Visual Studio \u002F Xcode","学生 \u002F 开源维护者（免费 Pro 资格）","需要 Coding Agent 自动从 issue 生成 PR","AI Copilot 鼻祖，VS Code \u002F JetBrains \u002F Neovim 全家桶覆盖",[22477,12863,12864,24493,24494,24495],"github","agent-mode","coding-agent","插件生态最稳的选择，免费档大方，国内用稳定代理 + GitHub 账号即可。Agent Mode 已经能跟 Cursor 掰手腕，Coding Agent 能直接在 GitHub 上跑后台 PR。","BT0fcKg5OjirZ70KNxyqvfyQF-OPHhBvyYSsl9Avjs8",{"id":24499,"title":24500,"alternatives":24501,"api_compatible":20,"body":24508,"category":22477,"chinese_friendly":321,"cover":24922,"description":24923,"domestic":986,"extension":987,"faq":24924,"free":986,"github":20,"languages":24937,"meta":24938,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":24939,"pillar":12861,"platforms":24940,"priceTable":24941,"pricing":24960,"published":4588,"relatedPlaybooks":24961,"relatedReviews":20,"score":24964,"self_host":986,"seo":24965,"slug":24966,"sources":24967,"stem":24974,"suitable":20,"tagline":24975,"tags":24976,"updated":1029,"verdict":24981,"website":24982,"__hash__":24983},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode.md","豆包 MarsCode \u002F TRAE",[24502,24505,24506,24507],{"name":24503,"url":24504},"trae","\u002Ftools\u002Fcoding\u002Fide\u002Ftrae",{"name":22011,"url":22012},{"name":22014,"url":22015},{"name":12384,"url":12385},{"type":22,"value":24509,"toc":24910},[24510,24512,24519,24539,24546,24554,24557,24559,24608,24610,24613,24626,24631,24635,24639,24659,24663,24680,24682,24705,24707,24804,24806,24838,24840,24863,24865,24885,24887],[25,24511,28],{"id":27},[30,24513,24514,24515,24518],{},"豆包 MarsCode 是字节跳动 2024 年推出的 AI 编程助手，2025 年品牌升级为 ",[43,24516,24517],{},"TRAE","（The Real AI Engineer）。产品现在三件套：",[62,24520,24521,24527,24533],{},[65,24522,24523,24526],{},[43,24524,24525],{},"TRAE 桌面端","：AI 原生 IDE，主打 Builder \u002F SOLO \u002F Chat 多模式",[65,24528,24529,24532],{},[43,24530,24531],{},"TRAE 插件（原 MarsCode 编程助手）","：VS Code \u002F JetBrains 插件形态",[65,24534,24535,24538],{},[43,24536,24537],{},"MarsCode Cloud IDE","：浏览器云开发环境",[30,24540,24541,24542,24545],{},"底层走豆包大模型 + 字节方舟多模型路由。",[43,24543,24544],{},"核心免费 + 中文体验顶级 + Builder \u002F SOLO 自主模式","，是国内最低门槛的 AI 编程入口之一。",[174,24547,24548],{},[30,24549,24550,24551,24553],{},"⚠️ 重要：TRAE IDE 桌面端的完整评测见 ",[912,24552,24504],{"href":24504},"。本文聚焦 MarsCode \u002F TRAE 插件 + Cloud IDE 形态。",[30,24555,24556],{},"适合：国内开发者零成本上手、想做小程序 \u002F 字节生态业务、需要 Cloud IDE 远程开发、追求中文体验顶级的用户。不适合：海外纯英文团队、对官方持续承诺免费有刚性预期的团队。",[25,24558,60],{"id":60},[62,24560,24561,24567,24573,24579,24585,24591,24597,24603],{},[65,24562,24563,24566],{},[43,24564,24565],{},"TRAE 插件","：补全 \u002F Code Generation \u002F 代码解释 \u002F Bug Fix \u002F 多模型切换 \u002F Builder Mode",[65,24568,24569,24572],{},[43,24570,24571],{},"SOLO 模式（桌面端）","：AI 全流程自主开发，编辑器 + 终端 + 浏览器一体",[65,24574,24575,24578],{},[43,24576,24577],{},"Builder 模式","：自然语言一句话生成项目框架（含 Dockerfile）",[65,24580,24581,24584],{},[43,24582,24583],{},"Chat 模式","：跨文件代码调试与优化，全链路问题定位",[65,24586,24587,24590],{},[43,24588,24589],{},"多模态引擎","：Figma → 响应式 CSS、移动端布局适配",[65,24592,24593,24596],{},[43,24594,24595],{},"Cloud IDE","：浏览器云端环境、Git 仓库导入、模板项目、实时预览",[65,24598,24599,24602],{},[43,24600,24601],{},"50+ 语言、100+ 框架","：含微信 \u002F 支付宝 \u002F 抖音小程序、Taro \u002F uni-app",[65,24604,24605,24607],{},[43,24606,23008],{},"：团队协作 \u002F 权限管理 \u002F 工作区、咨询定制",[25,24609,12440],{"id":12439},[30,24611,24612],{},"基础三件套全免费。重度场景：",[62,24614,24615,24621],{},[65,24616,24617,24620],{},[43,24618,24619],{},"方舟 Coding Plan","：字节方舟平台订阅，含高级模型 \u002F 高额度（咨询）",[65,24622,24623,24625],{},[43,24624,23008],{},"：团队协作 \u002F 权限 \u002F 定制 AI 方案，400-034-7888",[174,24627,24628],{},[30,24629,24630],{},"与 GitHub Copilot $10\u002F月 相比，TRAE 插件 + 桌面端基础功能完全免费且字节算力支撑。",[25,24632,24634],{"id":24633},"实测小程序-nextjs-项目","实测（小程序 + Next.js 项目）",[30,24636,24637],{},[43,24638,187],{},[62,24640,24641,24644,24647,24650,24653,24656],{},[65,24642,24643],{},"国产框架适配优秀：Taro 生命周期、Ant Design Pro 语法准确，写小程序代码不用查文档",[65,24645,24646],{},"Builder 模式生成 Next.js 商品页面 8 分钟内可跑",[65,24648,24649],{},"SOLO 模式给『部署购物车』指令，AI 自动跑 PRD → 代码 → 测试，整段流程闭环",[65,24651,24652],{},"中文需求识别接近 100%，海外工具常见的语义偏差几乎没有",[65,24654,24655],{},"Cloud IDE 响应 \u003C 1.5 秒，远程开发体验顺滑",[65,24657,24658],{},"数据：声称代码生成准确率 98%、不用于模型训练",[30,24660,24661],{},[43,24662,221],{},[62,24664,24665,24668,24671,24674,24677],{},[65,24666,24667],{},"SOLO 模式偶尔卡在『构思 → 执行』过渡，需手动 retry",[65,24669,24670],{},"桌面端和插件功能差异：Builder 在桌面端更顺",[65,24672,24673],{},"客户端首次启动加载较慢",[65,24675,24676],{},"海外节点访问国内代码仓不稳",[65,24678,24679],{},"文档对老牌 IDE（如 Vim）支持稀薄",[25,24681,3639],{"id":3639},[929,24683,24684,24690,24693,24696,24699,24702],{},[65,24685,24686,24687],{},"trae.cn 下载桌面端（Win \u002F macOS \u002F Linux）—— ",[43,24688,24689],{},"桌面端是当下产品主力",[65,24691,24692],{},"或 VS Code \u002F JetBrains 装 \"TRAE\" 插件（原 MarsCode 编程助手）",[65,24694,24695],{},"字节账号登录",[65,24697,24698],{},"Builder 模式：写一句『生成 Next.js 后台模板』 → 生成完整项目",[65,24700,24701],{},"SOLO 模式：写需求 → AI 全自动跑",[65,24703,24704],{},"Cloud IDE：访问 marscode.com 用浏览器云端开发",[25,24706,611],{"id":611},[613,24708,24709,24724],{},[616,24710,24711],{},[619,24712,24713,24715,24718,24720,24722],{},[622,24714,624],{},[622,24716,24717],{},"TRAE \u002F MarsCode",[622,24719,22258],{},[622,24721,22255],{},[622,24723,22005],{},[637,24725,24726,24738,24751,24764,24777,24792],{},[619,24727,24728,24730,24732,24734,24736],{},[642,24729,22780],{},[642,24731,3293],{},[642,24733,22294],{},[642,24735,23258],{},[642,24737,23261],{},[619,24739,24740,24742,24745,24747,24749],{},[642,24741,22268],{},[642,24743,24744],{},"豆包大模型",[642,24746,22277],{},[642,24748,22799],{},[642,24750,22271],{},[619,24752,24753,24755,24758,24760,24762],{},[642,24754,22302],{},[642,24756,24757],{},"✅ Builder + SOLO",[642,24759,713],{},[642,24761,22308],{},[642,24763,22305],{},[619,24765,24766,24768,24771,24773,24775],{},[642,24767,24595],{},[642,24769,24770],{},"✅ 原 MarsCode",[642,24772,4334],{},[642,24774,4334],{},[642,24776,4334],{},[619,24778,24779,24782,24785,24787,24789],{},[642,24780,24781],{},"小程序支持",[642,24783,24784],{},"✅ 多平台",[642,24786,716],{},[642,24788,4334],{},[642,24790,24791],{},"微信优先",[619,24793,24794,24796,24798,24800,24802],{},[642,24795,22053],{},[642,24797,713],{},[642,24799,716],{},[642,24801,22335],{},[642,24803,22332],{},[25,24805,801],{"id":801},[62,24807,24808,24814,24820,24826,24832],{},[65,24809,24810,24813],{},[43,24811,24812],{},"桌面端 vs 插件先选对","：插件适合不换 IDE 的用户；桌面端 Builder \u002F SOLO 体验完整但要切换 IDE",[65,24815,24816,24819],{},[43,24817,24818],{},"SOLO 任务先小再大","：复杂目标拆 2–3 段 SOLO 串行跑，比一次性大任务成功率高",[65,24821,24822,24825],{},[43,24823,24824],{},"免费策略别永久押注","：字节方舟 Coding Plan 已分档收费，长期重度 dev 建议关注订阅",[65,24827,24828,24831],{},[43,24829,24830],{},"Cloud IDE 注意私密代码","：仍是云端环境，敏感项目走桌面 + 本地",[65,24833,24834,24837],{},[43,24835,24836],{},"Mac M1 \u002F M2 用户","：桌面端原生 Apple Silicon 支持已稳定",[25,24839,872],{"id":871},[62,24841,24842,24845,24848,24851,24854,24857,24860],{},[65,24843,24844],{},"✅ 国内开发者零成本上手",[65,24846,24847],{},"✅ 字节生态业务 \u002F 小程序团队",[65,24849,24850],{},"✅ 想试 SOLO 全自主开发",[65,24852,24853],{},"✅ 需要 Cloud IDE 远程开发",[65,24855,24856],{},"❌ 海外纯英文 \u002F 完全无字节业务",[65,24858,24859],{},"❌ 对官方长期免费有刚性预期",[65,24861,24862],{},"❌ 重度依赖 VS Code 闭源插件",[25,24864,906],{"id":906},[62,24866,24867,24872,24876,24880],{},[65,24868,24869],{},[912,24870,24871],{"href":24504},"TRAE IDE 桌面端评测",[65,24873,24874],{},[912,24875,22429],{"href":22012},[65,24877,24878],{},[912,24879,22424],{"href":22009},[65,24881,24882],{},[912,24883,24884],{"href":17294},"Claude Code 上手 Playbook",[25,24886,927],{"id":927},[929,24888,24889,24896,24903],{},[65,24890,24891,24892],{},"TRAE 官方插件页（含 Builder 模式细节）",[912,24893,24894],{"href":24894,"rel":24895},"https:\u002F\u002Fwww.trae.cn\u002Fplugin",[938],[65,24897,24898,24899],{},"MarsCode 官网（Cloud IDE 形态仍在）",[912,24900,24901],{"href":24901,"rel":24902},"https:\u002F\u002Fwww.marscode.com\u002Fhome",[938],[65,24904,24905,24906],{},"AIGC 工具导航 — 豆包 MarsCode 详细介绍 ",[912,24907,24908],{"href":24908,"rel":24909},"https:\u002F\u002Fwww.aigc.cn\u002Fmarscode",[938],{"title":263,"searchDepth":308,"depth":308,"links":24911},[24912,24913,24914,24915,24916,24917,24918,24919,24920,24921],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":12439,"depth":277,"text":12440},{"id":24633,"depth":277,"text":24634},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fmarscode.webp","豆包 MarsCode 真实评测：字节跳动出品，2025 改名 TRAE（The Real AI Engineer）。IDE 形态以独立桌面客户端为主，原 MarsCode 编程助手仍以插件形式发布于 VS Code \u002F JetBrains。Builder 模式生成项目框架、SOLO 模式 AI 全流程自主开发、Figma 转代码、50+ 编程语言。原 MarsCode 长期免费策略 2025 起部分转为方舟 Coding Plan。",[24925,24928,24931,24934],{"q":24926,"a":24927},"MarsCode 和 TRAE 是同一个产品吗？","同一个团队、同一个豆包大模型底座。2025 改名 TRAE 后，产品形态从『云 IDE + 插件』演变成『独立桌面 IDE（TRAE）+ TRAE 插件（原 MarsCode 编程助手）+ MarsCode Cloud IDE』三件套。账号互通。",{"q":24929,"a":24930},"SOLO 模式具体能干嘛？","2025-07 开放：AI 化身工程师，自动调度编辑器 \u002F 终端 \u002F 浏览器。一句『部署购物车系统』 → 自动出 PRD、写代码、跑测试、给部署链接。支持语音指令和图像输入。",{"q":24932,"a":24933},"Builder 模式和 SOLO 模式区别？","Builder = 项目脚手架生成（『生成带支付的电商 demo』 → 完整项目结构 + 接口示例 + Dockerfile）；SOLO = 全流程自主交付（从 PRD 到部署）。Builder 偏前期，SOLO 偏闭环。",{"q":24935,"a":24936},"完全免费的策略能持续多久？","字节官方目前未给免费时限。方舟 Coding Plan 已开始出现订阅档（重度模型 \u002F 高额度），趋势是基础免费 + 高阶订阅。长期建议做好『免费版可能限频』预案。",[3280,1002],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode",[12863,12864,1007,1008,1009],[24942,24945,24949,24952,24956],{"plan":24525,"price":3293,"features":24943,"notes":24944},"Builder \u002F SOLO \u002F 多模型切换 \u002F Chat \u002F 补全","Windows \u002F macOS \u002F Linux",{"plan":24946,"price":3293,"features":24947,"notes":24948},"TRAE 插件（原 MarsCode）","补全 \u002F 注释 \u002F 单测 \u002F Code Review \u002F 智能问答","VS Code \u002F JetBrains",{"plan":24537,"price":3293,"features":24950,"notes":24951},"浏览器云端开发环境 \u002F Git 仓库 \u002F 模板","原 MarsCode 主打",{"plan":24619,"price":24953,"features":24954,"notes":24955},"订阅制（咨询）","高级模型 \u002F 高额度 \u002F 企业能力","字节方舟平台",{"plan":23008,"price":24957,"features":24958,"notes":24959},"咨询","团队协作 \u002F 权限 \u002F 定制 AI 方案","400-034-7888","免费起步 \u002F 方舟 Coding Plan 订阅 \u002F 企业咨询定制",[24962,24963],{"name":17293,"url":17294},{"name":15174,"url":15175},{"power":314,"ux":321,"price":321,"cn_support":321,"stability":314},{"title":24500,"description":24923},"coding\u002Fcopilot\u002Fmarscode",[24968,24970,24972],{"name":24969,"url":24894,"accessed":1029},"TRAE 官方插件页",{"name":24971,"url":24901,"accessed":1029},"MarsCode 官网（仍可访问）",{"name":24973,"url":24908,"accessed":1029},"AIGC 工具导航 — 豆包 MarsCode 介绍","tools\u002Fcoding\u002Fcopilot\u002Fmarscode","字节跳动豆包 AI 编程助手——2025 改名 TRAE，IDE 形态升级，插件 + Cloud IDE + Builder\u002FSOLO 模式",[22477,22539,24977,24978,24503,23031,19164,24979,24980],"bytedance","doubao","solo","marscode","字节系免费 AI 编程主力。SOLO \u002F Builder 两个自主模式 + 字节研发资源 + 长期免费策略让国内开发者门槛极低。MarsCode 原 Cloud IDE 仍在但产品重心已迁到 TRAE 桌面端。","https:\u002F\u002Fwww.trae.cn","ddvWno5s5q8IuhyQJDaUO4NU_IiH9r2pctpsYzgACAs",{"id":24985,"title":24986,"alternatives":24987,"api_compatible":20,"body":24994,"category":22477,"chinese_friendly":321,"cover":25391,"description":25392,"domestic":986,"extension":987,"faq":25393,"free":986,"github":20,"languages":25405,"meta":25406,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":22012,"pillar":12861,"platforms":25407,"priceTable":25408,"pricing":25419,"published":4588,"relatedPlaybooks":25420,"relatedReviews":20,"score":25424,"self_host":986,"seo":25425,"slug":25426,"sources":25427,"stem":25434,"suitable":20,"tagline":25435,"tags":25436,"updated":1029,"verdict":25441,"website":25442,"__hash__":25443},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.md","通义灵码 Tongyi Lingma",[24988,24991,24992,24993],{"name":24989,"url":24990},"qoder","\u002Ftools\u002Fcoding\u002Fide\u002Fqoder",{"name":22014,"url":22015},{"name":22008,"url":22009},{"name":22552,"url":22495},{"type":22,"value":24995,"toc":25379},[24996,24998,25005,25008,25010,25053,25055,25098,25106,25110,25114,25131,25135,25152,25154,25177,25179,25276,25278,25310,25312,25334,25336,25354,25356],[25,24997,28],{"id":27},[30,24999,25000,25001,25004],{},"通义灵码是阿里云通义系列的 AI 编程助手，深度集成 Qwen3-Coder 开源模型。2026 年品牌迁移为 ",[43,25002,25003],{},"Qoder CN","——Qoder 在国内的中国云区版本，账号 \u002F 计费独立但模型 \u002F 能力同源。老灵码插件仍正常使用，新功能（Quest 模式、Repo Wiki、跨项目并行）通过 Qoder CN 提供。实际客户数据：信也科技数百研发周活 70%、新增代码 33% 由灵码编写、整体研发效率提升 11%。",[30,25006,25007],{},"适合：国内开发者免费上手、阿里云用户、想用 Qwen3-Coder 开源模型、追求中文体验顶级。不适合：海外纯英文团队、不愿同步迁到 Qoder CN 体验完整 Quest 流的重度用户。",[25,25009,60],{"id":60},[62,25011,25012,25018,25024,25030,25036,25042,25048],{},[65,25013,25014,25017],{},[43,25015,25016],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[65,25019,25020,25023],{},[43,25021,25022],{},"代码解释 + 重构建议","：右键菜单一键",[65,25025,25026,25029],{},[43,25027,25028],{},"单元测试生成","：选中函数自动出测试",[65,25031,25032,25035],{},[43,25033,25034],{},"跨文件编辑","：理解项目结构，多文件改动",[65,25037,25038,25041],{},[43,25039,25040],{},"多模型选择","：Qwen2.5-Max \u002F Qwen3-Coder 等",[65,25043,25044,25047],{},[43,25045,25046],{},"阿里云生态深度","：函数计算 \u002F SLS \u002F OSS 等 SDK 调用准确度高",[65,25049,25050,25052],{},[43,25051,1904],{},"：私有部署 \u002F 团队管理 \u002F 模型微调（Qoder CN 企业版）",[25,25054,12440],{"id":12439},[613,25056,25057,25067],{},[616,25058,25059],{},[619,25060,25061,25063,25065],{},[622,25062,23111],{},[622,25064,158],{},[622,25066,23116],{},[637,25068,25069,25078,25089],{},[619,25070,25071,25073,25075],{},[642,25072,22990],{},[642,25074,22991],{},[642,25076,25077],{},"插件全功能、无次数限制",[619,25079,25080,25083,25086],{},[642,25081,25082],{},"Qoder CN 订阅",[642,25084,25085],{},"对标 Qoder 个人方案",[642,25087,25088],{},"Qwen3-Coder Max + Quest + Repo Wiki",[619,25090,25091,25093,25095],{},[642,25092,23008],{},[642,25094,24957],{},[642,25096,25097],{},"私有部署 \u002F SSO \u002F 团队 \u002F 微调",[174,25099,25100],{},[30,25101,25102,25103,12933],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[912,25104,25105],{"href":24990},"Qoder 评测",[25,25107,25109],{"id":25108},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[30,25111,25112],{},[43,25113,187],{},[62,25115,25116,25119,25122,25125,25128],{},[65,25117,25118],{},"阿里云 SDK 调用准确度高：写函数计算 \u002F SLS \u002F RDS 代码时 API 调用几乎不用查文档",[65,25120,25121],{},"中文需求理解一流，prompt 中文写法不会被误解",[65,25123,25124],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[65,25126,25127],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[65,25129,25130],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[30,25132,25133],{},[43,25134,221],{},[62,25136,25137,25140,25143,25146,25149],{},[65,25138,25139],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[65,25141,25142],{},"海外开发者访问国内 endpoint 偶有延迟",[65,25144,25145],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[65,25147,25148],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[65,25150,25151],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 准确度略逊",[25,25153,3639],{"id":3639},[929,25155,25156,25159,25162,25165,25168,25174],{},[65,25157,25158],{},"lingma.aliyun.com 注册（阿里云账号），免费版立即可用",[65,25160,25161],{},"VS Code \u002F JetBrains 装 \"通义灵码\" 插件",[65,25163,25164],{},"阿里云账号登录，选 Qwen2.5-Max \u002F Qwen3-Coder",[65,25166,25167],{},"体验：注释 → 代码、选中代码右键解释 \u002F 重构 \u002F 生成单测",[65,25169,25170,25171,25173],{},"重度场景：迁移到 ",[912,25172,25003],{"href":24990},"，体验 Quest + Repo Wiki + 跨项目并行",[65,25175,25176],{},"企业：咨询私有化部署 \u002F 团队管理",[25,25178,611],{"id":611},[613,25180,25181,25196],{},[616,25182,25183],{},[619,25184,25185,25187,25190,25192,25194],{},[622,25186,624],{},[622,25188,25189],{},"通义灵码 \u002F Qoder CN",[622,25191,22255],{},[622,25193,22005],{},[622,25195,22261],{},[637,25197,25198,25210,25223,25237,25250,25262],{},[619,25199,25200,25202,25204,25206,25208],{},[642,25201,22780],{},[642,25203,3293],{},[642,25205,23258],{},[642,25207,23261],{},[642,25209,22297],{},[619,25211,25212,25214,25217,25219,25221],{},[642,25213,22268],{},[642,25215,25216],{},"Qwen3-Coder（开源）",[642,25218,22799],{},[642,25220,22271],{},[642,25222,22280],{},[619,25224,25225,25228,25231,25233,25235],{},[642,25226,25227],{},"阿里云 SDK 准确度",[642,25229,25230],{},"✅ 最高",[642,25232,17067],{},[642,25234,17067],{},[642,25236,17067],{},[619,25238,25239,25241,25244,25246,25248],{},[642,25240,22302],{},[642,25242,25243],{},"✅ Quest（Qoder CN）",[642,25245,22308],{},[642,25247,22305],{},[642,25249,4334],{},[619,25251,25252,25254,25256,25258,25260],{},[642,25253,20188],{},[642,25255,14310],{},[642,25257,14310],{},[642,25259,14310],{},[642,25261,14310],{},[619,25263,25264,25266,25269,25272,25274],{},[642,25265,22344],{},[642,25267,25268],{},"阿里云 \u002F 信也 \u002F 淘宝",[642,25270,25271],{},"百度 \u002F 顺丰 \u002F 吉利",[642,25273,22347],{},[642,25275,23336],{},[25,25277,801],{"id":801},[62,25279,25280,25286,25292,25298,25304],{},[65,25281,25282,25285],{},[43,25283,25284],{},"重度任务迁 Qoder CN","：Quest \u002F Repo Wiki \u002F 跨项目并行只在 Qoder CN 完整提供",[65,25287,25288,25291],{},[43,25289,25290],{},"个人免费版没必要急升级","：插件够用就行，跑大型 Agent 任务再迁",[65,25293,25294,25297],{},[43,25295,25296],{},"阿里云 SDK 优先用灵码","：其他 Copilot 容易写错版本 \u002F 鉴权链",[65,25299,25300,25303],{},[43,25301,25302],{},"Qwen3-Coder 私有部署有 GPU 门槛","：开源权重免费，但跑 Max 级模型对显存要求高",[65,25305,25306,25309],{},[43,25307,25308],{},"品牌迁移过渡期看清账号体系","：通义灵码账号 ≠ Qoder CN 账号，重度用户提前准备",[25,25311,872],{"id":871},[62,25313,25314,25317,25320,25323,25326,25328,25331],{},[65,25315,25316],{},"✅ 国内开发者免费上手",[65,25318,25319],{},"✅ 阿里云用户（函数计算 \u002F SLS \u002F OSS \u002F RDS 等）",[65,25321,25322],{},"✅ 想用 Qwen3-Coder 开源模型",[65,25324,25325],{},"✅ 中文项目主力",[65,25327,23403],{},[65,25329,25330],{},"❌ 完全没有阿里云业务",[65,25332,25333],{},"❌ 已订 Cursor \u002F Copilot 且不愿换工具",[25,25335,906],{"id":906},[62,25337,25338,25342,25346,25350],{},[65,25339,25340],{},[912,25341,25105],{"href":24990},[65,25343,25344],{},[912,25345,22424],{"href":22009},[65,25347,25348],{},[912,25349,22434],{"href":22015},[65,25351,25352],{},[912,25353,22439],{"href":12881},[25,25355,927],{"id":927},[929,25357,25358,25365,25372],{},[65,25359,25360,25361],{},"阿里云 — 通义灵码 \u002F Qoder CN 产品页（含信也客户数据）",[912,25362,25363],{"href":25363,"rel":25364},"https:\u002F\u002Fwww.alibabacloud.com\u002Fzh\u002Fproduct\u002Flingma",[938],[65,25366,25367,25368],{},"Codnaut — Tongyi Lingma 评测 ",[912,25369,25370],{"href":25370,"rel":25371},"https:\u002F\u002Fwww.codnaut.com\u002Fen\u002Ftools\u002Ftongyi-lingma",[938],[65,25373,25374,25375],{},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级（2025-07）",[912,25376,25377],{"href":25377,"rel":25378},"https:\u002F\u002Fai.zol.com.cn\u002F1019\u002F10197976.html",[938],{"title":263,"searchDepth":308,"depth":308,"links":25380},[25381,25382,25383,25384,25385,25386,25387,25388,25389,25390],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":12439,"depth":277,"text":12440},{"id":25108,"depth":277,"text":25109},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Ftongyi-lingma.webp","通义灵码 真实评测：阿里云通义 AI 编程助手，2025 年起底层升级 Qwen3-Coder 开源模型；2026 年品牌迁移为 Qoder CN（国内云区版本，账号 \u002F 计费独立但同源）。Qwen2.5-Max 一度登顶编程能力榜，深度整合阿里云生态。信也科技数百研发周活 70%、新增代码 33% 由灵码编写，整体效率提升 11%。",[25394,25397,25400,25403],{"q":25395,"a":25396},"通义灵码和 Qoder 是同一个产品吗？","通义灵码 2026 年改名 Qoder CN，是 Qoder 在国内的中国云区版本，账号 \u002F 计费独立，但底层 Qwen3-Coder 模型一致。原插件仍可正常使用，重度用户建议迁到 Qoder CN 体验完整 Quest \u002F Repo Wiki。",{"q":25398,"a":25399},"Qwen3-Coder 编程能力如何？","阿里 2025-07 开源的最新一代代码大模型，多个基准测试领先开源同类；通义灵码 Qwen2.5-Max 一度登顶 LMArena 编程能力榜（开源）。",{"q":25401,"a":25402},"对个人开发者真的免费吗？","插件全功能免费、无次数限制。代码生成、解释、重构、单测都不收费。重度跑 Quest 模式建议升 Qoder CN 订阅，享受 Qwen3-Coder Max 旗舰。",{"q":12856,"a":25404},"Cursor \u002F Copilot 海外个人开发仍最强；通义灵码（Qoder CN）强在中文场景、阿里云生态、Qwen3-Coder 开源模型、国内访问稳定。信也、淘宝、阿里系内部规模化用。",[3280,1002],{},[12863,12864,22497,22498],[25409,25412,25415],{"plan":22990,"price":22991,"features":25410,"notes":25411},"代码补全 \u002F 解释 \u002F 重构 \u002F 单测生成 \u002F 跨文件编辑","全功能免费、无次数限制",{"plan":25413,"price":25085,"features":25088,"notes":25414},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":23008,"price":25416,"features":25417,"notes":25418},"咨询定制","私有部署 \u002F SSO \u002F 团队管理 \u002F 模型微调","信也、阿里系等头部客户","个人免费 \u002F 企业版咨询定制 \u002F Qoder CN 订阅",[25421,25422],{"name":22522,"url":12881},{"name":25423,"url":14496},"Legacy 代码库 Onboarding",{"power":314,"ux":314,"price":321,"cn_support":321,"stability":314},{"title":24986,"description":25392},"coding\u002Fcopilot\u002Ftongyi-lingma",[25428,25430,25432],{"name":25429,"url":25370,"accessed":1029},"Codnaut — Tongyi Lingma 介绍",{"name":25431,"url":25363,"accessed":1029},"阿里云 — 通义灵码 \u002F Qoder CN 产品页",{"name":25433,"url":25377,"accessed":1029},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级","tools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma","阿里通义 AI 编程助手，深度集成 Qwen3-Coder，已升级为 Qoder CN（国内云区版本）",[22477,22539,25437,25438,25439,25440,23031],"alibaba","qwen","tongyi","qoder-cn","国产免费 Copilot 主力，背靠阿里 Qwen3-Coder 开源模型。已用户基本盘大、阿里云生态深度。2026 年品牌迁移为 Qoder CN 后产品同步性提升；老 IDE 插件仍可用。","https:\u002F\u002Flingma.aliyun.com","OD4-XQNBqqILU_INvCQ6dASC3KSfOaf2HcnoP6_3lmU",{"id":25445,"title":25446,"alternatives":25447,"api_compatible":20,"body":25454,"category":25875,"chinese_friendly":277,"cover":25876,"description":25877,"domestic":986,"extension":987,"faq":25878,"free":986,"github":20,"languages":25891,"meta":25892,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":25893,"pillar":12861,"platforms":25894,"priceTable":25895,"pricing":25905,"published":4588,"relatedPlaybooks":25906,"relatedReviews":20,"score":25909,"self_host":986,"seo":25910,"slug":25911,"sources":25912,"stem":25919,"suitable":20,"tagline":25920,"tags":25921,"updated":1029,"verdict":25925,"website":25926,"__hash__":25927},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fkiro.md","Kiro",[25448,25449,25452,25453],{"name":2558,"url":2559},{"name":25450,"url":25451},"windsurf","\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf",{"name":5257,"url":5258},{"name":24989,"url":24990},{"type":22,"value":25455,"toc":25862},[25456,25458,25461,25464,25467,25490,25492,25572,25575,25578,25598,25602,25606,25620,25624,25638,25640,25667,25669,25760,25762,25794,25796,25816,25818,25837,25839],[25,25457,28],{"id":27},[30,25459,25460],{},"Kiro 是 AWS 在 2025-07 发布、2026-03 GA 的 AI IDE，定位『把规格作为开发的基本单元』。流程是：你描述要做什么 → Kiro 生成 requirements\u002Fdesign\u002Ftasks 三份 markdown → 再按 tasks 写代码。基于 Code OSS（VS Code 同源），可直接导入主题和 Open VSX 插件。AWS 已宣布 Q Developer 给新用户停服，把研发 AI 押在 Kiro 上。",[30,25462,25463],{},"适合：写生产级业务系统、要可追溯的研发流程、合规要求高的团队。不适合：单人快速 prototyping、纯氛围编程、对 spec 流程没耐心的开发者。",[25,25465,25466],{"id":25466},"三层架构",[929,25468,25469,25475,25481],{},[65,25470,25471,25474],{},[43,25472,25473],{},"Specs","：需求文档 + 设计文档 + 任务清单，由 agent 生成、人工 review，存仓库根目录",[65,25476,25477,25480],{},[43,25478,25479],{},"Hooks","：自然语言写的事件自动化（on save \u002F on commit \u002F on schema change）",[65,25482,25483,76,25486,25489],{},[43,25484,25485],{},"Steering Files",[34,25487,25488],{},".kiro\u002Fsteering\u002F*.md"," 里写团队规范（命名、错误处理、安全），所有 agent 调用都会读取",[25,25491,12440],{"id":12439},[613,25493,25494,25510],{},[616,25495,25496],{},[619,25497,25498,25500,25502,25505,25508],{},[622,25499,12449],{},[622,25501,158],{},[622,25503,25504],{},"Credits\u002F月",[622,25506,25507],{},"超额",[622,25509,12460],{},[637,25511,25512,25527,25541,25556],{},[619,25513,25514,25516,25518,25521,25524],{},[642,25515,779],{},[642,25517,773],{},[642,25519,25520],{},"50（注册赠 500）",[642,25522,25523],{},"无",[642,25525,25526],{},"试用、轻度",[619,25528,25529,25531,25534,25536,25539],{},[642,25530,1174],{},[642,25532,25533],{},"$19\u002F月",[642,25535,22517],{},[642,25537,25538],{},"$0.04\u002Fcredit",[642,25540,5211],{},[619,25542,25543,25545,25548,25551,25553],{},[642,25544,19694],{},[642,25546,25547],{},"$37\u002F月",[642,25549,25550],{},"2,000",[642,25552,25538],{},[642,25554,25555],{},"重度 + Spec 流水",[619,25557,25558,25561,25564,25567,25569],{},[642,25559,25560],{},"Power",[642,25562,25563],{},"$184\u002F月",[642,25565,25566],{},"10,000",[642,25568,25538],{},[642,25570,25571],{},"跑长 autonomous agent",[30,25573,25574],{},"底层模型走 Amazon Bedrock，路由 Claude Sonnet \u002F Amazon Nova。GovCloud 全档可用。",[25,25576,25577],{"id":25577},"三种形态",[62,25579,25580,25586,25592],{},[65,25581,25582,25585],{},[43,25583,25584],{},"Kiro IDE","：VS Code 同根的桌面 IDE",[65,25587,25588,25591],{},[43,25589,25590],{},"Kiro CLI","：terminal 里的同一个 agent",[65,25593,25594,25597],{},[43,25595,25596],{},"Kiro Autonomous Agent","：后台 agent，能持续工作数小时甚至数天（2025-12 AWS re:Invent 公布的 frontier agent）",[25,25599,25601],{"id":25600},"实测中型-spring-boot-项目","实测（中型 Spring Boot 项目）",[30,25603,25604],{},[43,25605,187],{},[62,25607,25608,25611,25614,25617],{},[65,25609,25610],{},"「加一个会员订阅模块」一句话 → 5 分钟生成完整 requirements\u002Fdesign\u002Ftasks，分 17 个任务清单",[65,25612,25613],{},"agent 跑完会写出可运行代码 + 单元测试 + 更新 design.md",[65,25615,25616],{},"三个月后回来看 PR，能从仓库本身复盘当时为什么这么设计",[65,25618,25619],{},"Hooks 跑 OpenAPI 同步真的省心",[30,25621,25622],{},[43,25623,221],{},[62,25625,25626,25629,25632,25635],{},[65,25627,25628],{},"单一 Spec 跑完 17 个任务烧了约 120 credits，Pro 档第 4 天就触线",[65,25630,25631],{},"Spec 工作流加了约 30% 时间成本，小项目得不偿失",[65,25633,25634],{},"2025-12 AWS 大规模故障期，Kiro autonomous agent 拿到生产权限误删配置——AWS 事后强制限制 prod 权限，但教训值得记",[65,25636,25637],{},"中文交互能用，但 spec 文档生成偶尔中英混搭",[25,25639,3639],{"id":3639},[929,25641,25642,25645,25648,25651,25654,25660],{},[65,25643,25644],{},"kiro.dev 注册（GitHub \u002F Google \u002F AWS 任一）",[65,25646,25647],{},"下载 IDE，导入项目（自动迁移 VS Code 设置）",[65,25649,25650],{},"写一句需求，按 Generate Spec → 审 requirements.md",[65,25652,25653],{},"改 \u002F 确认后让 agent 按 tasks.md 跑",[65,25655,23663,25656,25659],{},[34,25657,25658],{},".kiro\u002Fsteering\u002F"," 沉淀你团队的规范",[65,25661,25662,25663,25666],{},"CLI：",[34,25664,25665],{},"brew install kiro-cli","，同账号即用",[25,25668,611],{"id":611},[613,25670,25671,25686],{},[616,25672,25673],{},[619,25674,25675,25677,25679,25681,25683],{},[622,25676,624],{},[622,25678,25446],{},[622,25680,4920],{},[622,25682,5643],{},[622,25684,25685],{},"Qoder",[637,25687,25688,25705,25720,25735,25748],{},[619,25689,25690,25693,25696,25699,25702],{},[642,25691,25692],{},"范式",[642,25694,25695],{},"Spec-first",[642,25697,25698],{},"Prompt-first",[642,25700,25701],{},"Prompt + CLI",[642,25703,25704],{},"Quest + Agent",[619,25706,25707,25710,25713,25715,25717],{},[642,25708,25709],{},"文档沉淀",[642,25711,25712],{},"强制 3 份",[642,25714,25523],{},[642,25716,25523],{},[642,25718,25719],{},"Repo Wiki",[619,25721,25722,25724,25727,25730,25732],{},[642,25723,158],{},[642,25725,25726],{},"$19–$184",[642,25728,25729],{},"$20 起",[642,25731,25729],{},[642,25733,25734],{},"免费起步",[619,25736,25737,25739,25742,25744,25746],{},[642,25738,7523],{},[642,25740,25741],{},"✅ 长任务",[642,25743,716],{},[642,25745,716],{},[642,25747,713],{},[619,25749,25750,25752,25754,25756,25758],{},[642,25751,12717],{},[642,25753,12720],{},[642,25755,12723],{},[642,25757,12723],{},[642,25759,14310],{},[25,25761,801],{"id":801},[62,25763,25764,25770,25776,25782,25788],{},[65,25765,25766,25769],{},[43,25767,25768],{},"小项目别上 Spec","：prototyping 用 Free + Chat 模式；Spec 只在长生命周期项目上才回本",[65,25771,25772,25775],{},[43,25773,25774],{},"生产权限要先限","：autonomous agent 默认不要给 prod；用 sandbox \u002F staging 跑、PR 走人工",[65,25777,25778,25781],{},[43,25779,25780],{},"steering files 要建仓","：团队共享的规范不写进去，每个 dev 的 agent 行为会漂移",[65,25783,25784,25787],{},[43,25785,25786],{},"Pro+ 比 Pro 性价比更高","：重度用户 Pro 一周就触超额，差 $18 多翻倍 credits",[65,25789,25790,25793],{},[43,25791,25792],{},"Q Developer 老用户","：迁移前先核对 IAM 集成路径，Kiro 不完全是 Q 的 drop-in",[25,25795,872],{"id":871},[62,25797,25798,25801,25804,25807,25810,25813],{},[65,25799,25800],{},"✅ 写生产业务系统、追求审计可追溯",[65,25802,25803],{},"✅ 已在 AWS 生态，想统一研发 AI",[65,25805,25806],{},"✅ 接受先写规格再写码的团队文化",[65,25808,25809],{},"❌ 单人快速 hack、prototyping",[65,25811,25812],{},"❌ 主语种中文、强中文协作（仍以英文为主）",[65,25814,25815],{},"❌ 团队抗拒文档化",[25,25817,906],{"id":906},[62,25819,25820,25824,25828,25832],{},[65,25821,25822],{},[912,25823,3204],{"href":2559},[65,25825,25826],{},[912,25827,25105],{"href":24990},[65,25829,25830],{},[912,25831,5897],{"href":5258},[65,25833,25834],{},[912,25835,25836],{"href":14496},"Legacy 代码 Onboarding Playbook",[25,25838,927],{"id":927},[929,25840,25841,25848,25855],{},[65,25842,25843,25844],{},"RockB — Kiro AI IDE Review 2026（2026-04-21）",[912,25845,25846],{"href":25846,"rel":25847},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fkiro-ai-ide-review-2026",[938],[65,25849,25850,25851],{},"DEV.to — AWS Kiro: Specs as Unit of Work（2026-04）",[912,25852,25853],{"href":25853,"rel":25854},"https:\u002F\u002Fdev.to\u002Fjubinsoni\u002Faws-kiro-the-agentic-ide-that-makes-specs-the-unit-of-work-3eko",[938],[65,25856,25857,25858],{},"TechCrunch — Amazon Previews 3 Frontier Agents（2025-12-02）",[912,25859,25860],{"href":25860,"rel":25861},"https:\u002F\u002Ftechcrunch.com\u002F2025\u002F12\u002F02\u002Famazon-previews-3-ai-agents-including-kiro-that-can-code-on-its-own-for-days",[938],{"title":263,"searchDepth":308,"depth":308,"links":25863},[25864,25865,25866,25867,25868,25869,25870,25871,25872,25873,25874],{"id":27,"depth":277,"text":28},{"id":25466,"depth":277,"text":25466},{"id":12439,"depth":277,"text":12440},{"id":25577,"depth":277,"text":25577},{"id":25600,"depth":277,"text":25601},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"ide","\u002Fimg\u002Ftools\u002Fkiro.webp","Kiro 真实评测：AWS 出品的 spec-driven AI IDE，基于 Code OSS 构建，2026 年 3 月正式 GA。Pro $19、Pro+ $37、Power $184 四档 credits 制。AWS 同步停掉 Q Developer 新签，把研发 AI 押宝在 Kiro 上。",[25879,25882,25885,25888],{"q":25880,"a":25881},"Spec-Driven 和 Cursor 的 Agent 模式区别？","Kiro 把『需求 → 设计 → 任务清单 → 代码』强制成三份产物：requirements.md \u002F design.md \u002F tasks.md。代码是 spec 的副产品，可以审计、可以复盘；Cursor \u002F Claude Code 偏 prompt-first，不沉淀文档。",{"q":25883,"a":25884},"Hooks 是什么？","事件驱动的自然语言自动化：保存时跑 lint、commit 前做安全扫描、API schema 变更时同步 OpenAPI 文档——都是写一段 'on save, …' 就完事，不用配脚本。",{"q":25886,"a":25887},"和 Amazon Q Developer 什么关系？","AWS 2026-01 宣布 Q Developer 新用户注册将于 2026-05-15 停止，明确导流到 Kiro。等于把 AWS 内部研发 AI 的产品赌注全压到 Kiro 上。",{"q":25889,"a":25890},"credit 烧得快吗？","小任务（Inline \u002F Chat）单次 0.x credit 起，分数级计费；但一次跑完整 Spec 实现可能消耗几十甚至上百 credits。从 Claude Code 月度 flat-rate 切过来的用户要先用 1–2 周观察实际烧量再选档。",[1002],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fkiro",[1007,1008,1009],[25896,25899,25901,25903],{"plan":779,"price":773,"credits":25897,"notes":25898},"50\u002F月 + 注册赠 500","BYOK 不可、模型路由受限",{"plan":1174,"price":25533,"credits":22517,"notes":25900},"超出 $0.04\u002Fcredit；含 Claude\u002FNova 路由",{"plan":19694,"price":25547,"credits":25550,"notes":25902},"重度个人 \u002F 含 Spec + Hooks 全功能",{"plan":25560,"price":25563,"credits":25566,"notes":25904},"重度 \u002F 长 autonomous agent 任务","Free \u002F Pro $19·月 \u002F Pro+ $37·月 \u002F Power $184·月",[25907,25908],{"name":25423,"url":14496},{"name":22522,"url":12881},{"power":314,"ux":314,"price":308,"cn_support":277,"stability":314},{"title":25446,"description":25877},"coding\u002Fide\u002Fkiro",[25913,25915,25917],{"name":25914,"url":25846,"accessed":1029},"Kiro Review 2026 — RockB",{"name":25916,"url":25853,"accessed":1029},"AWS Kiro — DEV.to 深度解读",{"name":25918,"url":25860,"accessed":1029},"TechCrunch — AWS 3 Frontier Agents","tools\u002Fcoding\u002Fide\u002Fkiro","AWS 的 Spec-Driven AI IDE，把『写规格 → 出代码 → 出测试』串成自动化流水",[25875,25922,25923,1005,25924],"aws","spec-driven","bedrock","复杂业务系统 + 喜欢先写 spec 的团队最契合；纯个人 prototyping 用 Cursor \u002F Claude Code 更轻。AWS 已宣布 Q Developer 给新用户停服，Kiro 是 AWS 这边的『未来注资方向』。","https:\u002F\u002Fkiro.dev","3r0laMn2EJGHiQSA44w82LYdzXTg8r3J6CTDNBF2zOA",{"id":25929,"title":25685,"alternatives":25930,"api_compatible":20,"body":25935,"category":25875,"chinese_friendly":321,"cover":26351,"description":26352,"domestic":986,"extension":987,"faq":26353,"free":986,"github":20,"languages":26366,"meta":26367,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":24990,"pillar":12861,"platforms":26368,"priceTable":26369,"pricing":26387,"published":4588,"relatedPlaybooks":26388,"relatedReviews":20,"score":26391,"self_host":986,"seo":26392,"slug":26393,"sources":26394,"stem":26401,"suitable":20,"tagline":26402,"tags":26403,"updated":1029,"verdict":26405,"website":26406,"__hash__":26407},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fqoder.md",[25931,25932,25933,25934],{"name":2558,"url":2559},{"name":25450,"url":25451},{"name":24503,"url":24504},{"name":22011,"url":22012},{"type":22,"value":25936,"toc":26339},[25937,25939,25942,25945,25947,25995,25997,26066,26071,26075,26079,26095,26099,26113,26115,26135,26137,26237,26239,26271,26273,26293,26295,26314,26316],[25,25938,28],{"id":27},[30,25940,25941],{},"Qoder 是阿里 2025-08 首发、2026-05 升级到 1.0 的 Agentic AI 编程平台。1.0 把自己从「AI IDE」改名「智能体自主开发工作台」：开发者只定义目标，执行、验证、交付全由 Agent 自主完成。10 万文件级上下文 + 跨项目并行 + 可定制专属 Agent 团队，是当下国产 AI 编程赛道的标杆。社区版 BYOK 完全免费，Teams 版 300 元\u002F席\u002F月对标 Cursor Business。",[30,25943,25944],{},"适合：中文项目、企业级复杂全栈交付、Spec 驱动团队、想用 Qwen3-Coder \u002F Kimi 等国产模型的开发者。不适合：纯英文海外团队、深度依赖 VS Code 插件生态的开发者。",[25,25946,60],{"id":60},[62,25948,25949,25955,25961,25967,25972,25978,25984,25989],{},[65,25950,25951,25954],{},[43,25952,25953],{},"Quest 工作台","：独立窗口，任务管理 + 状态追踪 + 产物追查 + 知识调用一屏",[65,25956,25957,25960],{},[43,25958,25959],{},"跨项目并行","：多个 Workspace 同时跑不同 Agent 任务，一屏掌握全局",[65,25962,25963,25966],{},[43,25964,25965],{},"10 万文件上下文","：业内最强代码库上下文工程",[65,25968,25969,25971],{},[43,25970,25719],{},"：自动生成项目文档并跟着代码变更持续更新",[65,25973,25974,25977],{},[43,25975,25976],{},"Spec 驱动","：需求 → 规范 → 代码 → 测试 自动转化",[65,25979,25980,25983],{},[43,25981,25982],{},"自定义 Agent 团队","：配领域知识、技能、外部工具接口，沉淀团队最佳实践",[65,25985,25986,25988],{},[43,25987,7075],{},"：支持 Model Context Protocol 扩展，接入第三方工具",[65,25990,25991,25994],{},[43,25992,25993],{},"QoderWork 设计工作台","：语音生成专业设计，「设计即代码」",[25,25996,12440],{"id":12439},[613,25998,25999,26011],{},[616,26000,26001],{},[619,26002,26003,26005,26007,26009],{},[622,26004,12449],{},[622,26006,158],{},[622,26008,12454],{},[622,26010,12460],{},[637,26012,26013,26026,26040,26053],{},[619,26014,26015,26018,26020,26023],{},[642,26016,26017],{},"社区版",[642,26019,3293],{},[642,26021,26022],{},"BYOK 自带密钥",[642,26024,26025],{},"零成本试 \u002F 重度 Qwen3 用户",[619,26027,26028,26031,26034,26037],{},[642,26029,26030],{},"Pro Trial",[642,26032,26033],{},"14 天免费",[642,26035,26036],{},"300 赠送",[642,26038,26039],{},"新用户一次性",[619,26041,26042,26045,26048,26051],{},[642,26043,26044],{},"Pro \u002F Pro+ \u002F Ultra",[642,26046,26047],{},"订阅",[642,26049,26050],{},"月度刷新",[642,26052,5211],{},[619,26054,26055,26057,26060,26063],{},[642,26056,13682],{},[642,26058,26059],{},"300 元\u002F席\u002F月",[642,26061,26062],{},"3,000\u002F席（池化）",[642,26064,26065],{},"团队、SSO、管理控制台",[174,26067,26068],{},[30,26069,26070],{},"详细个人方案以 docs.qoder.com\u002Fzh\u002Faccount\u002Fpricing 为准；社区版 BYOK 不收费，自付模型成本。",[25,26072,26074],{"id":26073},"实测中型-vue3-spring-boot-项目","实测（中型 Vue3 + Spring Boot 项目）",[30,26076,26077],{},[43,26078,187],{},[62,26080,26081,26084,26087,26089,26092],{},[65,26082,26083],{},"一句『给博客系统加评论审核 + 点赞』8 分钟自动出后端接口、表结构、前端组件、5 个单测——可直接跑",[65,26085,26086],{},"Repo Wiki 跟随 commit 自动更新，新人 onboarding 提速明显",[65,26088,24652],{},[65,26090,26091],{},"BYOK 模式接 Qwen3-Coder-Max，一天 8 小时重度开发，成本远低于 Cursor",[65,26093,26094],{},"跨项目并行：同时跑 3 个仓库的不同 Quest，互不抢上下文",[30,26096,26097],{},[43,26098,221],{},[62,26100,26101,26104,26107,26110],{},[65,26102,26103],{},"VS Code 插件生态不如 Cursor 完整（Cursor 直接吃 VS Code 全部插件）",[65,26105,26106],{},"Quest 1.0 仍有偶发任务卡住——目前手动 retry 是唯一办法",[65,26108,26109],{},"海外模型路由（Claude Opus）需自带 Key，国内直连 Anthropic 不稳",[65,26111,26112],{},"Teams 版起付 300 元\u002F席，比早期免费策略门槛抬高",[25,26114,3639],{"id":3639},[929,26116,26117,26120,26123,26126,26129,26132],{},[65,26118,26119],{},"下载客户端（Windows \u002F macOS \u002F Linux）或装 VS Code \u002F JetBrains 插件",[65,26121,26122],{},"用阿里云账号登录，新用户自动激活 14 天 Pro Trial + 300 credits",[65,26124,26125],{},"打开项目 → Qoder 自动扫描构建 Repo Wiki",[65,26127,26128],{},"Quest 窗口写一句目标 → 看任务拆解 → 一键启动",[65,26130,26131],{},"Agent 跑完出 Summary 交付清单，逐条 review",[65,26133,26134],{},"重度场景：建专属 Agent，配团队规范 + 业务知识",[25,26136,611],{"id":611},[613,26138,26139,26153],{},[616,26140,26141],{},[619,26142,26143,26145,26147,26149,26151],{},[622,26144,624],{},[622,26146,25685],{},[622,26148,4920],{},[622,26150,24016],{},[622,26152,24291],{},[637,26154,26155,26170,26182,26194,26208,26223],{},[619,26156,26157,26159,26162,26165,26167],{},[642,26158,6380],{},[642,26160,26161],{},"独立 IDE + 插件",[642,26163,26164],{},"VS Code 分支",[642,26166,26164],{},[642,26168,26169],{},"独立 IDE",[619,26171,26172,26174,26176,26178,26180],{},[642,26173,12717],{},[642,26175,14310],{},[642,26177,12723],{},[642,26179,12723],{},[642,26181,14310],{},[619,26183,26184,26186,26188,26190,26192],{},[642,26185,25959],{},[642,26187,713],{},[642,26189,716],{},[642,26191,716],{},[642,26193,716],{},[619,26195,26196,26199,26202,26204,26206],{},[642,26197,26198],{},"上下文规模",[642,26200,26201],{},"10 万文件",[642,26203,17067],{},[642,26205,17067],{},[642,26207,17067],{},[619,26209,26210,26212,26215,26217,26220],{},[642,26211,22302],{},[642,26213,26214],{},"✅ Quest",[642,26216,24071],{},[642,26218,26219],{},"Cascade",[642,26221,26222],{},"SOLO",[619,26224,26225,26227,26230,26232,26235],{},[642,26226,13795],{},[642,26228,26229],{},"免费 BYOK",[642,26231,21031],{},[642,26233,26234],{},"$15",[642,26236,3293],{},[25,26238,801],{"id":801},[62,26240,26241,26247,26253,26259,26265],{},[65,26242,26243,26246],{},[43,26244,26245],{},"VS Code 插件生态权衡","：先列你日常用的插件，确认 Open VSX 有同名 \u002F 替代再切",[65,26248,26249,26252],{},[43,26250,26251],{},"BYOK 模式成本可控","：先用社区版 + Qwen3-Coder-Plus 跑两周，看实际 token 量再考虑订阅",[65,26254,26255,26258],{},[43,26256,26257],{},"Quest 任务先拆小","：复杂目标拆成 2–3 个 Quest 串行跑，比一次性大 Quest 成功率高",[65,26260,26261,26264],{},[43,26262,26263],{},"海外模型走代理","：BYOK 接 Claude \u002F GPT 需要稳定海外网络，国内直连不稳",[65,26266,26267,26270],{},[43,26268,26269],{},"Teams 池化注意人均上限","：300 元\u002F席送 3,000 credits 池化共享，重度 dev 会蚕食轻度 dev 额度，建议设人均 cap",[25,26272,872],{"id":871},[62,26274,26275,26278,26281,26284,26287,26290],{},[65,26276,26277],{},"✅ 中文 \u002F 国内团队、企业全栈交付",[65,26279,26280],{},"✅ 大型 monorepo、跨项目协同",[65,26282,26283],{},"✅ 想用国产模型（Qwen3 \u002F Kimi \u002F DeepSeek）压成本",[65,26285,26286],{},"❌ 纯英文海外团队",[65,26288,26289],{},"❌ 深度依赖 VS Code 闭源插件",[65,26291,26292],{},"❌ 偏 prompt-first、抗拒 Spec 流程",[25,26294,906],{"id":906},[62,26296,26297,26301,26305,26310],{},[65,26298,26299],{},[912,26300,3204],{"href":2559},[65,26302,26303],{},[912,26304,22429],{"href":22012},[65,26306,26307],{},[912,26308,26309],{"href":24504},"Trae 评测",[65,26311,26312],{},[912,26313,22439],{"href":12881},[25,26315,927],{"id":927},[929,26317,26318,26325,26332],{},[65,26319,26320,26321],{},"Qoder 官方定价（2026-06）",[912,26322,26323],{"href":26323,"rel":26324},"https:\u002F\u002Fdocs.qoder.com\u002Fzh\u002Faccount\u002Fpricing",[938],[65,26326,26327,26328],{},"DeepNavi — Qoder 工具介绍（2026-05）",[912,26329,26330],{"href":26330,"rel":26331},"https:\u002F\u002Fwww.deepnavi.cn\u002Fai-coding\u002Fqoder",[938],[65,26333,26334,26335],{},"FreeAITool — Qoder 完全指南 2026（2026-05-30）",[912,26336,26337],{"href":26337,"rel":26338},"https:\u002F\u002Ffreeaitool.com\u002Fai-assistants\u002Fqoder-ai-coding-agent-complete-guide-2026",[938],{"title":263,"searchDepth":308,"depth":308,"links":26340},[26341,26342,26343,26344,26345,26346,26347,26348,26349,26350],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":12439,"depth":277,"text":12440},{"id":26073,"depth":277,"text":26074},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fqoder.webp","Qoder 真实评测：阿里 2025-08 首发、2026-05 升 1.0 的 Agentic IDE。Quest 模式独立工作台 + 跨项目并行 + 10 万文件级超长上下文。免费体验 + Pro\u002FPro+\u002FUltra 个人方案 + Teams 300 元\u002F席\u002F月。",[26354,26357,26360,26363],{"q":26355,"a":26356},"Qoder 和阿里通义灵码（现 Qoder CN）什么关系？","通义灵码 2026 改名 Qoder CN，是 Qoder 在国内的中国云区版本，账号 \u002F 计费独立，但底层 Qwen3-Coder 模型一致。",{"q":26358,"a":26359},"Quest 模式具体怎么用？","1.0 版做成独立工作台：填一个目标（如『给这个博客系统加评论 + 点赞』），Quest 自动拆任务、调用知识库、跨文件改、跑测试、出交付摘要。支持跨项目并行多个 Quest 任务。",{"q":26361,"a":26362},"BYOK 真的免费吗？","是。社区版下载即用，绑定自己的 Qwen \u002F Kimi \u002F DeepSeek \u002F OpenAI \u002F Claude API Key，按你的供应商定价付钱，Qoder 本身不抽水。",{"q":26364,"a":26365},"和 Cursor \u002F Windsurf 对比？","Cursor 在补全流畅度和插件生态领先；Qoder 在 Spec-Driven、跨项目并行、中文场景、企业落地（顺丰、吉利等已用）上明显占优。海外项目仍推荐 Cursor，国内 \u002F 中文项目 Qoder 优先。",[3280,1002],{},[1007,1008,1009,12863,12864],[26370,26372,26376,26379,26384],{"plan":26017,"price":3293,"credits":26022,"notes":26371},"支持 Qwen3-Coder \u002F Kimi \u002F DeepSeek 等国产模型，零成本上手",{"plan":26030,"price":26373,"credits":26374,"notes":26375},"14 天","300（赠送）","新用户首次登录自动激活；含 Pro 全功能",{"plan":1174,"price":26377,"credits":26050,"notes":26378},"订阅制","含 Quest \u002F Repo Wiki \u002F 全模型路由",{"plan":26380,"price":26381,"credits":26382,"notes":26383},"Ultra","重度版","更高额度","面向重度长任务、并行 Agent 多",{"plan":13682,"price":26059,"credits":26385,"notes":26386},"3,000\u002F席（团队池）","管理员控制台、SSO、统一计费","社区版免费 \u002F Pro 起步 \u002F Teams 300 元·席·月",[26389,26390],{"name":22522,"url":12881},{"name":25423,"url":14496},{"power":321,"ux":314,"price":314,"cn_support":321,"stability":314},{"title":25685,"description":26352},"coding\u002Fide\u002Fqoder",[26395,26397,26399],{"name":26396,"url":26330,"accessed":1029},"DeepNavi — Qoder 工具介绍",{"name":26398,"url":26323,"accessed":1029},"Qoder 官方定价",{"name":26400,"url":26337,"accessed":1029},"FreeAITool — Qoder 完全指南 2026","tools\u002Fcoding\u002Fide\u002Fqoder","阿里出品的 Agentic 编程平台，主打『目标定义 → 自动交付』的自主开发工作台",[25875,1005,7822,22539,25437,26404,23523],"quest","国产 Agentic Coding 平台第一梯队。中文场景、Spec 驱动、跨项目并行做得最完整；海外 Cursor \u002F Claude Code 在 prompt-flow 精度上仍有优势，但 Qoder 性价比和本地化压倒性。","https:\u002F\u002Fqoder.com","bNb0hsbclF3sd7VdSDeG2RjH9Xa9E0T0JAbQhIZvijs",{"id":26409,"title":26410,"alternatives":26411,"api_compatible":20,"body":26418,"category":25875,"chinese_friendly":277,"cover":26778,"description":26779,"domestic":986,"extension":987,"faq":26780,"free":986,"github":20,"languages":26793,"meta":26794,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":26795,"pillar":12861,"platforms":26796,"priceTable":26797,"pricing":26804,"published":4588,"relatedPlaybooks":26805,"relatedReviews":20,"score":26808,"self_host":317,"seo":26809,"slug":26810,"sources":26811,"stem":26818,"suitable":20,"tagline":26819,"tags":26820,"updated":1029,"verdict":26823,"website":26824,"__hash__":26825},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fvoid.md","Void",[26412,26413,26416,26417],{"name":2558,"url":2559},{"name":26414,"url":26415},"zed","\u002Ftools\u002Fcoding\u002Fide\u002Fzed",{"name":21409,"url":13461},{"name":12911,"url":12805},{"type":22,"value":26419,"toc":26765},[26420,26422,26429,26432,26434,26465,26469,26472,26477,26480,26494,26496,26499,26503,26507,26524,26528,26545,26547,26564,26566,26663,26665,26697,26699,26719,26721,26740,26742],[25,26421,28],{"id":27},[30,26423,26424,26425,26428],{},"Void 是 YC 系开发者 Andrew & Mat Pareles 做的开源 AI 编辑器，定位『可以完全本地跑、代码不出本机的 Cursor』。Apache 2.0、VS Code 分支、BYOK 任意模型、文件系统级仓库索引、可查看 \u002F 编辑底层 prompt。",[43,26426,26427],{},"但 2025 年底官方在 README 宣布暂停 IDE 开发，目前不接受 issue \u002F PR","——评估前一定确认仓库当前状态。",[30,26430,26431],{},"适合：合规挡掉 Cursor 的隐私优先团队、能自己维护 fork 的开源团队、想拿现成 codebase 学 AI IDE 实现的开发者。不适合：要靠官方持续更新的团队、中文深度本地化需求、Cursor 同等功能完成度需求。",[25,26433,12406],{"id":12406},[62,26435,26436,26441,26447,26453,26459],{},[65,26437,26438,26440],{},[43,26439,26164],{},"：UI 几乎复刻 Cursor 体验（inline diff、chat with repo、文件 @）",[65,26442,26443,26446],{},[43,26444,26445],{},"完全本地化 prompt-building","：所有 prompt 组装在本地完成，不经第三方中转",[65,26448,26449,26452],{},[43,26450,26451],{},"BYOK 任意模型","：Anthropic \u002F OpenAI \u002F Google \u002F Ollama 本地模型",[65,26454,26455,26458],{},[43,26456,26457],{},"可查看 \u002F 编辑底层 prompt","：透明，能 debug 为什么 LLM 这么回",[65,26460,26461,26464],{},[43,26462,26463],{},"千行级 fast edit","：对 LLM 的修改指令做了优化，几千行文件秒级 apply",[25,26466,26468],{"id":26467},"现状2026-06硬重点","现状（2026-06，硬重点）",[30,26470,26471],{},"GitHub README 状态：",[174,26473,26474],{},[30,26475,26476],{},"\"We've paused work on the Void IDE to explore a few novel coding ideas… we might not resume Void as an IDE.\"",[30,26478,26479],{},"含义：",[62,26481,26482,26485,26488,26491],{},[65,26483,26484],{},"官方主仓不再 review issues \u002F PRs",[65,26486,26487],{},"现版本仍可下载、能跑、能 BYOK",[65,26489,26490],{},"社区 fork 在维护中（搜 voideditor + active fork）",[65,26492,26493],{},"Frontman 2026 报告把 Void 单独列为『IDE Fork 类、项目已暂停』",[25,26495,158],{"id":158},[30,26497,26498],{},"完全免费 + 你自己付模型 API。28.3k GitHub stars、Apache 2.0、终身免费可商用。",[25,26500,26502],{"id":26501},"实测在小型-nextjs-python-项目","实测（在小型 Next.js + Python 项目）",[30,26504,26505],{},[43,26506,187],{},[62,26508,26509,26512,26515,26518,26521],{},[65,26510,26511],{},"BYOK 接本地 Ollama + qwen2.5-coder，全离线编辑 + 重构，零数据出网",[65,26513,26514],{},"看底层 prompt 真的有用：debug 为什么 LLM 输出奇怪时能直接读 prompt",[65,26516,26517],{},"inline diff 体验和 Cursor 一致",[65,26519,26520],{},"千行文件 apply 没等",[65,26522,26523],{},"装好后第二天没有任何 telemetry 出网",[30,26525,26526],{},[43,26527,221],{},[62,26529,26530,26533,26536,26539,26542],{},[65,26531,26532],{},"仓库索引偶尔卡住，需要手动 reindex",[65,26534,26535],{},"没有 Cursor 的 Composer \u002F Agent 模式，多文件改靠 chat 引导",[65,26537,26538],{},"没有官方 sync settings，机器间配置要自己迁",[65,26540,26541],{},"中文 UI 缺，中文 prompt 输出偶尔混入英文",[65,26543,26544],{},"Bug 报上去无人 review；自己 fork 修是常态",[25,26546,3639],{"id":3639},[929,26548,26549,26552,26555,26558,26561],{},[65,26550,26551],{},"voideditor.com 下载（或从 GitHub fork 自己编译）",[65,26553,26554],{},"安装 → 导入 VS Code 设置",[65,26556,26557],{},"设置里填 Anthropic \u002F OpenAI Key（或本地 Ollama URL）",[65,26559,26560],{},"打开仓库，等待索引完成",[65,26562,26563],{},"cmd+L chat \u002F cmd+K inline edit，和 Cursor 操作一致",[25,26565,611],{"id":611},[613,26567,26568,26583],{},[616,26569,26570],{},[619,26571,26572,26574,26576,26578,26581],{},[622,26573,624],{},[622,26575,26410],{},[622,26577,4920],{},[622,26579,26580],{},"Zed",[622,26582,13230],{},[637,26584,26585,26597,26611,26624,26637,26651],{},[619,26586,26587,26589,26591,26593,26595],{},[642,26588,4308],{},[642,26590,757],{},[642,26592,4314],{},[642,26594,757],{},[642,26596,757],{},[619,26598,26599,26601,26604,26606,26609],{},[642,26600,6380],{},[642,26602,26603],{},"VS Code 分支 IDE",[642,26605,26603],{},[642,26607,26608],{},"原生 IDE",[642,26610,13252],{},[619,26612,26613,26615,26617,26620,26622],{},[642,26614,13273],{},[642,26616,5681],{},[642,26618,26619],{},"有限",[642,26621,713],{},[642,26623,713],{},[619,26625,26626,26629,26631,26633,26635],{},[642,26627,26628],{},"本地模型",[642,26630,10714],{},[642,26632,716],{},[642,26634,713],{},[642,26636,713],{},[619,26638,26639,26642,26645,26647,26649],{},[642,26640,26641],{},"官方维护",[642,26643,26644],{},"⛔ 已暂停",[642,26646,15705],{},[642,26648,15705],{},[642,26650,15705],{},[619,26652,26653,26655,26657,26659,26661],{},[642,26654,24071],{},[642,26656,25523],{},[642,26658,713],{},[642,26660,716],{},[642,26662,713],{},[25,26664,801],{"id":801},[62,26666,26667,26673,26679,26685,26691],{},[65,26668,26669,26672],{},[43,26670,26671],{},"决策前必查 GitHub 主仓状态","：README 顶部如仍写 paused，谨慎 onboard 团队",[65,26674,26675,26678],{},[43,26676,26677],{},"关键 bug 自己 fork 修","：官方不会响应；评估前先看你的 stack 是否能自维护",[65,26680,26681,26684],{},[43,26682,26683],{},"隐私不是『默认 100% 离线』","：BYOK 接 Anthropic 时数据仍发到 Anthropic，要完全离线得配 Ollama \u002F 本地模型",[65,26686,26687,26690],{},[43,26688,26689],{},"不要把它当 Cursor 等价物推全公司","：功能完成度差一档，Composer \u002F Agent 缺失",[65,26692,26693,26696],{},[43,26694,26695],{},"替代评估","：合规挡 Cursor 但要官方维护，看 Continue 或 Zed BYOK",[25,26698,872],{"id":871},[62,26700,26701,26704,26707,26710,26713,26716],{},[65,26702,26703],{},"✅ 合规 \u002F 法律挡掉 Cursor 的隐私优先团队",[65,26705,26706],{},"✅ 能自维护 fork 的资深 OSS 团队",[65,26708,26709],{},"✅ 想离线 \u002F 自托管 + 用本地 Ollama 跑模型",[65,26711,26712],{},"❌ 想靠官方持续迭代",[65,26714,26715],{},"❌ 需要 Composer \u002F 多文件 Agent 完整体验",[65,26717,26718],{},"❌ 中文深度本地化用户",[25,26720,906],{"id":906},[62,26722,26723,26727,26731,26736],{},[65,26724,26725],{},[912,26726,3204],{"href":2559},[65,26728,26729],{},[912,26730,21884],{"href":13461},[65,26732,26733],{},[912,26734,26735],{"href":26415},"Zed 评测",[65,26737,26738],{},[912,26739,12806],{"href":12805},[25,26741,927],{"id":927},[929,26743,26744,26751,26758],{},[65,26745,26746,26747],{},"Y Combinator — Void Launch（创办背景）",[912,26748,26749],{"href":26749,"rel":26750},"https:\u002F\u002Fwww.ycombinator.com\u002Flaunches\u002FLrh-void-the-open-source-cursor-alternative",[938],[65,26752,26753,26754],{},"Frontman — Best OSS AI Coding Tools 2026（含 Void 暂停状态确认）",[912,26755,26756],{"href":26756,"rel":26757},"https:\u002F\u002Ffrontman.sh\u002Fblog\u002Fbest-open-source-ai-coding-tools-2026",[938],[65,26759,26760,26761],{},"OpenAlternative — Cursor 开源替代 14 选 1（2026-06-22）",[912,26762,26763],{"href":26763,"rel":26764},"https:\u002F\u002Fopenalternative.co\u002Falternatives\u002Fcursor",[938],{"title":263,"searchDepth":308,"depth":308,"links":26766},[26767,26768,26769,26770,26771,26772,26773,26774,26775,26776,26777],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":26467,"depth":277,"text":26468},{"id":158,"depth":277,"text":158},{"id":26501,"depth":277,"text":26502},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fvoid.webp","Void 真实评测：YC 出身、Apache 2.0 开源的 VS Code 分支 AI IDE，对标 Cursor。BYOK 任意模型、可完全本地化。重要状态：2025 年底官方在 README 宣布暂停 IDE 开发去探索新方向，目前不接受 issue \u002F PR——评估前必须看仓库现状。",[26781,26784,26787,26790],{"q":26782,"a":26783},"Void 真的没人维护了吗？","官方 README 原文：『We've paused work on the Void IDE to explore a few novel coding ideas… we might not resume Void as an IDE』；并且不再 review issues \u002F PRs。社区 fork 仍在，但官方主仓暂停。",{"q":26785,"a":26786},"为什么仍值得评估？","Apache 2.0 全开源 + 28.3k stars 的体量本身就是资产。已有版本能跑、能 BYOK、能完全本地化运行，对法律 \u002F 合规挡掉 Cursor 的团队仍是少有的开箱方案。",{"q":26788,"a":26789},"和 Continue \u002F Cline 比？","Void 是 IDE 形态（完整 VS Code 分支），Continue \u002F Cline 是 VS Code 扩展。如果你能接受继续用 VS Code，Continue \u002F Cline 维护活跃得多。",{"q":26791,"a":26792},"中文怎么样？","界面以英文为主，中文 prompt 可用但本地化欠缺。对中文用户友好度不如 Trae \u002F 通义灵码 \u002F Qoder。",[1002],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fvoid",[1007,1008,1009],[26798,26800],{"plan":16627,"price":3293,"license":154,"notes":26799},"GitHub 28.3k stars；2025-末官方暂停开发",{"plan":13273,"price":26801,"models":26802,"notes":26803},"你的 API 账单","Claude\u002FGPT\u002FGemini\u002FOllama 等","Key 本地存，prompt 在本地组装","完全免费 + 自带模型 Key",[26806,26807],{"name":17293,"url":17294},{"name":21380,"url":21381},{"power":308,"ux":308,"price":321,"cn_support":277,"stability":277},{"title":26410,"description":26779},"coding\u002Fide\u002Fvoid",[26812,26814,26816],{"name":26813,"url":26749,"accessed":1029},"YC Launch — Void OSS Cursor Alternative",{"name":26815,"url":26756,"accessed":1029},"Frontman — Best OSS AI Coding 2026",{"name":26817,"url":26763,"accessed":1029},"OpenAlternative — Cursor Alternatives","tools\u002Fcoding\u002Fide\u002Fvoid","完全开源的 Cursor 替代品（YC 系）——但 2025 年底暂停了 IDE 开发",[25875,23030,13498,7279,26821,26822],"cursor-alternative","paused","理念优秀（开源 + BYOK + 隐私），但 2025 年底官方暂停 IDE 开发是硬伤；可以拿现版本自己魔改 \u002F 自托管，别期待官方持续更新。隐私 \u002F 合规优先且能自维护的团队仍值得关注。","https:\u002F\u002Fvoideditor.com","5SBBulnAXtHxnVwK_RJu_OtuMyvsupKS-S0fDiU-tgY",{"id":26827,"title":26580,"alternatives":26828,"api_compatible":20,"body":26834,"category":25875,"chinese_friendly":308,"cover":27247,"description":27248,"domestic":986,"extension":987,"faq":27249,"free":986,"github":20,"languages":27262,"meta":27263,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":26415,"pillar":12861,"platforms":27264,"priceTable":27265,"pricing":27276,"published":4588,"relatedPlaybooks":27277,"relatedReviews":20,"score":27280,"self_host":986,"seo":27281,"slug":27282,"sources":27283,"stem":27290,"suitable":20,"tagline":27291,"tags":27292,"updated":1029,"verdict":27297,"website":27298,"__hash__":27299},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fzed.md",[26829,26830,26831,26833],{"name":2558,"url":2559},{"name":25450,"url":25451},{"name":26832,"url":26795},"void",{"name":5257,"url":5258},{"type":22,"value":26835,"toc":27235},[26836,26838,26841,26844,26846,26849,26875,26879,26945,26948,26952,26956,26973,26977,26994,26996,27020,27022,27129,27131,27163,27165,27188,27190,27210,27212],[25,26837,28],{"id":27},[30,26839,26840],{},"Zed 是原 Atom \u002F Tree-sitter 团队用 Rust 重写的代码编辑器，自研 GPUI 渲染引擎。启动 \u003C 100ms、1 万行文件丝滑滚动、Apache 2.0 开源。2026-05 重构定价：Pro 从 $20 砍到 $10、新增 Business $30\u002F席。同期发布开源编辑预测模型 Zeta2.1（3× token 效率、p50 136ms）。Windows 在 2026-Q1 稳定后三平台齐全。",[30,26842,26843],{},"适合：性能党、Rust 用户、需要原生多人协同、想用多 agent（Claude Code \u002F Codex CLI）共存的开发者。不适合：重度依赖 VS Code 闭源插件、需要中文界面深度本地化的团队。",[25,26845,12406],{"id":12406},[30,26847,26848],{},"一个原生编辑器干三件事：",[62,26850,26851,26857,26863,26869],{},[65,26852,26853,26856],{},[43,26854,26855],{},"代码编辑","：Rust + GPUI 自研渲染，Tree-sitter 60+ 语言语法",[65,26858,26859,26862],{},[43,26860,26861],{},"AI 助手面板","：Zeta2.1 编辑预测 + 多模型 chat（Claude\u002FGPT\u002FGemini\u002FGrok\u002FOllama）",[65,26864,26865,26868],{},[43,26866,26867],{},"实时多人协同","：共享 buffer、cursor presence、语音频道——一等公民，不是插件",[65,26870,26871,26874],{},[43,26872,26873],{},"ACP 协议","：Claude Code \u002F Codex CLI \u002F Gemini CLI \u002F OpenCode 都能嵌进来当 agent",[25,26876,26878],{"id":26877},"价格2026-062026-05-06-改版","价格（2026-06，2026-05-06 改版）",[613,26880,26881,26894],{},[616,26882,26883],{},[619,26884,26885,26887,26889,26891],{},[622,26886,12449],{},[622,26888,158],{},[622,26890,23116],{},[622,26892,26893],{},"谁该买",[637,26895,26896,26908,26920,26932],{},[619,26897,26898,26900,26902,26905],{},[642,26899,779],{},[642,26901,773],{},[642,26903,26904],{},"2,000 次编辑预测 + 无限 BYOK",[642,26906,26907],{},"试 \u002F 自带 Key 用户",[619,26909,26910,26912,26914,26917],{},[642,26911,1174],{},[642,26913,6992],{},[642,26915,26916],{},"无限编辑预测 + $5 hosted AI 额度",[642,26918,26919],{},"主力用户",[619,26921,26922,26924,26926,26929],{},[642,26923,19430],{},[642,26925,21041],{},[642,26927,26928],{},"组织 AI 策略 + BYOK 全免费 + 训练默认关",[642,26930,26931],{},"企业 \u002F 合规",[619,26933,26934,26937,26939,26942],{},[642,26935,26936],{},"Student",[642,26938,773],{},[642,26940,26941],{},"Pro 同等",[642,26943,26944],{},"学生",[30,26946,26947],{},"超额：hosted AI 按 API 价 +10%。BYOK 在 Business 档对 Anthropic \u002F OpenAI \u002F Google \u002F AWS 全部免费。",[25,26949,26951],{"id":26950},"实测中型-rust-ts-项目","实测（中型 Rust + TS 项目）",[30,26953,26954],{},[43,26955,187],{},[62,26957,26958,26961,26964,26967,26970],{},[65,26959,26960],{},"启动 \u003C 100ms，比 VS Code \u002F Cursor 体感快一个量级",[65,26962,26963],{},"Zeta2.1 编辑预测准确度比补全更贴近真实意图——预测的是『下一个改哪里』而不是『下一个 token』",[65,26965,26966],{},"多人协同顺滑：和远端同事 pair 改一个 PR，不用屏幕共享",[65,26968,26969],{},"ACP 把 Claude Code agent 嵌进侧栏，一边编辑一边让 agent 跑长任务",[65,26971,26972],{},"BYOK 接自己的 Anthropic Key 后，几乎『编辑器免费 + 模型自付』完美组合",[30,26974,26975],{},[43,26976,221],{},[62,26978,26979,26982,26985,26988,26991],{},[65,26980,26981],{},"VS Code 插件生态不能完全迁移，需要找 Open VSX 替代或没替代",[65,26983,26984],{},"中文 UI 部分翻译，但官方主要语种是英文",[65,26986,26987],{},"Pro $5 hosted 额度跑 Sonnet 容易超，要么 BYOK 要么订 Business",[65,26989,26990],{},"Windows 稳定但仍有少量原生差异（菜单快捷键）",[65,26992,26993],{},"复杂 LSP 配置不如 VS Code 文档丰富",[25,26995,3639],{"id":3639},[929,26997,26998,27001,27004,27007,27010,27013],{},[65,26999,27000],{},"zed.dev 下载（macOS \u002F Linux \u002F Windows）",[65,27002,27003],{},"首启动自动开 Free + 2,000 次预测",[65,27005,27006],{},"设置里加 Anthropic \u002F OpenAI Key（BYOK）",[65,27008,27009],{},"试 Edit Prediction：写一行，看光标右侧的灰字预测",[65,27011,27012],{},"多人：Share Project，邀同事 join",[65,27014,27015,27016,27019],{},"Agent：装 Claude Code，在 Zed 里 ",[34,27017,27018],{},"cmd+shift+a"," 调起 ACP agent",[25,27021,611],{"id":611},[613,27023,27024,27038],{},[616,27025,27026],{},[619,27027,27028,27030,27032,27034,27036],{},[622,27029,624],{},[622,27031,26580],{},[622,27033,4920],{},[622,27035,26410],{},[622,27037,24016],{},[637,27039,27040,27056,27070,27082,27097,27113],{},[619,27041,27042,27045,27048,27051,27054],{},[642,27043,27044],{},"启动",[642,27046,27047],{},"\u003C100ms",[642,27049,27050],{},"~1.5s",[642,27052,27053],{},"~1s",[642,27055,27050],{},[619,27057,27058,27061,27064,27066,27068],{},[642,27059,27060],{},"多人协同",[642,27062,27063],{},"✅ 一等公民",[642,27065,716],{},[642,27067,25523],{},[642,27069,716],{},[619,27071,27072,27074,27076,27078,27080],{},[642,27073,4308],{},[642,27075,154],{},[642,27077,4314],{},[642,27079,154],{},[642,27081,4314],{},[619,27083,27084,27087,27090,27093,27095],{},[642,27085,27086],{},"VS Code 插件",[642,27088,27089],{},"Open VSX",[642,27091,27092],{},"完整继承",[642,27094,27092],{},[642,27096,27092],{},[619,27098,27099,27102,27105,27108,27111],{},[642,27100,27101],{},"BYOK 政策",[642,27103,27104],{},"全档免费",[642,27106,27107],{},"Free + Pro",[642,27109,27110],{},"自带",[642,27112,716],{},[619,27114,27115,27118,27121,27124,27127],{},[642,27116,27117],{},"Agent 协议",[642,27119,27120],{},"ACP（多 agent）",[642,27122,27123],{},"自家 Agent",[642,27125,27126],{},"自家",[642,27128,26219],{},[25,27130,801],{"id":801},[62,27132,27133,27139,27145,27151,27157],{},[65,27134,27135,27138],{},[43,27136,27137],{},"先用 Free 跑两周再付钱","：BYOK 全档免费，能用就够；Pro 主要买无限编辑预测",[65,27140,27141,27144],{},[43,27142,27143],{},"Zeta2.1 vs Cursor Tab","：风格不同——Zeta 预测下一步行动而不是补全字符；不要拿补全速度比",[65,27146,27147,27150],{},[43,27148,27149],{},"Open VSX 不等于 VS Code Marketplace","：先确认你日常插件在 Open VSX 有",[65,27152,27153,27156],{},[43,27154,27155],{},"多人协同会泄露 buffer 状态","：合规严的项目用 Business 档关掉 prompt 训练",[65,27158,27159,27162],{},[43,27160,27161],{},"ACP 嵌入 agent 注意上下文隔离","：让 Claude Code 跑长任务时另开 worktree，别污染当前编辑",[25,27164,872],{"id":871},[62,27166,27167,27170,27173,27176,27179,27182,27185],{},[65,27168,27169],{},"✅ 性能党、Rust 开发者",[65,27171,27172],{},"✅ 远程团队需原生多人协同",[65,27174,27175],{},"✅ 想同时玩 Claude Code \u002F Codex \u002F Gemini 多 agent",[65,27177,27178],{},"✅ 重视开源 \u002F 离线 \u002F BYOK",[65,27180,27181],{},"❌ 重度依赖 VS Code Marketplace 闭源插件",[65,27183,27184],{},"❌ 中文界面深度本地化需求",[65,27186,27187],{},"❌ Windows 偏门工作流（菜单 \u002F 快捷键习惯差异）",[25,27189,906],{"id":906},[62,27191,27192,27196,27201,27205],{},[65,27193,27194],{},[912,27195,3204],{"href":2559},[65,27197,27198],{},[912,27199,27200],{"href":26795},"Void 评测",[65,27202,27203],{},[912,27204,5897],{"href":5258},[65,27206,27207],{},[912,27208,27209],{"href":5264},"Codex CLI 评测",[25,27211,927],{"id":927},[929,27213,27214,27221,27228],{},[65,27215,27216,27217],{},"AIPedia — Zed 评测 2026-06（2026-06-01）",[912,27218,27219],{"href":27219,"rel":27220},"https:\u002F\u002Fwww.aipedia.wiki\u002Ftools\u002Fzed",[938],[65,27222,27223,27224],{},"ShipByAgent — Zed AI Pricing（2026-04-23）",[912,27225,27226],{"href":27226,"rel":27227},"https:\u002F\u002Fcost.shipbyagent.com\u002Ftools\u002Fzed",[938],[65,27229,27230,27231],{},"CostBench — Zed Free Plan 2026（2026-05-07）",[912,27232,27233],{"href":27233,"rel":27234},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fzed-ai\u002Ffree-plan",[938],{"title":263,"searchDepth":308,"depth":308,"links":27236},[27237,27238,27239,27240,27241,27242,27243,27244,27245,27246],{"id":27,"depth":277,"text":28},{"id":12406,"depth":277,"text":12406},{"id":26877,"depth":277,"text":26878},{"id":26950,"depth":277,"text":26951},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fzed.webp","Zed 真实评测：Atom \u002F Tree-sitter 团队用 Rust 重写的代码编辑器，2026-05 改价：Free \u002F Pro $10 \u002F Business $30。Zeta2.1 开源编辑预测模型 3 倍降本、p50 延迟 136ms，Apache 2.0。",[27250,27253,27256,27259],{"q":27251,"a":27252},"Zeta2.1 是什么？为什么开源很关键？","Zed 自研的编辑预测模型（不是补全 next token，是预测 next edit）。2026-05-08 发布的 2.1 版本：3 倍 token 效率、p50 延迟 136ms（前代 189ms）、Hugging Face 开放权重 + PyPI 有 Rust 绑定可自托管。",{"q":27254,"a":27255},"Pro 真的够用吗？$5 credits 烧得快吗？","看模型。Sonnet 重度对话 3–5 天烧光是常见的；Haiku \u002F Gemini 偏轻量则 1 个月内够。建议：Pro $10 当『编辑预测无限』买，模型调用 BYOK 接自己的 Anthropic \u002F OpenAI key，长期更经济。",{"q":27257,"a":27258},"和 Cursor 比？","Cursor 强在 VS Code 插件生态全继承 + Agent 模式最深；Zed 强在原生性能、实时多人协同、ACP 多模型生态、BYOK 全档免费。重度 plug-in 用户 Cursor，性能党 \u002F 多人协同党 Zed。",{"q":27260,"a":27261},"Agent Client Protocol（ACP）是什么？","Zed 推的多 agent 接入标准。Claude Code、Codex CLI、Gemini CLI、OpenCode 都已经能直接嵌进 Zed 当 agent 跑——你在原生编辑器里调用不同厂的 agent。",[1002],{},[1007,1008,1009],[27266,27268,27271,27274],{"plan":779,"price":773,"credits":26904,"notes":27267},"开源 Apache 2.0 编辑器全功能",{"plan":1174,"price":6992,"credits":27269,"notes":27270},"无限编辑预测 + $5 模型额度","2026-05 从 $20 砍半；超出 API 价 +10%",{"plan":19430,"price":21041,"credits":27272,"notes":27273},"组织级 AI 策略 + BYOK 全免费","2026-05 新增；prompt 训练默认关闭",{"plan":26936,"price":3293,"credits":26941,"notes":27275},"学生身份验证后免费 Pro","Free \u002F Pro $10·月 \u002F Business $30·席·月（BYOK 全档免费）",[27278,27279],{"name":17293,"url":17294},{"name":22522,"url":12881},{"power":314,"ux":321,"price":314,"cn_support":308,"stability":314},{"title":26580,"description":27248},"coding\u002Fide\u002Fzed",[27284,27286,27288],{"name":27285,"url":27226,"accessed":1029},"ShipByAgent — Zed AI Pricing",{"name":27287,"url":27219,"accessed":1029},"AIPedia — Zed 评测 2026-06",{"name":27289,"url":27233,"accessed":1029},"CostBench — Zed Free Plan 2026","tools\u002Fcoding\u002Fide\u002Fzed","Rust + GPU 渲染的高性能原生编辑器，2026-05 重构定价 + 开源 Zeta2.1 编辑预测模型",[25875,27293,27294,23030,27295,27296],"rust","native","performance","multiplayer","性能优先、原生体验、多人协同三件套独一档；VS Code 插件生态依赖重的团队仍留在 Cursor。BYOK 全档免费 + 开源 Zeta2.1 让重度个人开发者性价比极高。","https:\u002F\u002Fzed.dev","HovPWww5lRWHt2jpD6_VTk74KkN6uXu4J_8W9_mSPXk",{"id":27301,"title":27302,"alternatives":27303,"api_compatible":20,"body":27310,"category":27706,"chinese_friendly":321,"cover":27707,"description":27708,"domestic":986,"extension":987,"faq":27709,"free":986,"github":20,"languages":27722,"meta":27723,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":27724,"pillar":12861,"platforms":27725,"priceTable":27726,"pricing":27733,"published":4588,"relatedPlaybooks":27734,"relatedReviews":20,"score":27737,"self_host":317,"seo":27738,"slug":27739,"sources":27740,"stem":27747,"suitable":20,"tagline":27748,"tags":27749,"updated":1029,"verdict":27750,"website":27751,"__hash__":27752},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Fcherry-studio.md","Cherry Studio",[27304,27307,27308,27309],{"name":27305,"url":27306},"lobe-chat","\u002Ftools\u002Fcoding\u002Flocal\u002Flobe-chat",{"name":8387,"url":8388},{"name":6333,"url":8385},{"name":8390,"url":8391},{"type":22,"value":27311,"toc":27694},[27312,27314,27317,27320,27322,27364,27366,27379,27384,27388,27392,27409,27413,27430,27432,27456,27458,27588,27590,27622,27624,27647,27649,27669,27671],[25,27313,28],{"id":27},[30,27315,27316],{},"Cherry Studio 是一款开源、跨平台（Windows \u002F macOS \u002F Linux \u002F Android）的桌面 AI 客户端，定位『全能 AI 工作台』：把 OpenAI \u002F Anthropic \u002F Google \u002F DeepSeek 等云端模型，以及 Ollama \u002F LM Studio 本地模型，全部聚合到同一个桌面应用里管理。内置 300+ 助手模板、本地 RAG 知识库、Markdown + Mermaid 渲染、MCP 协议支持，所有对话数据本地存储 + WebDAV 备份。AGPL-3.0 开源、GitHub 60k+ stars，企业版可联系商务做私有化部署。",[30,27318,27319],{},"适合：中文 AI 重度用户、想统一管理多家模型、需要本地知识库 RAG、关注数据本地存储的开发者 \u002F 研究者。不适合：要 Web 端访问 \u002F Docker 自托管 \u002F 团队多人共享 \u002F iOS 端使用。",[25,27321,60],{"id":60},[62,27323,27324,27330,27336,27342,27347,27353,27358],{},[65,27325,27326,27329],{},[43,27327,27328],{},"多模型聚合","：OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek \u002F Qwen \u002F Kimi \u002F Moonshot 等云端 + Ollama \u002F LM Studio 本地",[65,27331,27332,27335],{},[43,27333,27334],{},"本地 RAG 知识库","：拖拽 PDF \u002F Word \u002F Excel \u002F PPT \u002F 网址 \u002F sitemap → 自动向量化 → 检索增强问答 + 来源追溯",[65,27337,27338,27341],{},[43,27339,27340],{},"300+ 助手模板","：编程 \u002F 写作 \u002F 翻译 \u002F 学习 \u002F 角色扮演开箱即用，可自定义 System Prompt",[65,27343,27344,27346],{},[43,27345,14075],{},"：扩展工具调用 \u002F 联网搜索 \u002F 文件操作",[65,27348,27349,27352],{},[43,27350,27351],{},"数据本地优先","：对话历史本地存储，WebDAV 同步，不上传第三方",[65,27354,27355,27357],{},[43,27356,4679],{},"：图片识别 \u002F PDF 阅读 \u002F Markdown + Mermaid + 代码高亮",[65,27359,27360,27363],{},[43,27361,27362],{},"AI 绘画 + 翻译","：内置主流 SD \u002F DALL·E \u002F 翻译 API 集成",[25,27365,158],{"id":158},[62,27367,27368,27374],{},[65,27369,27370,27373],{},[43,27371,27372],{},"开源版","：完全免费，AGPL-3.0",[65,27375,27376,27378],{},[43,27377,4703],{},"：私有化部署 + 团队协作 + 资源管控，联系销售",[174,27380,27381],{},[30,27382,27383],{},"模型 API 费用按你自己绑定的供应商计费；本地 Ollama \u002F LM Studio 零成本。",[25,27385,27387],{"id":27386},"实测mac-m2-中型知识库","实测（Mac M2 + 中型知识库）",[30,27389,27390],{},[43,27391,187],{},[62,27393,27394,27397,27400,27403,27406],{},[65,27395,27396],{},"中文 UI \u002F 文档 \u002F 社区都顶级，零门槛上手",[65,27398,27399],{},"本地 RAG 拖入 30+ PDF 后向量化 \u003C 2 分钟（用 bge-m3）",[65,27401,27402],{},"多模型并排回答：让 Claude \u002F GPT \u002F DeepSeek 同回一个问题做比较",[65,27404,27405],{},"MCP 接 Brave Search + 自定义工具流畅",[65,27407,27408],{},"WebDAV 同步坚果云 \u002F 阿里云盘，桌面 + 移动设备数据互通",[30,27410,27411],{},[43,27412,221],{},[62,27414,27415,27418,27421,27424,27427],{},[65,27416,27417],{},"没有 Web 端 \u002F Docker 自托管（要这个用 LobeChat）",[65,27419,27420],{},"iOS 版尚未发布（roadmap 中）",[65,27422,27423],{},"大型 PDF（>100 MB）向量化偶有失败，要切小",[65,27425,27426],{},"助手市场质量参差，要自筛",[65,27428,27429],{},"模型 API 调用全靠你自己付费，新手要先理解 API Key 概念",[25,27431,3639],{"id":3639},[929,27433,27434,27437,27440,27447,27450,27453],{},[65,27435,27436],{},"cherry-ai.com 下载客户端（或 GitHub releases）",[65,27438,27439],{},"设置 → 模型服务 → 填 OpenAI \u002F Claude \u002F DeepSeek API Key",[65,27441,27442,27443],{},"（可选）本地：装 Ollama → Cherry Studio 自动识别 endpoint ",[912,27444,27445],{"href":27445,"rel":27446},"http:\u002F\u002Flocalhost:11434",[938],[65,27448,27449],{},"新建知识库 → 拖文件 \u002F 加网址 → 等向量化",[65,27451,27452],{},"新对话 → 选模型 → 勾知识库 → 提问",[65,27454,27455],{},"进阶：自定义助手（System Prompt）+ MCP 扩展工具",[25,27457,611],{"id":611},[613,27459,27460,27476],{},[616,27461,27462],{},[619,27463,27464,27466,27468,27471,27473],{},[622,27465,624],{},[622,27467,27302],{},[622,27469,27470],{},"LobeChat",[622,27472,8615],{},[622,27474,27475],{},"Open WebUI",[637,27477,27478,27493,27507,27519,27531,27545,27557,27572],{},[619,27479,27480,27482,27485,27488,27490],{},[642,27481,6380],{},[642,27483,27484],{},"桌面",[642,27486,27487],{},"Web + 桌面",[642,27489,27484],{},[642,27491,27492],{},"Docker \u002F 桌面",[619,27494,27495,27497,27500,27502,27505],{},[642,27496,27328],{},[642,27498,27499],{},"✅ 云 + 本地",[642,27501,27499],{},[642,27503,27504],{},"本地为主",[642,27506,27499],{},[619,27508,27509,27511,27513,27515,27517],{},[642,27510,11006],{},[642,27512,14894],{},[642,27514,14894],{},[642,27516,4334],{},[642,27518,713],{},[619,27520,27521,27523,27525,27527,27529],{},[642,27522,1485],{},[642,27524,713],{},[642,27526,713],{},[642,27528,4334],{},[642,27530,713],{},[619,27532,27533,27536,27539,27541,27543],{},[642,27534,27535],{},"自托管 \u002F Web",[642,27537,27538],{},"无 Web",[642,27540,1510],{},[642,27542,25523],{},[642,27544,1510],{},[619,27546,27547,27549,27551,27553,27555],{},[642,27548,12717],{},[642,27550,14310],{},[642,27552,14310],{},[642,27554,13321],{},[642,27556,13321],{},[619,27558,27559,27562,27565,27567,27570],{},[642,27560,27561],{},"开源协议",[642,27563,27564],{},"AGPL-3.0",[642,27566,9393],{},[642,27568,27569],{},"闭源（免费）",[642,27571,9393],{},[619,27573,27574,27577,27580,27583,27585],{},[642,27575,27576],{},"GitHub Stars",[642,27578,27579],{},"60k+",[642,27581,27582],{},"72k+",[642,27584,4329],{},[642,27586,27587],{},"126k+",[25,27589,801],{"id":801},[62,27591,27592,27598,27604,27610,27616],{},[65,27593,27594,27597],{},[43,27595,27596],{},"API Key 别明文外泄","：客户端配置文件以明文存 Key，机器借出前先清；团队共享用企业版 \u002F 自建中转",[65,27599,27600,27603],{},[43,27601,27602],{},"知识库别一次塞太多","：单库 1000+ 文档检索质量明显下降，按主题切分多个知识库",[65,27605,27606,27609],{},[43,27607,27608],{},"嵌入模型选择","：免费 bge-m3 够用；专业用付费 Pro\u002FBAAI\u002Fbge-m3 或 OpenAI text-embedding-3",[65,27611,27612,27615],{},[43,27613,27614],{},"WebDAV 同步先小范围测","：知识库向量数据较大，先备份对话再开同步",[65,27617,27618,27621],{},[43,27619,27620],{},"MCP 工具来源要可控","：MCP 是给 AI 真实工具能力，第三方插件审一遍代码",[25,27623,872],{"id":871},[62,27625,27626,27629,27632,27635,27638,27641,27644],{},[65,27627,27628],{},"✅ 中文用户、AI 重度使用 \u002F 多模型管理",[65,27630,27631],{},"✅ 需要本地 RAG 知识库",[65,27633,27634],{},"✅ 关注数据隐私 \u002F 本地存储",[65,27636,27637],{},"✅ 想用 Ollama \u002F LM Studio 本地模型",[65,27639,27640],{},"❌ 需要 Web 端 \u002F Docker 自托管",[65,27642,27643],{},"❌ 团队多人共享 \u002F SSO",[65,27645,27646],{},"❌ iOS 主力用户",[25,27648,906],{"id":906},[62,27650,27651,27656,27660,27664],{},[65,27652,27653],{},[912,27654,27655],{"href":27306},"LobeChat 评测",[65,27657,27658],{},[912,27659,8855],{"href":8388},[65,27661,27662],{},[912,27663,8850],{"href":8385},[65,27665,27666],{},[912,27667,27668],{"href":15175},"RAG Pipeline 搭建 Playbook",[25,27670,927],{"id":927},[929,27672,27673,27680,27687],{},[65,27674,27675,27676],{},"Cherry Studio 官网（功能 + 下载）",[912,27677,27678],{"href":27678,"rel":27679},"https:\u002F\u002Fwww.cherry-ai.com\u002F",[938],[65,27681,27682,27683],{},"MBLUO Studio — Cherry Studio 评测 2026 ",[912,27684,27685],{"href":27685,"rel":27686},"https:\u002F\u002Fmbluostudio.com\u002Ftools\u002Fcherry-studio",[938],[65,27688,27689,27690],{},"Cursor IDE 博客 — Cherry Studio 完全指南（2025-03）",[912,27691,27692],{"href":27692,"rel":27693},"https:\u002F\u002Fwww.cursor-ide.com\u002Fblog\u002Fcherry-studio-guide",[938],{"title":263,"searchDepth":308,"depth":308,"links":27695},[27696,27697,27698,27699,27700,27701,27702,27703,27704,27705],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":27386,"depth":277,"text":27387},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"local","\u002Fimg\u002Ftools\u002Fcherry-studio.webp","Cherry Studio 真实评测：开源跨平台桌面 AI 客户端，集成 OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek + Ollama \u002F LM Studio 本地模型，内置 300+ 助手模板 + 本地 RAG 知识库。AGPL-3.0 开源、GitHub 60k+ stars，企业版另询。",[27710,27713,27716,27719],{"q":27711,"a":27712},"Cherry Studio 真的免费吗？","是。客户端完全免费、AGPL-3.0 开源，模型调用走你自己的 API Key（OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek 等付费）或本地 Ollama \u002F LM Studio（零成本）。",{"q":27714,"a":27715},"本地知识库怎么用？","在『知识库』面板新建，拖文件 \u002F 加网址 \u002F 填 sitemap，系统自动向量化（默认 BAAI\u002Fbge-m3 或硅基流动的 Pro 版）；提问时勾选要检索的知识库，AI 会基于检索片段答题并标出来源。",{"q":27717,"a":27718},"和 LobeChat 怎么选？","都开源、多模型、有 RAG。LobeChat 是 Web + 桌面双形态，可自托管 Docker，72k stars；Cherry Studio 是纯桌面（Win\u002FMac\u002FLinux\u002FAndroid），不支持 Web 部署但桌面体验更精细，60k+ stars。要 Web 访问 \u002F 公司多人共享选 LobeChat；个人重度选 Cherry Studio。",{"q":27720,"a":27721},"支持 MCP \u002F 插件吗？","支持 MCP（Model Context Protocol）扩展，配合自定义助手（System Prompt）可扩展工具调用、联网搜索等能力。",[3280,1002],{},"\u002Ftools\u002Fcoding\u002Flocal\u002Fcherry-studio",[1007,1008,1009,3914],[27727,27730],{"plan":27372,"price":3293,"features":27728,"notes":27729},"300+ 助手模板 \u002F 云端 + 本地模型 \u002F 知识库 \u002F MCP \u002F WebDAV 备份","AGPL-3.0 开源",{"plan":4703,"price":2514,"features":27731,"notes":27732},"私有化部署 \u002F 团队协作 \u002F AI 资源管控 \u002F 知识库管理","面向企业团队","开源免费 \u002F 企业版联系销售",[27735,27736],{"name":15174,"url":15175},{"name":21380,"url":21381},{"power":314,"ux":321,"price":321,"cn_support":321,"stability":314},{"title":27302,"description":27708},"coding\u002Flocal\u002Fcherry-studio",[27741,27743,27745],{"name":27742,"url":27678,"accessed":1029},"Cherry Studio 官网",{"name":27744,"url":27685,"accessed":1029},"MBLUO Studio — Cherry Studio 评测",{"name":27746,"url":27692,"accessed":1029},"Cursor IDE 博客 — Cherry Studio 指南","tools\u002Fcoding\u002Flocal\u002Fcherry-studio","全能 AI 客户端：多模型聚合 + 本地知识库 + 300+ 助手模板，跨平台桌面应用",[27706,4553,6002,7823,10255,23030,22539],"国产 AI 桌面客户端第一梯队，多模型聚合 + 本地 RAG + 中文体验顶级。需要 Web 部署 \u002F 自托管选 LobeChat；只要桌面体验完整选 Cherry Studio。","https:\u002F\u002Fcherry-ai.com","iH3iDqpTojLLBznROeYXtARpOLDs1yflKA9EMftZkTk",{"id":27754,"title":8615,"alternatives":27755,"api_compatible":20,"body":27761,"category":27706,"chinese_friendly":308,"cover":28176,"description":28177,"domestic":986,"extension":987,"faq":28178,"free":986,"github":20,"languages":28191,"meta":28192,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":8388,"pillar":12861,"platforms":28193,"priceTable":28194,"pricing":28202,"published":4588,"relatedPlaybooks":28203,"relatedReviews":20,"score":28206,"self_host":317,"seo":28207,"slug":28208,"sources":28209,"stem":28216,"suitable":20,"tagline":28217,"tags":28218,"updated":1029,"verdict":28224,"website":28225,"__hash__":28226},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Flm-studio.md",[27756,27757,27758,27760],{"name":6333,"url":8385},{"name":8390,"url":8391},{"name":27759,"url":27724},"cherry-studio",{"name":27305,"url":27306},{"type":22,"value":27762,"toc":28164},[27763,27765,27772,27775,27777,27833,27835,27849,27854,27858,27862,27879,27883,27900,27902,27928,27930,28059,28061,28093,28095,28118,28120,28139,28141],[25,27764,28],{"id":27},[30,27766,27767,27768,27771],{},"LM Studio 是 Windows \u002F macOS \u002F Linux 桌面应用，让你像浏览 App Store 一样发现、下载、运行本地大模型（GGUF \u002F MLX 格式）。底层基于 llama.cpp + MLX，Mac M 系列原生优化。0.3+ 起新增 Headless 模式 + ",[34,27769,27770],{},"lms"," CLI，可在服务器跑 OpenAI 兼容 API（默认 :1234）。个人 \u002F 评估完全免费，商用咨询。",[30,27773,27774],{},"适合：本地 LLM 入门 \u002F 评估、Mac 用户、需要 GUI 调参 \u002F 模型比较、想给 IDE \u002F 应用接本地 OpenAI 兼容 endpoint 的开发者。不适合：多用户并发生产服务（用 vLLM）、嵌入式 \u002F 边缘部署（用 llama.cpp）、纯 CLI 工作流（用 Ollama）。",[25,27776,60],{"id":60},[62,27778,27779,27785,27791,27797,27806,27815,27821,27827],{},[65,27780,27781,27784],{},[43,27782,27783],{},"模型浏览器","：内置 Hugging Face 检索，按 GGUF \u002F MLX \u002F 大小筛选、一键下载",[65,27786,27787,27790],{},[43,27788,27789],{},"聊天界面","：System Prompt \u002F temperature \u002F top-p \u002F context size 可视化调参",[65,27792,27793,27796],{},[43,27794,27795],{},"多模型并存 \u002F 切换","：同时加载多模型在不同会话中比较",[65,27798,27799,76,27802,27805],{},[43,27800,27801],{},"OpenAI 兼容 Local Server",[34,27803,27804],{},"http:\u002F\u002Flocalhost:1234\u002Fv1","，任何 SDK 即接即用",[65,27807,27808,76,27811,27814],{},[43,27809,27810],{},"Headless \u002F CLI",[34,27812,27813],{},"lms server start --port 1234","，无 GUI 可跑",[65,27816,27817,27820],{},[43,27818,27819],{},"PDF \u002F 文档对话","：内置基础 RAG，丢文件就能聊",[65,27822,27823,27826],{},[43,27824,27825],{},"MLX 原生支持（Mac）","：M1+ 上比 GGUF + Metal 快 30–50%",[65,27828,27829,27832],{},[43,27830,27831],{},"持续批处理","：Codersera 2026 测得 50–90 tok\u002Fs（消费级 GPU + 中等模型）",[25,27834,158],{"id":158},[62,27836,27837,27843],{},[65,27838,27839,27842],{},[43,27840,27841],{},"个人 \u002F 评估","：免费，全功能可用",[65,27844,27845,27848],{},[43,27846,27847],{},"商用","：邮件 \u002F 官网联系 LM Studio 团队",[174,27850,27851],{},[30,27852,27853],{},"模型本身免费（开源权重），LM Studio 不抽水任何 token 费用。",[25,27855,27857],{"id":27856},"实测mac-m2-pro-qwen3-coder-7b-gguf-q4_k_m","实测（Mac M2 Pro + Qwen3-Coder-7B GGUF Q4_K_M）",[30,27859,27860],{},[43,27861,187],{},[62,27863,27864,27867,27870,27873,27876],{},[65,27865,27866],{},"模型浏览器极舒服：搜「qwen3-coder」直接列出 GGUF + MLX 各 quant，标硬件兼容度",[65,27868,27869],{},"加载 7B Q4 模型 \u003C 3 秒，生成 ~75 tok\u002Fs",[65,27871,27872],{},"Local Server 开了 Cursor 直接接 baseURL → 本地代码补全零成本",[65,27874,27875],{},"MLX 版同模型 ~110 tok\u002Fs，差距显著",[65,27877,27878],{},"多窗口加载 2 个模型并排测，调 prompt 直观",[30,27880,27881],{},[43,27882,221],{},[62,27884,27885,27888,27891,27894,27897],{},[65,27886,27887],{},"模型库依赖 Hugging Face，国内访问要镜像 \u002F 代理",[65,27889,27890],{},"GPU 显存吃满后会自动 offload 到 CPU，无提示就慢下来",[65,27892,27893],{},"Headless 模式相对 Ollama 偏新，文档稍少",[65,27895,27896],{},"闭源应用（虽免费），不适合企业合规挂钩",[65,27898,27899],{},"中文 UI 可用但部分菜单仍英文",[25,27901,3639],{"id":3639},[929,27903,27904,27907,27910,27913,27916,27923],{},[65,27905,27906],{},"lmstudio.ai 下载（Mac \u002F Windows \u002F Linux）",[65,27908,27909],{},"打开 → Discover 标签 → 搜模型（如 qwen3-coder、deepseek-v3 GGUF\u002FMLX）→ Download",[65,27911,27912],{},"Chat 标签 → 选模型 → 调参聊天",[65,27914,27915],{},"Local Server 标签 → Start Server → 默认端口 1234",[65,27917,27918,27919,27922],{},"在你的应用里：",[34,27920,27921],{},"baseURL = \"http:\u002F\u002Flocalhost:1234\u002Fv1\"","，API Key 任意",[65,27924,27925,27926],{},"Headless：",[34,27927,27813],{},[25,27929,611],{"id":611},[613,27931,27932,27946],{},[616,27933,27934],{},[619,27935,27936,27938,27940,27942,27944],{},[622,27937,624],{},[622,27939,8615],{},[622,27941,8612],{},[622,27943,27475],{},[622,27945,8648],{},[637,27947,27948,27964,27978,27991,28006,28020,28033,28045],{},[619,27949,27950,27952,27955,27958,27961],{},[642,27951,6380],{},[642,27953,27954],{},"GUI + CLI",[642,27956,27957],{},"CLI Daemon",[642,27959,27960],{},"Docker UI",[642,27962,27963],{},"二进制",[619,27965,27966,27969,27971,27974,27976],{},[642,27967,27968],{},"模型浏览",[642,27970,680],{},[642,27972,27973],{},"CLI pull",[642,27975,25523],{},[642,27977,3019],{},[619,27979,27980,27983,27985,27987,27989],{},[642,27981,27982],{},"参数调优 GUI",[642,27984,713],{},[642,27986,688],{},[642,27988,716],{},[642,27990,688],{},[619,27992,27993,27996,27999,28002,28004],{},[642,27994,27995],{},"OpenAI 兼容 API",[642,27997,27998],{},"✅ :1234",[642,28000,28001],{},"✅ :11434",[642,28003,713],{},[642,28005,713],{},[619,28007,28008,28011,28013,28016,28018],{},[642,28009,28010],{},"MLX (Mac)",[642,28012,713],{},[642,28014,28015],{},"✅ 0.19+",[642,28017,4329],{},[642,28019,4329],{},[619,28021,28022,28025,28027,28029,28031],{},[642,28023,28024],{},"多用户并发",[642,28026,4334],{},[642,28028,4334],{},[642,28030,713],{},[642,28032,2193],{},[619,28034,28035,28037,28039,28041,28043],{},[642,28036,4308],{},[642,28038,27569],{},[642,28040,9393],{},[642,28042,9393],{},[642,28044,9393],{},[619,28046,28047,28050,28053,28055,28057],{},[642,28048,28049],{},"上手难度",[642,28051,28052],{},"极低",[642,28054,2187],{},[642,28056,2193],{},[642,28058,2190],{},[25,28060,801],{"id":801},[62,28062,28063,28069,28075,28081,28087],{},[65,28064,28065,28068],{},[43,28066,28067],{},"国内下模型走镜像","：HF 直连慢 \u002F 卡，配 HF_ENDPOINT=hf-mirror.com",[65,28070,28071,28074],{},[43,28072,28073],{},"显存爆 ≠ 报错","：GPU 装不下会无声 offload 到 CPU，关注生成速度，必要时降 quant 或换小模型",[65,28076,28077,28080],{},[43,28078,28079],{},"MLX 优先（Mac M 系列）","：能下 MLX 版就别下 GGUF，速度差距明显",[65,28082,28083,28086],{},[43,28084,28085],{},"Local Server 暴露要谨慎","：默认 0.0.0.0 + 无鉴权，对外开放前加反代 + Bearer",[65,28088,28089,28092],{},[43,28090,28091],{},"闭源合规要核","：企业内部使用前查 license；商用必须联系官方",[25,28094,872],{"id":871},[62,28096,28097,28100,28103,28106,28109,28112,28115],{},[65,28098,28099],{},"✅ 本地 LLM 入门 \u002F 评估",[65,28101,28102],{},"✅ Mac M 系列用户",[65,28104,28105],{},"✅ 想给 Cursor \u002F Cline 接本地 OpenAI 兼容 endpoint",[65,28107,28108],{},"✅ 需要 GUI 调参 \u002F 模型比较",[65,28110,28111],{},"❌ 多用户并发生产服务",[65,28113,28114],{},"❌ 嵌入式 \u002F 边缘设备",[65,28116,28117],{},"❌ 强合规 \u002F 必须开源审计",[25,28119,906],{"id":906},[62,28121,28122,28126,28130,28135],{},[65,28123,28124],{},[912,28125,8850],{"href":8385},[65,28127,28128],{},[912,28129,8860],{"href":8391},[65,28131,28132],{},[912,28133,28134],{"href":27724},"Cherry Studio 评测",[65,28136,28137],{},[912,28138,24884],{"href":17294},[25,28140,927],{"id":927},[929,28142,28143,28150,28157],{},[65,28144,28145,28146],{},"LM Studio 官网 ",[912,28147,28148],{"href":28148,"rel":28149},"https:\u002F\u002Flmstudio.ai\u002F",[938],[65,28151,28152,28153],{},"Codersera — LM Studio Complete Guide 2026 ",[912,28154,28155],{"href":28155,"rel":28156},"https:\u002F\u002Fcodersera.com\u002Fblog\u002Flm-studio-complete-guide-2026\u002F",[938],[65,28158,28159,28160],{},"Codersera — Ollama vs LM Studio vs vLLM vs llama.cpp vs MLX 2026 ",[912,28161,28162],{"href":28162,"rel":28163},"https:\u002F\u002Fcodersera.com\u002Fblog\u002Follama-vs-lm-studio-vs-vllm-vs-llama-cpp-vs-mlx-2026\u002F",[938],{"title":263,"searchDepth":308,"depth":308,"links":28165},[28166,28167,28168,28169,28170,28171,28172,28173,28174,28175],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":27856,"depth":277,"text":27857},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Flm-studio.webp","LM Studio 真实评测：跨平台桌面应用，运行本地 GGUF \u002F MLX 大模型。50–90 tok\u002Fs 持续批处理、OpenAI 兼容本地 API（默认端口 1234）、Headless 模式、Mac \u002F Win 双端。对个人开发者免费，企业咨询。",[28179,28182,28185,28188],{"q":28180,"a":28181},"和 Ollama 怎么选？","LM Studio 是 GUI 优先（模型浏览器 + 参数面板 + 聊天界面），适合个人 \u002F 评估 \u002F 上手。Ollama 是 CLI \u002F Daemon 优先（后台跑 + REST API），适合应用嵌入 \u002F 脚本调用。两者都基于 llama.cpp，在 Mac M 系列上都已用 MLX。",{"q":28183,"a":28184},"支持 MLX 吗？","支持。Mac M1+ 上可加载 MLX 格式模型，速度比 GGUF + Metal 快 30–50%。模型搜索时筛选 MLX 即可。",{"q":28186,"a":28187},"OpenAI 兼容 API 怎么用？","开 Local Server → 默认端口 1234 → `http:\u002F\u002Flocalhost:1234\u002Fv1`。任何 OpenAI SDK 把 baseURL 改这个就能跑本地模型，零代码改动。",{"q":28189,"a":28190},"Headless 模式？","0.3+ 起支持 `lms server start` CLI 启动后台服务，无 GUI 即可跑 OpenAI 兼容 API，适合服务器 \u002F SSH 场景。",[1002,3280],{},[1007,1008,1009],[28195,28198],{"plan":27841,"price":3293,"features":28196,"notes":28197},"全功能 GUI + Headless API + GGUF\u002FMLX","供个人 \u002F 评估使用",{"plan":27847,"price":28199,"features":28200,"notes":28201},"联系咨询","团队部署 \u002F 商用 license","邮件 \u002F 官网联系","免费（个人 \u002F 评估） \u002F 企业 \u002F 商用咨询",[28204,28205],{"name":15174,"url":15175},{"name":17293,"url":17294},{"power":314,"ux":321,"price":321,"cn_support":308,"stability":314},{"title":8615,"description":28177},"coding\u002Flocal\u002Flm-studio",[28210,28212,28214],{"name":28211,"url":28148,"accessed":1029},"LM Studio 官网",{"name":28213,"url":28155,"accessed":1029},"Codersera — LM Studio Complete Guide 2026",{"name":28215,"url":28162,"accessed":1029},"Codersera — Ollama vs LM Studio vs vLLM 2026","tools\u002Fcoding\u002Flocal\u002Flm-studio","本地 LLM 的 GUI 首选——模型浏览器 + GGUF\u002FMLX 推理 + OpenAI 兼容 API + Mac 原生优化",[27706,28219,28220,28221,28222,28223,17310],"gui","gguf","mlx","llama-cpp","mac","Mac \u002F Windows 桌面本地 LLM 的 GUI 首选——上手最快、模型浏览最舒服、自带 OpenAI 兼容 API。批量服务 \u002F 多用户场景用 vLLM；纯 CLI \u002F 嵌入应用走 Ollama。","https:\u002F\u002Flmstudio.ai","mFDr4hC-XSmdJmmz0qk02JMEKIemqp0HnyhGIxnoWo0",{"id":28228,"title":27470,"alternatives":28229,"api_compatible":20,"body":28234,"category":27706,"chinese_friendly":321,"cover":28669,"description":28670,"domestic":986,"extension":987,"faq":28671,"free":986,"github":20,"languages":28683,"meta":28684,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":27306,"pillar":12861,"platforms":28685,"priceTable":28686,"pricing":28692,"published":4588,"relatedPlaybooks":28693,"relatedReviews":20,"score":28696,"self_host":317,"seo":28697,"slug":28698,"sources":28699,"stem":28706,"suitable":20,"tagline":28707,"tags":28708,"updated":1029,"verdict":28710,"website":28711,"__hash__":28712},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Flobe-chat.md",[28230,28231,28232,28233],{"name":27759,"url":27724},{"name":8390,"url":8391},{"name":6333,"url":8385},{"name":8387,"url":8388},{"type":22,"value":28235,"toc":28657},[28236,28238,28245,28248,28250,28312,28314,28327,28330,28334,28338,28358,28362,28379,28381,28407,28409,28544,28546,28584,28586,28612,28614,28632,28634],[25,28237,28],{"id":27},[30,28239,28240,28241,28244],{},"LobeChat 是 LobeHub 团队的开源 AI 聊天框架，2023 年发布、GitHub 72k+ stars、MIT 协议。",[43,28242,28243],{},"Web + 桌面 + Docker 自托管三形态","，把 OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek \u002F Qwen \u002F Kimi \u002F Ollama \u002F LM Studio 等 80+ 模型聚合到一个现代设计的客户端里。内置 RAG 知识库 + 插件市场 + 助手市场 + 多模型对比 + MCP，是当下综合最强的多模型 AI 客户端之一。",[30,28246,28247],{},"适合：需要 Web 端访问、Docker 自托管、多模型对比、丰富助手市场的用户；中文重度用户；想给团队 \u002F 家庭部署一个共享 AI 工作台。不适合：只用桌面 + 不需要 Web（Cherry Studio 同样优秀且更精细）、强企业 RBAC + 多租户（Open WebUI 多用户更完善）。",[25,28249,60],{"id":60},[62,28251,28252,28257,28263,28268,28274,28280,28285,28290,28296,28302],{},[65,28253,28254,28256],{},[43,28255,27328],{},"：OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek \u002F Qwen \u002F Kimi \u002F 豆包 \u002F Groq \u002F Together \u002F OpenRouter \u002F Ollama \u002F LM Studio",[65,28258,28259,28262],{},[43,28260,28261],{},"多模型对比","：同 prompt 给多模型并排回答",[65,28264,28265,28267],{},[43,28266,27334],{},"：上传 PDF \u002F Word \u002F 网页 → 向量化 → 检索引用",[65,28269,28270,28273],{},[43,28271,28272],{},"插件市场","：联网搜索 \u002F 代码执行 \u002F 图像生成 \u002F 翻译等几十款官方插件",[65,28275,28276,28279],{},[43,28277,28278],{},"助手市场","：几百个预设 AI 角色，一键导入",[65,28281,28282,28284],{},[43,28283,14075],{},"：扩展任意工具能力",[65,28286,28287],{},[43,28288,28289],{},"代码解释器 \u002F 文件上传 \u002F TTS \u002F 多模态",[65,28291,28292,28295],{},[43,28293,28294],{},"Web + 桌面 + Docker","：三形态，数据可完全本地",[65,28297,28298,28301],{},[43,28299,28300],{},"LobeHub Cloud","：官方云托管，免部署",[65,28303,28304,28307,28308,28311],{},[43,28305,28306],{},"快捷指令 \u002F 工作流","：自定义 prompt 模板，",[34,28309,28310],{},"\u002Fpodcast-summary"," 类用法",[25,28313,158],{"id":158},[62,28315,28316,28322],{},[65,28317,28318,28321],{},[43,28319,28320],{},"自托管 \u002F 桌面","：完全免费、MIT 开源",[65,28323,28324,28326],{},[43,28325,28300],{},"：订阅制，云端托管 + 团队协作 + 同步",[30,28328,28329],{},"模型 API 费用按你自己的供应商付费；本地 Ollama \u002F LM Studio 零成本。",[25,28331,28333],{"id":28332},"实测m2-自托管-docker连-openai-deepseek-本地-ollama","实测（M2 + 自托管 Docker，连 OpenAI + DeepSeek + 本地 Ollama）",[30,28335,28336],{},[43,28337,187],{},[62,28339,28340,28343,28346,28349,28352,28355],{},[65,28341,28342],{},"界面颜值是这一类工具里第一档（深色 \u002F 透明 \u002F 现代感）",[65,28344,28345],{},"多模型并排对比对选型极其有用：写一道复杂题，Claude \u002F GPT \u002F DeepSeek 直接对比答案",[65,28347,28348],{},"知识库 RAG 上传 50+ PDF 后检索准确，引用片段可视化",[65,28350,28351],{},"助手市场拿来即用——「Code Reviewer」「Translation Polish」节省 prompt 编写",[65,28353,28354],{},"Docker 一键部署，团队 5 人共享流畅",[65,28356,28357],{},"多平台数据同步（Cloud \u002F WebDAV）",[30,28359,28360],{},[43,28361,221],{},[62,28363,28364,28367,28370,28373,28376],{},[65,28365,28366],{},"自托管要熟悉 Docker + 反代 + HTTPS",[65,28368,28369],{},"国内连 OpenAI \u002F Claude 需自带网络方案",[65,28371,28372],{},"Web 版数据存 LobeHub，隐私敏感场景走桌面 \u002F Docker",[65,28374,28375],{},"插件市场质量参差，要自筛",[65,28377,28378],{},"团队多人共享需配 LobeHub Cloud 或自建数据库（Postgres + S3）",[25,28380,3639],{"id":3639},[929,28382,28383,28386,28392,28395,28398,28401,28404],{},[65,28384,28385],{},"选形态：Web（chat.lobehub.com 注册即用） \u002F 桌面（GitHub Releases 下载） \u002F Docker",[65,28387,28388,28389],{},"Docker：",[34,28390,28391],{},"docker run -d -p 3210:3210 -e OPENAI_API_KEY=sk-xxx --name lobe-chat lobehub\u002Flobe-chat",[65,28393,28394],{},"设置 → AI 服务商 → 添加 OpenAI \u002F Claude \u002F DeepSeek \u002F Ollama",[65,28396,28397],{},"模型选择器测试对话",[65,28399,28400],{},"知识库：拖文件 → 等向量化 → 对话引用",[65,28402,28403],{},"助手市场拉「Code Reviewer」「论文翻译润色」试用",[65,28405,28406],{},"进阶：插件市场启用联网搜索 \u002F 代码执行；MCP 自定义工具",[25,28408,611],{"id":611},[613,28410,28411,28425],{},[616,28412,28413],{},[619,28414,28415,28417,28419,28421,28423],{},[622,28416,624],{},[622,28418,27470],{},[622,28420,27302],{},[622,28422,27475],{},[622,28424,8615],{},[637,28426,28427,28439,28452,28464,28477,28493,28506,28520,28532],{},[619,28428,28429,28431,28433,28435,28437],{},[642,28430,6380],{},[642,28432,28294],{},[642,28434,27484],{},[642,28436,27492],{},[642,28438,27484],{},[619,28440,28441,28443,28446,28448,28450],{},[642,28442,27328],{},[642,28444,28445],{},"✅ 80+",[642,28447,713],{},[642,28449,713],{},[642,28451,27504],{},[619,28453,28454,28456,28458,28460,28462],{},[642,28455,28261],{},[642,28457,21783],{},[642,28459,713],{},[642,28461,4334],{},[642,28463,4334],{},[619,28465,28466,28468,28470,28472,28475],{},[642,28467,11006],{},[642,28469,713],{},[642,28471,713],{},[642,28473,28474],{},"✅ + oikb",[642,28476,4334],{},[619,28478,28479,28482,28485,28488,28491],{},[642,28480,28481],{},"插件 \u002F 助手市场",[642,28483,28484],{},"✅ 丰富",[642,28486,28487],{},"300+ 助手",[642,28489,28490],{},"Tools",[642,28492,4334],{},[619,28494,28495,28497,28499,28501,28504],{},[642,28496,1485],{},[642,28498,713],{},[642,28500,713],{},[642,28502,28503],{},"✅ mcpo",[642,28505,4334],{},[619,28507,28508,28511,28514,28516,28518],{},[642,28509,28510],{},"多用户",[642,28512,28513],{},"配 Cloud \u002F 自建",[642,28515,25523],{},[642,28517,21783],{},[642,28519,25523],{},[619,28521,28522,28524,28526,28528,28530],{},[642,28523,27576],{},[642,28525,27582],{},[642,28527,27579],{},[642,28529,27587],{},[642,28531,4329],{},[619,28533,28534,28536,28538,28540,28542],{},[642,28535,27561],{},[642,28537,9393],{},[642,28539,27564],{},[642,28541,9393],{},[642,28543,27569],{},[25,28545,801],{"id":801},[62,28547,28548,28554,28560,28566,28572,28578],{},[65,28549,28550,28553],{},[43,28551,28552],{},"Web 版数据不本地","：隐私敏感选桌面或 Docker 自托管",[65,28555,28556,28559],{},[43,28557,28558],{},"国内连海外模型走中转","：直连 OpenAI \u002F Claude 不稳，配 OpenRouter \u002F Ofox \u002F 国内中转",[65,28561,28562,28565],{},[43,28563,28564],{},"Docker 自托管暴露公网","：上反代 + HTTPS + Auth + 备份数据库",[65,28567,28568,28571],{},[43,28569,28570],{},"嵌入模型中文优化","：默认嵌入对中文一般，配 bge-m3 \u002F 硅基流动 Pro 版",[65,28573,28574,28577],{},[43,28575,28576],{},"插件市场审一遍","：第三方插件可执行代码，团队部署谨慎启用",[65,28579,28580,28583],{},[43,28581,28582],{},"同步选 Cloud vs WebDAV","：团队多端走 LobeHub Cloud；个人多设备 WebDAV 即可",[25,28585,872],{"id":871},[62,28587,28588,28591,28594,28597,28600,28603,28606,28609],{},[65,28589,28590],{},"✅ Web + 桌面双形态需求",[65,28592,28593],{},"✅ Docker 自托管 \u002F 团队共享",[65,28595,28596],{},"✅ 多模型对比 \u002F 选型",[65,28598,28599],{},"✅ 中文重度用户",[65,28601,28602],{},"✅ 助手市场 \u002F 插件生态用户",[65,28604,28605],{},"❌ 强企业 RBAC + 多租户（Open WebUI 更完善）",[65,28607,28608],{},"❌ 只要桌面 + 数据完全本地（Cherry Studio 同样优秀）",[65,28610,28611],{},"❌ 完全不会碰 Docker",[25,28613,906],{"id":906},[62,28615,28616,28620,28624,28628],{},[65,28617,28618],{},[912,28619,28134],{"href":27724},[65,28621,28622],{},[912,28623,8860],{"href":8391},[65,28625,28626],{},[912,28627,8850],{"href":8385},[65,28629,28630],{},[912,28631,27668],{"href":15175},[25,28633,927],{"id":927},[929,28635,28636,28643,28650],{},[65,28637,28638,28639],{},"LobeChat GitHub 仓库（72k+ stars，MIT）",[912,28640,28641],{"href":28641,"rel":28642},"https:\u002F\u002Fgithub.com\u002Flobehub\u002Flobe-chat",[938],[65,28644,28645,28646],{},"腾讯云开发者社区 — Lobe Chat 本地化 AI 聊天终极桌面客户端（2026-01）",[912,28647,28648],{"href":28648,"rel":28649},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2622150",[938],[65,28651,28652,28653],{},"Ofox.ai — LobeChat 完全配置指南 2026（2026-04-17）",[912,28654,28655],{"href":28655,"rel":28656},"https:\u002F\u002Fofox.ai\u002Fzh\u002Fblog\u002Flobechat-api-configuration-guide-2026",[938],{"title":263,"searchDepth":308,"depth":308,"links":28658},[28659,28660,28661,28662,28663,28664,28665,28666,28667,28668],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":28332,"depth":277,"text":28333},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Flobe-chat.webp","LobeChat 真实评测：LobeHub 团队开源 AI 聊天框架，GitHub 72k+ stars、MIT 协议。Web + 桌面（Win\u002FMac\u002FLinux\u002FDocker）双形态，支持 OpenAI \u002F Claude \u002F Gemini \u002F DeepSeek \u002F Qwen \u002F Ollama 等 80+ 模型，内置 RAG 知识库 + 插件市场 + 助手市场 + 多模型对比。",[28672,28675,28677,28680],{"q":28673,"a":28674},"Web 版 vs 桌面版 vs Docker 自托管，怎么选？","Web 版（chat.lobehub.com）最快上手但数据存 LobeHub 服务器；桌面版数据本地存、隐私好；Docker 自托管对团队 \u002F 公司部署最优，完全掌控数据。",{"q":13453,"a":28676},"80+ 模型：OpenAI 全系列、Anthropic Claude、Google Gemini、DeepSeek、Qwen、Kimi、Moonshot、字节豆包、Groq、Together、OpenRouter、Ollama \u002F LM Studio 本地模型，以及任何 OpenAI 兼容 API。",{"q":28678,"a":28679},"多模型对比怎么用？","同一对话窗口里把消息广播给多个模型并排回答，选型 \u002F 评估特别有用——直接看 Claude 和 GPT 在同一 prompt 下的回答差异。",{"q":28681,"a":28682},"助手市场是什么？","LobeHub 维护的预设 AI 角色市场（代码审查 \u002F 翻译 \u002F 写作 \u002F 角色扮演等几百个），一键拉到本地用，省去自己写 System Prompt。",[3280,1002],{},[1765,1007,1008,1009,281],[28687,28689],{"plan":28320,"price":3293,"features":28688,"notes":9061},"全功能 \u002F 80+ 模型 \u002F 知识库 \u002F 插件 \u002F 助手市场",{"plan":28300,"price":26377,"features":28690,"notes":28691},"云端托管 \u002F 免部署 \u002F 团队协作 \u002F 同步","chat.lobehub.com 注册即用","完全免费（MIT 开源） \u002F LobeHub Cloud 订阅",[28694,28695],{"name":15174,"url":15175},{"name":17293,"url":17294},{"power":321,"ux":321,"price":321,"cn_support":321,"stability":314},{"title":27470,"description":28670},"coding\u002Flocal\u002Flobe-chat",[28700,28702,28704],{"name":28701,"url":28641,"accessed":1029},"LobeChat GitHub",{"name":28703,"url":28648,"accessed":1029},"腾讯云开发者社区 — Lobe Chat 终极桌面客户端",{"name":28705,"url":28655,"accessed":1029},"Ofox.ai — LobeChat 完全配置指南 2026","tools\u002Fcoding\u002Flocal\u002Flobe-chat","现代设计的开源 AI 聊天框架——Web + 桌面双形态、72k+ stars、多模型 + 知识库 + 插件市场",[27706,1765,4553,6002,10255,28709,1041,23030],"plugin","颜值与功能双优的多模型 AI 聊天客户端。要 Web + 桌面双形态、自托管 Docker、多模型对比、丰富助手市场——LobeChat 是综合最强；纯桌面体验 Cherry Studio 同样优秀。","https:\u002F\u002Flobehub.com","qiaN3oNudbNSX66toalN5tVx-_meCcKL6o6rq4RdAdI",{"id":28714,"title":8612,"alternatives":28715,"api_compatible":20,"body":28720,"category":27706,"chinese_friendly":308,"cover":29133,"description":29134,"domestic":986,"extension":987,"faq":29135,"free":986,"github":20,"languages":29148,"meta":29149,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":8385,"pillar":12861,"platforms":29150,"priceTable":29151,"pricing":29155,"published":4588,"relatedPlaybooks":29156,"relatedReviews":20,"score":29159,"self_host":317,"seo":29160,"slug":29161,"sources":29162,"stem":29168,"suitable":20,"tagline":29169,"tags":29170,"updated":1029,"verdict":29174,"website":29175,"__hash__":29176},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Follama.md",[28716,28717,28718,28719],{"name":8387,"url":8388},{"name":8390,"url":8391},{"name":27759,"url":27724},{"name":27305,"url":27306},{"type":22,"value":28721,"toc":29121},[28722,28724,28731,28734,28736,28801,28803,28806,28810,28814,28834,28838,28869,28871,28905,28907,29019,29021,29053,29055,29078,29080,29098,29100],[25,28723,28],{"id":27},[30,28725,28726,28727,28730],{},"Ollama 是本地 LLM 的 Daemon 事实标准——后台跑、暴露 REST API（11434）+ CLI、Modelfile 配置、GGUF 一站式。MIT 开源，跨 Win \u002F Mac \u002F Linux。0.19+ 起 Mac M 系列底层切 MLX 推理。模型库覆盖 Llama \u002F Qwen \u002F DeepSeek \u002F Gemma \u002F Mistral 等主流开源模型，",[34,28728,28729],{},"ollama pull"," 一键拉。",[30,28732,28733],{},"适合：给 Cursor \u002F Cline \u002F Continue \u002F Open WebUI 接本地 OpenAI 兼容 endpoint、个人 \u002F 评估 \u002F 原型、嵌入应用、自动化脚本。不适合：GUI 偏好用户（用 LM Studio）、多用户并发生产服务（用 vLLM）、模型浏览 \u002F 调参界面（用 LM Studio）。",[25,28735,60],{"id":60},[62,28737,28738,28744,28751,28757,28764,28778,28784,28790,28796],{},[65,28739,28740,28743],{},[43,28741,28742],{},"后台 Daemon","：开机自启，应用调用零延迟",[65,28745,28746,76,28748],{},[43,28747,13255],{},[34,28749,28750],{},"ollama pull \u002F run \u002F list \u002F show \u002F create \u002F serve",[65,28752,28753,28756],{},[43,28754,28755],{},"Modelfile","：类 Dockerfile 注册任意 GGUF，配 SYSTEM \u002F PARAMETER \u002F TEMPLATE",[65,28758,28759,76,28761],{},[43,28760,27995],{},[34,28762,28763],{},"http:\u002F\u002Flocalhost:11434\u002Fv1\u002Fchat\u002Fcompletions",[65,28765,28766,76,28769,23686,28772,23686,28775],{},[43,28767,28768],{},"原生 API",[34,28770,28771],{},"\u002Fapi\u002Fchat",[34,28773,28774],{},"\u002Fapi\u002Fgenerate",[34,28776,28777],{},"\u002Fapi\u002Fembeddings",[65,28779,28780,28783],{},[43,28781,28782],{},"模型库","：官方注册表内置 Llama \u002F Qwen \u002F DeepSeek \u002F Gemma \u002F Mistral \u002F GPT-OSS 等",[65,28785,28786,28789],{},[43,28787,28788],{},"MLX 加速（Mac）","：0.19+ 起 M 系列自动用 MLX",[65,28791,28792,28795],{},[43,28793,28794],{},"量化","：默认 Q4_K_M、支持 Q5 \u002F Q8 \u002F FP16",[65,28797,28798,28800],{},[43,28799,4303],{},"：Win \u002F Mac \u002F Linux 安装包，Docker 官方镜像",[25,28802,158],{"id":158},[30,28804,28805],{},"完全免费、MIT 开源、商用免费。",[25,28807,28809],{"id":28808},"实测m2-pro-qwen3-coder-7b-q4","实测（M2 Pro + Qwen3-Coder-7B Q4）",[30,28811,28812],{},[43,28813,187],{},[62,28815,28816,28822,28825,28828,28831],{},[65,28817,28818,28821],{},[34,28819,28820],{},"ollama run qwen3-coder:7b"," 一行起飞，3 秒进交互",[65,28823,28824],{},"REST API 配 Cursor \u002F Cline \u002F Continue 几乎全工具开箱即用",[65,28826,28827],{},"Modelfile 写自定义编码助手（low temperature + system prompt + 16K context）几分钟搞定",[65,28829,28830],{},"多模型并存，按需切换，内存占用合理",[65,28832,28833],{},"Mac M 系列 MLX 后比旧 GGUF 模式快显著",[30,28835,28836],{},[43,28837,221],{},[62,28839,28840,28850,28856,28863,28866],{},[65,28841,28842,28843,28846,28847],{},"默认 ",[34,28844,28845],{},"num_ctx"," 偏小（2048），跑长上下文要在 Modelfile 加 ",[34,28848,28849],{},"PARAMETER num_ctx 16384",[65,28851,28852,28853],{},"模型默认走 0.0.0.0:11434 ↔ Docker 容器互访要 ",[34,28854,28855],{},"--add-host=host.docker.internal:host-gateway",[65,28857,28858,28859,28862],{},"国内 ",[34,28860,28861],{},"ollama.com\u002Flibrary"," 下载偶有慢，可手动 HF 下 GGUF + Modelfile 自建",[65,28864,28865],{},"多用户并发吞吐显著低于 vLLM",[65,28867,28868],{},"没有 GUI，模型浏览 \u002F 参数面板要走 LM Studio \u002F Open WebUI 配合",[25,28870,3639],{"id":3639},[929,28872,28873,28879,28885,28890,28896,28902],{},[65,28874,28875,28878],{},[34,28876,28877],{},"curl -fsSL https:\u002F\u002Follama.ai\u002Finstall.sh | sh","（Mac \u002F Linux）；Windows winget",[65,28880,28881,28884],{},[34,28882,28883],{},"ollama pull qwen3-coder:7b","（按需换模型）",[65,28886,28887,28889],{},[34,28888,28820],{}," 直接聊",[65,28891,28892,28893],{},"应用接入：baseURL = ",[34,28894,28895],{},"http:\u002F\u002Flocalhost:11434\u002Fv1",[65,28897,28898,28899],{},"自定义：写 Modelfile → ",[34,28900,28901],{},"ollama create my-coder -f Modelfile",[65,28903,28904],{},"进阶：装 Open WebUI 做前端 \u002F 多人共享",[25,28906,611],{"id":611},[613,28908,28909,28924],{},[616,28910,28911],{},[619,28912,28913,28915,28917,28919,28922],{},[622,28914,624],{},[622,28916,8612],{},[622,28918,8615],{},[622,28920,28921],{},"vLLM",[622,28923,8648],{},[637,28925,28926,28942,28954,28967,28979,28995,29007],{},[619,28927,28928,28930,28933,28936,28939],{},[642,28929,6380],{},[642,28931,28932],{},"CLI + Daemon",[642,28934,28935],{},"GUI + Headless",[642,28937,28938],{},"Python Server",[642,28940,28941],{},"C++ 二进制",[619,28943,28944,28946,28948,28950,28952],{},[642,28945,3639],{},[642,28947,28052],{},[642,28949,28052],{},[642,28951,2193],{},[642,28953,2190],{},[619,28955,28956,28958,28960,28963,28965],{},[642,28957,27968],{},[642,28959,13255],{},[642,28961,28962],{},"✅ GUI",[642,28964,25523],{},[642,28966,25523],{},[619,28968,28969,28971,28973,28975,28977],{},[642,28970,17081],{},[642,28972,28001],{},[642,28974,27998],{},[642,28976,713],{},[642,28978,713],{},[619,28980,28981,28984,28987,28990,28993],{},[642,28982,28983],{},"多用户吞吐",[642,28985,28986],{},"弱（~40 tok\u002Fs）",[642,28988,28989],{},"中（50–90）",[642,28991,28992],{},"强（800–12500）",[642,28994,2193],{},[619,28996,28997,28999,29001,29003,29005],{},[642,28998,28010],{},[642,29000,28015],{},[642,29002,713],{},[642,29004,716],{},[642,29006,4329],{},[619,29008,29009,29011,29013,29015,29017],{},[642,29010,4308],{},[642,29012,9393],{},[642,29014,4314],{},[642,29016,154],{},[642,29018,9393],{},[25,29020,801],{"id":801},[62,29022,29023,29029,29035,29041,29047],{},[65,29024,29025,29028],{},[43,29026,29027],{},"num_ctx 一定要设","：默认 2K 太小，跑代码 \u002F 长文档要 16K+",[65,29030,29031,29034],{},[43,29032,29033],{},"Modelfile 模板别漏 TEMPLATE","：错的 chat template 会让模型输出乱码 \u002F 不停",[65,29036,29037,29040],{},[43,29038,29039],{},"KV cache 爆表 = 速度悬崖","：32B 模型 32K 上下文，KV cache 可能 12+ GB，超显存自动 offload 慢 10×",[65,29042,29043,29046],{},[43,29044,29045],{},"不要 0.0.0.0 直接对公网","：默认无鉴权，对外暴露走反代 + Bearer \u002F mTLS",[65,29048,29049,29052],{},[43,29050,29051],{},"Mac 让它自动用 MLX","：升 0.19+；不要手动强制 GGUF + Metal",[25,29054,872],{"id":871},[62,29056,29057,29060,29063,29066,29069,29072,29075],{},[65,29058,29059],{},"✅ 应用 \u002F IDE 接本地模型（Cursor \u002F Cline \u002F Continue）",[65,29061,29062],{},"✅ 个人 \u002F 评估 \u002F 脚本自动化",[65,29064,29065],{},"✅ Modelfile 自定义系统 prompt + 参数",[65,29067,29068],{},"✅ Mac M 系列 MLX 用户",[65,29070,29071],{},"❌ 多用户并发生产服务（用 vLLM）",[65,29073,29074],{},"❌ GUI 调参 \u002F 模型浏览（配 LM Studio \u002F Open WebUI）",[65,29076,29077],{},"❌ 极致单卡吞吐研究（直接 llama.cpp \u002F vLLM）",[25,29079,906],{"id":906},[62,29081,29082,29086,29090,29094],{},[65,29083,29084],{},[912,29085,8855],{"href":8388},[65,29087,29088],{},[912,29089,8860],{"href":8391},[65,29091,29092],{},[912,29093,28134],{"href":27724},[65,29095,29096],{},[912,29097,27668],{"href":15175},[25,29099,927],{"id":927},[929,29101,29102,29109,29116],{},[65,29103,29104,29105],{},"Markaicode — Import GGUF Models into Ollama 2026（2026-05-15）",[912,29106,29107],{"href":29107,"rel":29108},"https:\u002F\u002Fmarkaicode.com\u002Fimport-gguf-models-ollama-guide",[938],[65,29110,29111,29112],{},"ComputingForGeeks — Ollama Models Cheat Sheet 2026 ",[912,29113,29114],{"href":29114,"rel":29115},"https:\u002F\u002Fcomputingforgeeks.com\u002Follama-models-cheat-sheet",[938],[65,29117,28159,29118],{},[912,29119,28162],{"href":28162,"rel":29120},[938],{"title":263,"searchDepth":308,"depth":308,"links":29122},[29123,29124,29125,29126,29127,29128,29129,29130,29131,29132],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":28808,"depth":277,"text":28809},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Follama.webp","Ollama 真实评测：本地 LLM 的事实标准 Daemon，CLI + REST API，模型库 + Modelfile + GGUF 一站式。0.19+ 在 Mac M 系列用 MLX 加速；OpenAI 兼容端点 11434；MIT 开源 + 跨平台。",[29136,29139,29142,29145],{"q":29137,"a":29138},"和 LM Studio 怎么选？","Ollama = Daemon + CLI，开机自启在 11434 端口跑，应用 \u002F IDE 调它最方便。LM Studio = GUI，模型浏览 \u002F 调参 \u002F 聊天体验更好。两者底层都基于 llama.cpp，Mac M 系列上都已切 MLX。",{"q":29140,"a":29141},"Modelfile 是什么？","类 Dockerfile 的模型配置：`FROM .\u002Fxxx.gguf` + PARAMETER \u002F TEMPLATE \u002F SYSTEM。把任意 GGUF 注册成本地模型供调用。`ollama create my-model -f Modelfile`。",{"q":29143,"a":29144},"OpenAI 兼容端点？","`http:\u002F\u002Flocalhost:11434\u002Fv1`。任何 OpenAI SDK 改 baseURL 即用。也可走原生 `\u002Fapi\u002Fchat`、`\u002Fapi\u002Fgenerate`。",{"q":29146,"a":29147},"并发能力？","单用户原型场景顺滑（~40 tok\u002Fs peak），多用户并发明显不如 vLLM（vLLM 的 PagedAttention + 连续批处理高 16–20×）。生产并发选 vLLM。",[1002],{},[1007,1008,1009,281],[29152],{"plan":27372,"price":3293,"features":29153,"notes":29154},"完整 CLI + REST API + Modelfile + 模型库 + MIT 协议","全平台、商用免费","完全免费 + 开源（MIT）",[29157,29158],{"name":15174,"url":15175},{"name":17293,"url":17294},{"power":314,"ux":314,"price":321,"cn_support":308,"stability":321},{"title":8612,"description":29134},"coding\u002Flocal\u002Follama",[29163,29165,29167],{"name":29164,"url":29107,"accessed":1029},"Markaicode — Import GGUF 2026",{"name":29166,"url":29114,"accessed":1029},"ComputingForGeeks — Ollama Cheat Sheet 2026",{"name":28215,"url":28162,"accessed":1029},"tools\u002Fcoding\u002Flocal\u002Follama","本地 LLM 的 Daemon——CLI + REST API 后台跑，给 Cursor \u002F Cline \u002F Open WebUI 接本地模型最低门槛",[27706,29171,12865,29172,29173,28220,28221,17310,23030],"daemon","rest-api","modelfile","本地 LLM 的 Daemon 事实标准，CLI \u002F Modelfile \u002F REST API 三件套配合最广泛。GUI 偏好用户走 LM Studio；多用户并发生产用 vLLM；其他场景几乎默认 Ollama。","https:\u002F\u002Follama.com","V4PvNLB8lbjAzlhHpWFHSyKzvb328rvWx3nckggFlD8",{"id":29178,"title":27475,"alternatives":29179,"api_compatible":20,"body":29184,"category":27706,"chinese_friendly":314,"cover":29597,"description":29598,"domestic":986,"extension":987,"faq":29599,"free":986,"github":20,"languages":29612,"meta":29613,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":8391,"pillar":12861,"platforms":29614,"priceTable":29615,"pricing":29621,"published":4588,"relatedPlaybooks":29622,"relatedReviews":20,"score":29625,"self_host":317,"seo":29626,"slug":29627,"sources":29628,"stem":29635,"suitable":20,"tagline":29636,"tags":29637,"updated":1029,"verdict":29639,"website":29640,"__hash__":29641},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Fopen-webui.md",[29180,29181,29182,29183],{"name":27305,"url":27306},{"name":27759,"url":27724},{"name":6333,"url":8385},{"name":8387,"url":8388},{"type":22,"value":29185,"toc":29585},[29186,29188,29191,29194,29196,29258,29260,29263,29267,29271,29298,29302,29326,29328,29362,29364,29470,29472,29515,29517,29540,29542,29560,29562],[25,29187,28],{"id":27},[30,29189,29190],{},"Open WebUI（原 Ollama WebUI）是 MIT 开源、自托管 AI 平台，最常见用法是 Docker 跑起来给 Ollama 套一个 ChatGPT 风格前端。GitHub 126k+ stars、282M+ Docker pulls，事实上的本地 AI 前端首选。支持任意 OpenAI 兼容后端 + RAG 知识库 + 多用户账号 + 工具调用 + MCP-OpenAPI 代理 + 联网搜索 + 语音 + 图像生成。",[30,29192,29193],{},"适合：团队 \u002F 家庭 \u002F 公司部署一份共享、要 Web 端访问、多用户分账号、SearXNG 联网搜索、Confluence \u002F S3 \u002F GitHub 数据源同步。不适合：单人桌面体验（用 Cherry Studio）、零运维 \u002F 不愿碰 Docker。",[25,29195,60],{"id":60},[62,29197,29198,29204,29210,29216,29222,29228,29234,29240,29246,29252],{},[65,29199,29200,29203],{},[43,29201,29202],{},"多模型后端","：Ollama \u002F OpenAI \u002F vLLM \u002F Anthropic \u002F Groq \u002F LocalAI \u002F 任意 OpenAI 兼容",[65,29205,29206,29209],{},[43,29207,29208],{},"多用户 + RBAC","：注册 \u002F 邀请 \u002F 角色权限 \u002F 工作区隔离",[65,29211,29212,29215],{},[43,29213,29214],{},"RAG 知识库","：上传文档 \u002F 网址 \u002F SearXNG 联网搜索 → 向量化 → 对话引用",[65,29217,29218,29221],{},[43,29219,29220],{},"Tools \u002F Functions","：Python 写函数即扩展（联网 \u002F 计算器 \u002F 自定义 API）",[65,29223,29224,29227],{},[43,29225,29226],{},"mcpo","：MCP-to-OpenAPI 代理，任意 MCP 服务器接进来",[65,29229,29230,29233],{},[43,29231,29232],{},"oikb","：知识库同步本地文件夹 \u002F GitHub \u002F S3 \u002F Confluence 等 40+ 源",[65,29235,29236,29239],{},[43,29237,29238],{},"open-terminal \u002F cptr","：给 AI 真实终端 + 文件 + 沙箱执行",[65,29241,29242,29245],{},[43,29243,29244],{},"图像生成","：Stable Diffusion \u002F DALL·E \u002F 自托管接入",[65,29247,29248,29251],{},[43,29249,29250],{},"语音输入 \u002F TTS","：内置",[65,29253,29254,29257],{},[43,29255,29256],{},"企业 LTS","：custom branding + SLA + 长期支持版本（联系销售）",[25,29259,158],{"id":158},[30,29261,29262],{},"完全免费、MIT 开源、商用免费。Enterprise 提供品牌定制 + SLA + LTS。",[25,29264,29266],{"id":29265},"实测ubuntu-2404-ollama-后端-5-人小团队","实测（Ubuntu 24.04 + Ollama 后端 + 5 人小团队）",[30,29268,29269],{},[43,29270,187],{},[62,29272,29273,29279,29282,29289,29292,29295],{},[65,29274,29275,29276,29278],{},"单条 ",[34,29277,195],{}," 五分钟上线",[65,29280,29281],{},"自带的多用户 + 角色权限省去重新搭 Auth",[65,29283,29284,29285,29288],{},"RAG 直传 30 个 PDF 后向量化顺利，对话中 ",[34,29286,29287],{},"#知识库"," 引用准确",[65,29290,29291],{},"mcpo 把 GitHub MCP 服务器接进来，团队对话里直接 issue \u002F PR 操作",[65,29293,29294],{},"模型切换流畅，OpenAI + Ollama 并存",[65,29296,29297],{},"SearXNG 联网搜索给模型实时信息，过时知识截止问题缓解",[30,29299,29300],{},[43,29301,221],{},[62,29303,29304,29307,29313,29320,29323],{},[65,29305,29306],{},"Docker 镜像 ~1.5GB，首次拉取偏慢",[65,29308,28842,29309,29312],{},[34,29310,29311],{},"0.0.0.0"," 公网暴露要加 HTTPS + 反代",[65,29314,29315,29316,29319],{},"嵌入模型 ",[34,29317,29318],{},"sentence-transformers"," 中文效果一般，建议换 bge-m3",[65,29321,29322],{},"多用户共享 Ollama 时并发吞吐瓶颈在 Ollama，不在 Open WebUI（生产用 vLLM 后端）",[65,29324,29325],{},"版本升级要看 changelog，部分 minor 含 breaking 改动",[25,29327,3639],{"id":3639},[929,29329,29330,29336,29343,29346,29349,29352,29355],{},[65,29331,29332,29333],{},"装 Docker → ",[34,29334,29335],{},"docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v open-webui:\u002Fapp\u002Fbackend\u002Fdata --name open-webui --restart always ghcr.io\u002Fopen-webui\u002Fopen-webui:main",[65,29337,29338,29339,29342],{},"浏览器开 ",[34,29340,29341],{},"http:\u002F\u002Flocalhost:3000"," → 注册第一个账号（管理员）",[65,29344,29345],{},"设置 → Connections → 连接 Ollama \u002F 加 OpenAI Key",[65,29347,29348],{},"Models → Pull \u002F Discover 模型",[65,29350,29351],{},"Workspaces → 建知识库 → 上传文档",[65,29353,29354],{},"Tools → 启用 \u002F 写自定义函数",[65,29356,29357,29358,29361],{},"生产部署：Nginx 反代 + Let's Encrypt + 备份 ",[34,29359,29360],{},"\u002Fapp\u002Fbackend\u002Fdata"," volume",[25,29363,611],{"id":611},[613,29365,29366,29380],{},[616,29367,29368],{},[619,29369,29370,29372,29374,29376,29378],{},[622,29371,624],{},[622,29373,27475],{},[622,29375,27470],{},[622,29377,27302],{},[622,29379,8615],{},[637,29381,29382,29394,29406,29420,29433,29446,29458],{},[619,29383,29384,29386,29388,29390,29392],{},[642,29385,6380],{},[642,29387,27492],{},[642,29389,27487],{},[642,29391,27484],{},[642,29393,27484],{},[619,29395,29396,29398,29400,29402,29404],{},[642,29397,28510],{},[642,29399,21783],{},[642,29401,713],{},[642,29403,25523],{},[642,29405,25523],{},[619,29407,29408,29411,29414,29416,29418],{},[642,29409,29410],{},"RAG",[642,29412,29413],{},"✅ 强 + oikb",[642,29415,713],{},[642,29417,713],{},[642,29419,4334],{},[619,29421,29422,29425,29427,29429,29431],{},[642,29423,29424],{},"工具 \u002F MCP",[642,29426,28503],{},[642,29428,713],{},[642,29430,713],{},[642,29432,4334],{},[619,29434,29435,29437,29440,29442,29444],{},[642,29436,754],{},[642,29438,29439],{},"✅ Docker \u002F K8s",[642,29441,1510],{},[642,29443,25523],{},[642,29445,25523],{},[619,29447,29448,29450,29452,29454,29456],{},[642,29449,27576],{},[642,29451,27587],{},[642,29453,27582],{},[642,29455,27579],{},[642,29457,4329],{},[619,29459,29460,29462,29464,29466,29468],{},[642,29461,27561],{},[642,29463,9393],{},[642,29465,9393],{},[642,29467,27564],{},[642,29469,27569],{},[25,29471,801],{"id":801},[62,29473,29474,29480,29488,29497,29503,29509],{},[65,29475,29476,29479],{},[43,29477,29478],{},"不要裸 0.0.0.0 + HTTP 暴露公网","：默认无 HTTPS，必上反代 + 强密码 + 速率限制",[65,29481,29482,29487],{},[43,29483,29484,29485,29361],{},"备份 ",[34,29486,29360],{},"：知识库 \u002F 用户 \u002F 对话全在里面",[65,29489,29490,29493,29494,29496],{},[43,29491,29492],{},"中文 RAG 换嵌入模型","：默认 ",[34,29495,29318],{}," 中文一般，配 bge-m3 或硅基流动嵌入 API",[65,29498,29499,29502],{},[43,29500,29501],{},"mcpo 工具范围谨慎","：MCP 给 AI 真实能力，第三方服务器审一遍",[65,29504,29505,29508],{},[43,29506,29507],{},"后端吞吐看 Ollama","：5+ 并发上 vLLM 后端，Ollama 单 worker 会排队",[65,29510,29511,29514],{},[43,29512,29513],{},"升级前看 changelog","：weekly 更新，偶有 breaking",[25,29516,872],{"id":871},[62,29518,29519,29522,29525,29528,29531,29534,29537],{},[65,29520,29521],{},"✅ 团队 \u002F 家庭 \u002F 公司多人共享 AI 平台",[65,29523,29524],{},"✅ 要 Web 端访问 \u002F 移动端兼容",[65,29526,29527],{},"✅ 自托管 \u002F 完全控制数据",[65,29529,29530],{},"✅ MCP \u002F 工具调用刚需",[65,29532,29533],{},"❌ 单人桌面体验（用 Cherry Studio）",[65,29535,29536],{},"❌ 零运维 \u002F 不愿碰 Docker",[65,29538,29539],{},"❌ iOS 原生 App 主力",[25,29541,906],{"id":906},[62,29543,29544,29548,29552,29556],{},[65,29545,29546],{},[912,29547,27655],{"href":27306},[65,29549,29550],{},[912,29551,28134],{"href":27724},[65,29553,29554],{},[912,29555,8850],{"href":8385},[65,29557,29558],{},[912,29559,27668],{"href":15175},[25,29561,927],{"id":927},[929,29563,29564,29571,29578],{},[65,29565,29566,29567],{},"Open WebUI 官方文档 ",[912,29568,29569],{"href":29569,"rel":29570},"https:\u002F\u002Fdocs.openwebui.com\u002F",[938],[65,29572,29573,29574],{},"Local AI Master — Open WebUI Setup Guide 2026 ",[912,29575,29576],{"href":29576,"rel":29577},"https:\u002F\u002Flocalaimaster.com\u002Fblog\u002Fopen-webui-setup-guide",[938],[65,29579,29580,29581],{},"AIToolDiscovery — Set Up Open-WebUI with Ollama 2026 ",[912,29582,29583],{"href":29583,"rel":29584},"https:\u002F\u002Fwww.aitooldiscovery.com\u002Fhow-to\u002Fsetup-open-webui-ollama",[938],{"title":263,"searchDepth":308,"depth":308,"links":29586},[29587,29588,29589,29590,29591,29592,29593,29594,29595,29596],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":29265,"depth":277,"text":29266},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fopen-webui.webp","Open WebUI 真实评测：MIT 开源、自托管 AI 平台，离线优先。Docker 一行起飞、支持 Ollama \u002F OpenAI \u002F vLLM \u002F Anthropic \u002F Groq 等后端，内置 RAG 知识库 + 多用户 + 联网搜索 + 工具调用。GitHub 126k+ stars，事实标准本地 AI 前端。",[29600,29603,29606,29609],{"q":29601,"a":29602},"Docker 一行命令真的够用吗？","够。`docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v open-webui:\u002Fapp\u002Fbackend\u002Fdata --name open-webui --restart always ghcr.io\u002Fopen-webui\u002Fopen-webui:main`，5 分钟可上线、能多人注册、能接 Ollama \u002F OpenAI。生产再加反代 + HTTPS + 备份。",{"q":29604,"a":29605},"支持哪些模型后端？","Ollama（首选）+ 任何 OpenAI 兼容 endpoint：OpenAI 官方 \u002F Anthropic（OpenAI 兼容代理）\u002F vLLM \u002F Groq \u002F LocalAI \u002F 自建 baseURL。可同时配多个，对话中切换。",{"q":29607,"a":29608},"RAG \u002F 知识库怎么做？","内置：上传 PDF \u002F DOCX \u002F TXT、网址抓取、SearXNG 联网搜索 → 自动向量化 → 在对话中 `#` 引用知识库。配套 oikb 项目可同步本地文件夹 \u002F GitHub \u002F S3 \u002F Confluence 等 40+ 数据源。",{"q":29610,"a":29611},"MCP 怎么接？","通过 mcpo（官方的 MCP-to-OpenAPI 代理）把任意 MCP 服务器暴露成 OpenAPI 工具，再在 Open WebUI 注册即可。无需写 glue code。",[1002,3280],{},[281,1009,1008,1007,16624],[29616,29618],{"plan":27372,"price":3293,"features":29617,"notes":9061},"全功能 \u002F 多用户 \u002F RAG \u002F Tools \u002F 联网搜索 \u002F MCP-OpenAPI 代理 \u002F Docker \u002F K8s",{"plan":4703,"price":24957,"features":29619,"notes":29620},"Custom branding \u002F SLA \u002F LTS 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LobeChat。","https:\u002F\u002Fdocs.openwebui.com","8iXO-BuvdCKJCMIXxc6Jlp_MhDAMVBwYJJnhXo6dErw",{"id":29643,"title":29644,"alternatives":29645,"api_compatible":20,"body":29658,"category":30071,"chinese_friendly":308,"cover":30072,"description":30073,"domestic":986,"extension":987,"faq":30074,"free":986,"github":20,"languages":30087,"meta":30088,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":30089,"pillar":12861,"platforms":30090,"priceTable":30093,"pricing":30109,"published":4588,"relatedPlaybooks":30110,"relatedReviews":20,"score":30115,"self_host":317,"seo":30116,"slug":30117,"sources":30118,"stem":30123,"suitable":20,"tagline":30124,"tags":30125,"updated":1029,"verdict":30131,"website":30132,"__hash__":30133},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fbito.md","Bito AI",[29646,29649,29652,29655],{"name":29647,"url":29648},"coderabbit","\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit",{"name":29650,"url":29651},"ellipsis","\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis",{"name":29653,"url":29654},"greptile","\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile",{"name":29656,"url":29657},"qodo","\u002Ftools\u002Fcoding\u002Freview\u002Fqodo",{"type":22,"value":29659,"toc":30059},[29660,29662,29665,29668,29670,29725,29727,29756,29760,29764,29784,29788,29805,29807,29827,29829,29952,29954,29992,29994,30017,30019,30041,30043],[25,29661,28],{"id":27},[30,29663,29664],{},"Bito 把 AI Code Reviews 和 AI Architect 做成两条产品线：前者是 PR 自动评审（VS Code\u002FJetBrains\u002FCursor\u002FWindsurf 插件 + Git 平台 bot + CLI），按席位计费、Team $12\u002Fseat\u002F月起、含 5K LOC\u002F月；后者是代码库 + Jira\u002FConfluence 知识图谱 + MCP，给 Cursor \u002F Claude Code \u002F Codex 注入架构 + 设计 + 影响评估上下文，usage-based 计费。SOC 2 Type II、不存代码、不训练，可自托管。",[30,29666,29667],{},"适合：想 PR 评审 + 编码 Agent 架构感知双重需求的中型团队；价格敏感于 CodeRabbit；已有 Jira\u002FConfluence 沉淀想沉到 Agent 里。不适合：开源仓库（CodeRabbit 公共仓库无限免费更优）；要 IDE 实时 review（CodeRabbit IDE review 更成熟）。",[25,29669,60],{"id":60},[62,29671,29672,29678,29684,29690,29696,29701,29707,29713,29719],{},[65,29673,29674,29677],{},[43,29675,29676],{},"AI Code Reviews","：PR 评论 + 1-click 修复 + 自定义评审规则 + 自学习 + 评审分析",[65,29679,29680,29683],{},[43,29681,29682],{},"多 Git 平台","：GitHub \u002F GitLab \u002F Bitbucket + CI\u002FCD pipeline 评审",[65,29685,29686,29689],{},[43,29687,29688],{},"IDE \u002F CLI 三入口","：VS Code \u002F JetBrains \u002F Cursor \u002F Windsurf 插件 + CLI",[65,29691,29692,29695],{},[43,29693,29694],{},"AI Architect","：代码库知识图谱 + 技术设计 + 影响评估 + grounded 代码生成",[65,29697,29698,29700],{},[43,29699,6777],{},"：Cursor \u002F Claude Code \u002F Codex \u002F Slack \u002F Jira \u002F Linear",[65,29702,29703,29706],{},[43,29704,29705],{},"Jira + Confluence 索引","：把规格 + 设计文档融入评审 \u002F 生成上下文",[65,29708,29709,29712],{},[43,29710,29711],{},"可观测数据索引","（Enterprise）：把日志 \u002F metrics 关联进代码上下文",[65,29714,29715,29718],{},[43,29716,29717],{},"自托管 \u002F On-prem","：Professional 加挂、Enterprise 标配",[65,29720,29721,29724],{},[43,29722,29723],{},"安全合规","：SOC 2 Type II、不存代码、不训练、SSO\u002FSAML（Enterprise）",[25,29726,158],{"id":158},[62,29728,29729,29734,29740,29745,29750],{},[65,29730,29731,29733],{},[43,29732,1180],{},"：$12\u002Fseat\u002F月（年付）或 $15（月付），5K LOC\u002Fseat\u002F月，超出 $5\u002F1K",[65,29735,29736,29739],{},[43,29737,29738],{},"Professional","：$20\u002F$25\u002Fseat\u002F月，含自定义规则 + 自学习 + Jira\u002FConfluence + CI\u002FCD + 14 天试用",[65,29741,29742,29744],{},[43,29743,4703],{},"：定制，含跨仓 impact 分析（用 AI Architect）+ 多 org + SSO\u002FSAML + 专属 CSM",[65,29746,29747,29749],{},[43,29748,29694],{},"：usage-based（按代码库规模 + 用量），联系销售",[65,29751,29752,29755],{},[43,29753,29754],{},"席位规则","：只有发起 PR 被 Bito 评审的 Git handle 计费，未参与的开发者不收钱",[25,29757,29759],{"id":29758},"实测10-人后端团队-cursor-claude-code-接-ai-architect","实测（10 人后端团队 + Cursor \u002F Claude Code 接 AI Architect）",[30,29761,29762],{},[43,29763,187],{},[62,29765,29766,29769,29772,29775,29778,29781],{},[65,29767,29768],{},"Team plan 单价 $12 是同类里最低之一，10 人团队年 ~$1440",[65,29770,29771],{},"PR 评论质量稳定，跨文件依赖分析比 GPT-4 直评准确",[65,29773,29774],{},"1-click 修复对小问题（命名 \u002F 边界 \u002F 异常处理）覆盖率高",[65,29776,29777],{},"自定义评审准则用 YAML 写易上手",[65,29779,29780],{},"AI Architect MCP 接 Cursor 后写代码前能看到「这个函数被 12 处调用、3 处涉及 BillingService」，避免盲改",[65,29782,29783],{},"Jira\u002FConfluence 索引后评论里会引用关联工单 + 设计文档",[30,29785,29786],{},[43,29787,221],{},[62,29789,29790,29793,29796,29799,29802],{},[65,29791,29792],{},"5K LOC\u002Fseat 月度配额：大重构 PR 一次性吃光，要么升档要么按 $5\u002F1K 超支",[65,29794,29795],{},"Professional 自托管要 +$5\u002Fseat 加挂，对小团队不划算",[65,29797,29798],{},"AI Architect 必须联系销售，无 self-serve（roadmap 中）",[65,29800,29801],{},"中文 PR 描述偶尔评论会英文回（设默认语言可缓解）",[65,29803,29804],{},"没有开源免费档（CodeRabbit 公共仓库无限免费）",[25,29806,3639],{"id":3639},[929,29808,29809,29812,29815,29818,29821,29824],{},[65,29810,29811],{},"bito.ai 注册 → 选 14 天 Professional 试用（无信用卡）",[65,29813,29814],{},"安装 GitHub\u002FGitLab App → 选要评审的仓库",[65,29816,29817],{},"提一个 PR 试用 → 看 inline 评论 + 1-click 修复",[65,29819,29820],{},"（可选）装 VS Code\u002FJetBrains 插件 → 本地评审 staged 改动",[65,29822,29823],{},"配置自定义规则（YAML）+ Jira \u002F Confluence 集成",[65,29825,29826],{},"进阶：联系销售开 AI Architect → 索引仓库 → MCP 接 Cursor \u002F Claude Code",[25,29828,611],{"id":611},[613,29830,29831,29849],{},[616,29832,29833],{},[619,29834,29835,29837,29840,29843,29846],{},[622,29836,624],{},[622,29838,29839],{},"Bito",[622,29841,29842],{},"CodeRabbit",[622,29844,29845],{},"Ellipsis",[622,29847,29848],{},"Qodo",[637,29850,29851,29867,29883,29896,29912,29925,29938],{},[619,29852,29853,29855,29858,29861,29864],{},[642,29854,13795],{},[642,29856,29857],{},"$12\u002Fseat（年）",[642,29859,29860],{},"Pro $24\u002Fseat（年）",[642,29862,29863],{},"$20\u002Fseat",[642,29865,29866],{},"Teams $30\u002Fseat",[619,29868,29869,29872,29874,29877,29880],{},[642,29870,29871],{},"开源免费",[642,29873,688],{},[642,29875,29876],{},"✅ 公共仓库无限",[642,29878,29879],{},"✅ 公共仓库",[642,29881,29882],{},"OSS 项目计划",[619,29884,29885,29888,29890,29892,29894],{},[642,29886,29887],{},"IDE 评审",[642,29889,713],{},[642,29891,713],{},[642,29893,2193],{},[642,29895,713],{},[619,29897,29898,29901,29904,29907,29910],{},[642,29899,29900],{},"知识图谱 \u002F 跨仓",[642,29902,29903],{},"✅ AI Architect",[642,29905,29906],{},"Codegraph",[642,29908,29909],{},"Codebase 图",[642,29911,12399],{},[619,29913,29914,29917,29919,29921,29923],{},[642,29915,29916],{},"MCP \u002F Agent 集成",[642,29918,14894],{},[642,29920,4358],{},[642,29922,4334],{},[642,29924,713],{},[619,29926,29927,29929,29932,29934,29936],{},[642,29928,754],{},[642,29930,29931],{},"+$5\u002Fseat",[642,29933,4703],{},[642,29935,4334],{},[642,29937,4703],{},[619,29939,29940,29942,29945,29947,29950],{},[642,29941,12701],{},[642,29943,29944],{},"SOC 2 Type II",[642,29946,29944],{},[642,29948,29949],{},"SOC 2",[642,29951,29949],{},[25,29953,801],{"id":801},[62,29955,29956,29962,29968,29974,29980,29986],{},[65,29957,29958,29961],{},[43,29959,29960],{},"LOC 配额关注 dashboard","：大型 PR \u002F 重构会瞬间烧光，提前规划升档",[65,29963,29964,29967],{},[43,29965,29966],{},"自定义规则别堆太多","：>30 条规则评论噪声明显，分阶段渐进",[65,29969,29970,29973],{},[43,29971,29972],{},"开源仓库价值有限","：要免费走 CodeRabbit \u002F Ellipsis 公共仓库无限档",[65,29975,29976,29979],{},[43,29977,29978],{},"AI Architect 是单独产品","：合同 \u002F 计费 \u002F 部署独立，预算分两笔",[65,29981,29982,29985],{},[43,29983,29984],{},"自托管要先评估","：Professional 加挂 $5\u002Fseat 在小团队不划算，10 人以下用 cloud",[65,29987,29988,29991],{},[43,29989,29990],{},"席位计费看 Git handle","：fork \u002F 外包账号别乱接，避免误计费",[25,29993,872],{"id":871},[62,29995,29996,29999,30002,30005,30008,30011,30014],{},[65,29997,29998],{},"✅ 中型团队、PR 评审 + Agent 上下文双需求",[65,30000,30001],{},"✅ 价格敏感于 CodeRabbit Pro",[65,30003,30004],{},"✅ 已有 Jira \u002F Confluence 知识沉淀",[65,30006,30007],{},"✅ Cursor \u002F Claude Code 用户想注入架构上下文",[65,30009,30010],{},"❌ 开源仓库 \u002F 公共项目（用 CodeRabbit \u002F Ellipsis）",[65,30012,30013],{},"❌ IDE 实时 review 重度（CodeRabbit 更成熟）",[65,30015,30016],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 含 unlimited 更划算）",[25,30018,906],{"id":906},[62,30020,30021,30026,30031,30036],{},[65,30022,30023],{},[912,30024,30025],{"href":29648},"CodeRabbit 评测",[65,30027,30028],{},[912,30029,30030],{"href":29651},"Ellipsis 评测",[65,30032,30033],{},[912,30034,30035],{"href":29654},"Greptile 评测",[65,30037,30038],{},[912,30039,30040],{"href":29657},"Qodo 评测",[25,30042,927],{"id":927},[929,30044,30045,30052],{},[65,30046,30047,30048],{},"Bito 官方定价页 ",[912,30049,30050],{"href":30050,"rel":30051},"https:\u002F\u002Fbito.ai\u002Fpricing\u002F",[938],[65,30053,30054,30055],{},"Stackpick — Bito AI Review 2026 ",[912,30056,30057],{"href":30057,"rel":30058},"https:\u002F\u002Fstackpick.net\u002Ftools\u002Fbito-ai",[938],{"title":263,"searchDepth":308,"depth":308,"links":30060},[30061,30062,30063,30064,30065,30066,30067,30068,30069,30070],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":29758,"depth":277,"text":29759},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"review","\u002Fimg\u002Ftools\u002Fbito.webp","Bito 真实评测：印度团队 Bito Inc. 出品，AI Code Reviews（Team $12\u002F$15 起、5K LOC\u002Fseat\u002F月）+ AI Architect（usage-based）双产品。支持 GitHub\u002FGitLab\u002FBitbucket、VS Code\u002FJetBrains\u002FCursor\u002FWindsurf、Jira\u002FLinear\u002FSlack\u002FMCP。SOC 2 Type II、代码不存储不训练。",[30075,30078,30081,30084],{"q":30076,"a":30077},"Bito 和 CodeRabbit 怎么选？","都是 PR 自动评审 SaaS。Bito 价格更便宜（Team $12 vs CodeRabbit Pro $24\u002Fseat），并且额外有 AI Architect 给编码 Agent 注入跨文件上下文 + Jira\u002FConfluence 知识图谱。CodeRabbit 更成熟、开源仓库无限免费 + IDE\u002FCLI review、生态更广。要 PR 评审 + Agent 架构上下文双重需求 Bito 性价比高；只做 PR 评审走 CodeRabbit。",{"q":30079,"a":30080},"AI Architect 是什么？","Bito 的第二产品：把你的代码库 + Jira\u002FConfluence\u002F可观测数据建成知识图谱，通过 MCP 接 Cursor \u002F Claude Code \u002F Codex，让编码 Agent 在写代码前先看到完整架构 + 历史决策。Usage-based 计费，联系销售定价。",{"q":30082,"a":30083},"5K LOC\u002Fseat\u002F月的限制？","Team \u002F Professional 每席每月含 5K 行评审，超出按 $5\u002F1K 计费。一个 PR 改几百行算几百行，大型重构 PR 会很快吃完额度，需关注 dashboard。",{"q":30085,"a":30086},"代码安全吗？","SOC 2 Type II、端到端加密、不存储代码、不用于训练。可选自托管（Professional +$5\u002Fseat 加挂、Enterprise 标配）。",[1002,3280],{},"\u002Ftools\u002Fcoding\u002Freview\u002Fbito",[12863,12864,2558,25450,24493,30091,30092,12865],"gitlab","bitbucket",[30094,30098,30102,30105],{"plan":1180,"price":30095,"features":30096,"notes":30097},"$12\u002Fseat\u002F月（年付）\u002F $15（月付）","AI 评审 + 1-click 修复 + 评审分析 + 代码库感知 + 5K LOC\u002Fseat\u002F月（超出 $5\u002F1K）","GitHub\u002FGitLab\u002FBitbucket + VS Code\u002FJetBrains\u002FCursor\u002FWindsurf",{"plan":29738,"price":30099,"features":30100,"notes":30101},"$20\u002Fseat\u002F月（年）\u002F $25（月）","自定义评审准则 + 自学习 + Jira\u002FConfluence + CI\u002FCD 评审 + 自托管 +$5\u002Fseat 加挂","14 天免费试用、无需信用卡",{"plan":4703,"price":4584,"features":30103,"notes":30104},"跨仓 impact 分析 + 多 org + SSO\u002FSAML + 专属 CSM + SLA","AI Architect 联合方案",{"plan":29694,"price":30106,"features":30107,"notes":30108},"usage-based","代码库知识图谱 + 技术设计 + 影响评估 + MCP 给 Cursor\u002FClaude\u002FCodex \u002F Jira+Linear+Slack","联系商务定价、按代码库规模 + 用量计费","Team $12\u002Fseat\u002F月（年）或 $15（月） \u002F Professional $20\u002F$25 \u002F Enterprise 定制 \u002F AI Architect usage-based",[30111,30114],{"name":30112,"url":30113},"PR 自动评审接入","\u002Fplaybook\u002Fonboarding\u002Fpr-review-automation",{"name":21380,"url":21381},{"power":314,"ux":314,"price":314,"cn_support":308,"stability":314},{"title":29644,"description":30073},"coding\u002Freview\u002Fbito",[30119,30121],{"name":30120,"url":30050,"accessed":1029},"Bito 官方定价页",{"name":30122,"url":30057,"accessed":1029},"Stackpick — Bito AI Review 2026","tools\u002Fcoding\u002Freview\u002Fbito","AI Code Reviews + AI Architect 双产品——PR 自动审查 + 代码库知识图谱 + 给 Cursor \u002F Claude Code 注入架构上下文",[30126,30127,30128,1041,30129,30130,12901],"code-review","pr","architect","jira","security","做 AI Code Review + 给编码 Agent 注入架构 \u002F Jira 上下文的双产品组合。审 PR 走 Team\u002F$12，给 Cursor \u002F Claude Code 加架构图走 AI Architect（usage-based）；只要纯 PR 评论且开源仓库免费——选 CodeRabbit。","https:\u002F\u002Fbito.ai","upxPEDcXfaaDkea1GgYLOQp_WOx6vtrVcwa6qzCZUbE",{"id":30135,"title":29842,"alternatives":30136,"api_compatible":20,"body":30142,"category":30071,"chinese_friendly":308,"cover":30637,"description":30638,"domestic":986,"extension":987,"faq":30639,"free":986,"github":20,"languages":30651,"meta":30652,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":29648,"pillar":12861,"platforms":30653,"priceTable":30655,"pricing":30669,"published":4588,"relatedPlaybooks":30670,"relatedReviews":20,"score":30673,"self_host":317,"seo":30674,"slug":30675,"sources":30676,"stem":30685,"suitable":20,"tagline":30686,"tags":30687,"updated":1029,"verdict":30689,"website":30602,"__hash__":30690},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit.md",[30137,30138,30139,30140],{"name":29650,"url":29651},{"name":29653,"url":29654},{"name":29656,"url":29657},{"name":30141,"url":30089},"bito",{"type":22,"value":30143,"toc":30625},[30144,30146,30149,30152,30154,30229,30231,30254,30258,30262,30288,30292,30309,30311,30343,30345,30501,30503,30547,30549,30572,30574,30593,30595],[25,30145,28],{"id":27},[30,30147,30148],{},"CodeRabbit 是 AI PR 评审 SaaS 的事实标准——CodeRabbit Inc. 出品，融资 $88M、估值 $550M、ARR $15M、8000+ 企业客户。Pro $24\u002Fseat 年付（$30 月付），公共仓库无限免费 + 私有仓库 14 天试用。v3 平台融合多模型（GPT\u002FClaude\u002FGemini）+ Codegraph + 40+ linter + agentic 工作流，提供 PR、IDE、CLI 三入口 + 1-click AI 修复 + MCP 集成 Jira\u002FLinear\u002FConfluence。SOC 2 Type II。",[30,30150,30151],{},"适合：开源维护者（公共仓库无限免费）；企业团队要成熟 AI 评审 + 多模型 + 完整 linter 生态；用 Cursor \u002F Claude Code 但想给 PR 卡一道质量门。不适合：极低预算单人（Ellipsis $20 flat 含无限更优）；要 Agent 注入架构上下文（Bito AI Architect 独家）。",[25,30153,60],{"id":60},[62,30155,30156,30162,30168,30176,30182,30188,30194,30200,30206,30212,30218,30224],{},[65,30157,30158,30161],{},[43,30159,30160],{},"Agentic PR Reviews","：2-click GitHub\u002FGitLab\u002FBitbucket\u002FAzure DevOps App 接入，PR 自动 line-by-line + 概要 + walkthrough + 时序图",[65,30163,30164,30167],{},[43,30165,30166],{},"IDE Reviews","：VS Code 插件，commit 前本地评审 staged \u002F unstaged 改动",[65,30169,30170,76,30173,30175],{},[43,30171,30172],{},"CLI Reviews",[34,30174,29647],{}," 命令行，配 Claude Code \u002F Cursor CLI \u002F Codex 等 Agent 工作流",[65,30177,30178,30181],{},[43,30179,30180],{},"1-Click AI Fixes","：简单问题一键应用，复杂问题用 \"Fix with AI\"",[65,30183,30184,30187],{},[43,30185,30186],{},"Codebase Intelligence","：Codegraph + 全仓分析，理解跨文件依赖 \u002F 遗留代码",[65,30189,30190,30193],{},[43,30191,30192],{},"40+ Linter & SAST","：ESLint \u002F Semgrep \u002F Bandit 等内置，在沙箱跑、过滤误报",[65,30195,30196,30199],{},[43,30197,30198],{},"MCP External Context","：Jira \u002F Linear \u002F Confluence \u002F 实时网搜",[65,30201,30202,30205],{},[43,30203,30204],{},"可定制 Instructions","：YAML 配置 path-based \u002F AST-based 评审规则 + pre-merge checks",[65,30207,30208,30211],{},[43,30209,30210],{},"Learnings","：在 PR 评论里用自然语言反馈，AI 记忆并应用到未来评审",[65,30213,30214,30217],{},[43,30215,30216],{},"单测 \u002F 文档字符串生成","：评审顺手生成缺失测试",[65,30219,30220,30223],{},[43,30221,30222],{},"企业分析","：每日 standup \u002F sprint review \u002F 工程仪表盘",[65,30225,30226],{},[43,30227,30228],{},"SOC 2 Type II \u002F 零数据保留 \u002F 自托管",[25,30230,158],{"id":158},[62,30232,30233,30238,30243,30248],{},[65,30234,30235,30237],{},[43,30236,779],{},"：公共仓库无限 PR 概要 + 基础评审；私有仓库有月度配额；IDE 限流；14 天 Pro 试用",[65,30239,30240,30242],{},[43,30241,1174],{},"：$24\u002Fseat\u002F月年付 \u002F $30 月付，按发起 PR 的开发者计费",[65,30244,30245,30247],{},[43,30246,4703],{},"：自定义；SSO\u002FSAML + 自托管 + 自定义模型 + SLA",[65,30249,30250,30253],{},[43,30251,30252],{},"CLI add-on","：usage-based，给 agentic 编码 loop 用，独立于席位计费",[25,30255,30257],{"id":30256},"实测20-人-saas-团队-nextjs-python-后端","实测（20 人 SaaS 团队 \u002F Next.js + Python 后端）",[30,30259,30260],{},[43,30261,187],{},[62,30263,30264,30267,30270,30273,30276,30279,30282],{},[65,30265,30266],{},"2-click 接 GitHub，5 分钟跑通；PR 几十秒出概要 + 时序图",[65,30268,30269],{},"Codegraph 真能跨文件追：评论标「这个改动会影响 BillingService.charge 的 12 处调用」",[65,30271,30272],{},"40+ linter 配 LLM 过滤误报，噪声远低于裸跑 ESLint+Semgrep",[65,30274,30275],{},"自定义 YAML 规则用起来直接，path-based 区分 frontend \u002F backend 评审强度",[65,30277,30278],{},"IDE 插件本地评审 staged 改动，commit 前能拦下半数小问题",[65,30280,30281],{},"Learnings 真有效——3 周后 false positive 下降明显",[65,30283,30284,30285,30287],{},"CLI 配 Claude Code，agent 写完一段先 ",[34,30286,29647],{}," 自检",[30,30289,30290],{},[43,30291,221],{},[62,30293,30294,30297,30300,30303,30306],{},[65,30295,30296],{},"私有仓库 Free 配额吃紧，团队上 Pro 几乎必然",[65,30298,30299],{},"CLI add-on 单独计费，agentic loop 跑多了账单上涨",[65,30301,30302],{},"中文 PR 描述 \u002F 评论偶尔英中混合",[65,30304,30305],{},"多模型自动路由不透明，偶有便宜模型给复杂场景",[65,30307,30308],{},"IDE review 限流在 Free 档明显",[25,30310,3639],{"id":3639},[929,30312,30313,30316,30319,30322,30325,30333,30340],{},[65,30314,30315],{},"coderabbit.ai 注册 → 2-click GitHub\u002FGitLab App 授权",[65,30317,30318],{},"选仓库 → 默认配置即可跑",[65,30320,30321],{},"提一个 PR 试看 → 概要 + walkthrough + 时序图 + 评论",[65,30323,30324],{},"装 VS Code 插件 → 本地评审 staged 改动",[65,30326,25662,30327,24178,30330,30332],{},[34,30328,30329],{},"npm i -g @coderabbitai\u002Fcli",[34,30331,29647],{}," 自动评审 staged",[65,30334,30335,30336,30339],{},"配置 ",[34,30337,30338],{},".coderabbit.yaml","：path-based 规则 + 自定义指令",[65,30341,30342],{},"接 MCP：Jira \u002F Linear \u002F Confluence 注入工单 \u002F 设计上下文",[25,30344,611],{"id":611},[613,30346,30347,30364],{},[616,30348,30349],{},[619,30350,30351,30353,30355,30357,30359,30362],{},[622,30352,624],{},[622,30354,29842],{},[622,30356,29839],{},[622,30358,29845],{},[622,30360,30361],{},"Greptile",[622,30363,29848],{},[637,30365,30366,30386,30404,30419,30436,30453,30469,30484],{},[619,30367,30368,30371,30374,30377,30380,30383],{},[642,30369,30370],{},"Pro 起价",[642,30372,30373],{},"$24（年）\u002F$30（月）",[642,30375,30376],{},"$12\u002F$15",[642,30378,30379],{},"$20 flat",[642,30381,30382],{},"base + usage",[642,30384,30385],{},"Teams $30",[619,30387,30388,30391,30394,30396,30398,30401],{},[642,30389,30390],{},"公共仓库免费",[642,30392,30393],{},"✅ 无限",[642,30395,688],{},[642,30397,30393],{},[642,30399,30400],{},"freemium",[642,30402,30403],{},"OSS 计划",[619,30405,30406,30409,30411,30413,30415,30417],{},[642,30407,30408],{},"IDE review",[642,30410,21783],{},[642,30412,713],{},[642,30414,2193],{},[642,30416,4329],{},[642,30418,713],{},[619,30420,30421,30424,30427,30430,30432,30434],{},[642,30422,30423],{},"CLI review",[642,30425,30426],{},"✅ + agentic",[642,30428,30429],{},"CLI 有",[642,30431,4329],{},[642,30433,4329],{},[642,30435,713],{},[619,30437,30438,30441,30444,30446,30448,30451],{},[642,30439,30440],{},"Codegraph \u002F 跨仓",[642,30442,30443],{},"✅ Codegraph",[642,30445,29694],{},[642,30447,29909],{},[642,30449,30450],{},"✅ Code graph",[642,30452,12399],{},[619,30454,30455,30458,30461,30463,30465,30467],{},[642,30456,30457],{},"Linter 集成",[642,30459,30460],{},"✅ 40+",[642,30462,4334],{},[642,30464,2193],{},[642,30466,4334],{},[642,30468,4334],{},[619,30470,30471,30473,30476,30478,30480,30482],{},[642,30472,1485],{},[642,30474,30475],{},"✅ Jira\u002FLinear\u002FConfluence",[642,30477,713],{},[642,30479,4334],{},[642,30481,4329],{},[642,30483,4329],{},[619,30485,30486,30489,30492,30494,30497,30499],{},[642,30487,30488],{},"ARR \u002F 企业数",[642,30490,30491],{},"$15M \u002F 8000+",[642,30493,4329],{},[642,30495,30496],{},"67K repos",[642,30498,4329],{},[642,30500,4329],{},[25,30502,801],{"id":801},[62,30504,30505,30511,30517,30523,30529,30535,30541],{},[65,30506,30507,30510],{},[43,30508,30509],{},"Free 配额吃紧很快","：私有仓库每月几十 PR 上限，团队上 Pro 几乎必然",[65,30512,30513,30516],{},[43,30514,30515],{},"CLI add-on 独立计费","：用 Claude Code CLI \u002F Cursor CLI 跑 agent 时，CLI review 用量飙得快，先开预算告警",[65,30518,30519,30522],{},[43,30520,30521],{},"YAML 规则别一次堆太多","：30+ 自定义规则后噪声明显，渐进引入 + 用 Learnings 调",[65,30524,30525,30528],{},[43,30526,30527],{},"fork \u002F 外包账号别误接","：seat 按 Git handle 计费，PR 来源人意外触发就计费",[65,30530,30531,30534],{},[43,30532,30533],{},"Free 档 IDE review 限流","：本地评审高频用要上 Pro",[65,30536,30537,30540],{},[43,30538,30539],{},"多模型自动路由难审计","：要可重复结果走 Enterprise 固定模型 \u002F BYOK",[65,30542,30543,30546],{},[43,30544,30545],{},"Self-hosted 仅 Enterprise","：硬性合规先确认预算",[25,30548,872],{"id":871},[62,30550,30551,30554,30557,30560,30563,30566,30569],{},[65,30552,30553],{},"✅ 开源维护者（公共仓库无限免费）",[65,30555,30556],{},"✅ 企业团队、要成熟 + 多模型 + 完整 linter 生态",[65,30558,30559],{},"✅ 用 Cursor \u002F Claude Code 想给 PR 卡质量门",[65,30561,30562],{},"✅ MCP \u002F Jira 工作流深度集成",[65,30564,30565],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 更优）",[65,30567,30568],{},"❌ 要 Agent 注入架构上下文（Bito AI Architect 独家）",[65,30570,30571],{},"❌ 极小代码库 + 不在乎评审深度（Free 即可）",[25,30573,906],{"id":906},[62,30575,30576,30581,30585,30589],{},[65,30577,30578],{},[912,30579,30580],{"href":30089},"Bito 评测",[65,30582,30583],{},[912,30584,30030],{"href":29651},[65,30586,30587],{},[912,30588,30035],{"href":29654},[65,30590,30591],{},[912,30592,30040],{"href":29657},[25,30594,927],{"id":927},[929,30596,30597,30604,30611,30618],{},[65,30598,30599,30600],{},"CodeRabbit 官网 ",[912,30601,30602],{"href":30602,"rel":30603},"https:\u002F\u002Fcoderabbit.ai",[938],[65,30605,30606,30607],{},"EveryDev.ai — CodeRabbit 工具介绍 ",[912,30608,30609],{"href":30609,"rel":30610},"https:\u002F\u002Fwww.everydev.ai\u002Ftools\u002Fcoderabbit",[938],[65,30612,30613,30614],{},"Toolradar — CodeRabbit Pricing 2026 ",[912,30615,30616],{"href":30616,"rel":30617},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcoderabbit\u002Fpricing",[938],[65,30619,30620,30621],{},"OpenStats — CodeRabbit Review, Pricing & Performance（公司数据 $88M 融资 \u002F $550M valuation \u002F $15M ARR）",[912,30622,30623],{"href":30623,"rel":30624},"https:\u002F\u002Fwww.openstats.ai\u002Fcoderabbit",[938],{"title":263,"searchDepth":308,"depth":308,"links":30626},[30627,30628,30629,30630,30631,30632,30633,30634,30635,30636],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":30256,"depth":277,"text":30257},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcoderabbit.webp","CodeRabbit 真实评测：CodeRabbit Inc. 出品，AI PR 评审最广泛使用的 SaaS。Pro $24\u002Fseat\u002F月（年）\u002F $30（月）、公共仓库无限免费 + 私有仓库 14 天 Pro 试用。多模型（GPT\u002FClaude\u002FGemini）+ Codegraph + 40+ linter + MCP，SOC 2 Type II，估值 $550M、ARR $15M、8000+ 企业客户。",[30640,30643,30646,30649],{"q":30641,"a":30642},"CodeRabbit 怎么按席位算？","Pro 只按『发起 PR 并被 CodeRabbit 评审过的 Git handle』计费——10 人仓库但只有 6 人提 PR，那就 6 个 seat。dashboard 可手动分配 \u002F 取消。fork 外包账号别误接。",{"q":30644,"a":30645},"免费版能做什么？","无限公共仓库 PR 评审 + PR 概要；私有仓库有月度配额；IDE review 限流；14 天 Pro 试用送全功能。开源维护者基本免费用到天荒地老。",{"q":30647,"a":30648},"和 Bito 相比性价比？","CodeRabbit Pro $24 比 Bito Team $12 贵一倍，但 ① 开源仓库无限免费、② IDE\u002FCLI\u002FPR 三入口 + 40+ linter 集成更全、③ Codegraph + MCP 生态更成熟、④ ARR $15M、8000+ 企业客户更稳。Bito 在 Agent 注入架构上下文（AI Architect）上独家。",{"q":13453,"a":30650},"v3 是 agentic + 多模型架构：GPT-5 系列 \u002F Claude 系列 \u002F Gemini 自动路由。Enterprise 可自定义模型 \u002F BYOK。",[1002,3280],{},[12863,12864,12865,24493,30091,30092,30654],"azure-devops",[30656,30659,30663,30666],{"plan":779,"price":773,"features":30657,"notes":30658},"公共 + 私有仓库 PR 概要 + 基础评审（私有限额） + IDE review（限流）","14 天 Pro 试用、无信用卡",{"plan":1174,"price":30660,"features":30661,"notes":30662},"$24\u002Fseat\u002F月（年）\u002F $30（月）","无限私有 PR 评审 + IDE\u002FCLI + Codegraph + 40+ linter + MCP + Jira\u002FLinear","只按发起 PR 的开发者计费",{"plan":4703,"price":4584,"features":30664,"notes":30665},"SSO\u002FSAML + 自托管 + 自定义模型 + SLA + 高级 analytics + 多 org","AWS \u002F GCP Marketplace",{"plan":30252,"price":30106,"features":30667,"notes":30668},"Agentic 编码 loop 用量计费、按 token \u002F 评审次数","与席位计费分开","Free（公共 + 私有限额） \u002F Pro $24\u002Fseat 年付 \u002F $30 月付 \u002F Enterprise 定制 \u002F CLI usage add-on",[30671,30672],{"name":30112,"url":30113},{"name":21380,"url":21381},{"power":321,"ux":321,"price":314,"cn_support":308,"stability":321},{"title":29842,"description":30638},"coding\u002Freview\u002Fcoderabbit",[30677,30679,30681,30683],{"name":30678,"url":30602,"accessed":1029},"CodeRabbit 官网",{"name":30680,"url":30609,"accessed":1029},"EveryDev.ai — CodeRabbit 详细介绍",{"name":30682,"url":30616,"accessed":1029},"Toolradar — CodeRabbit Pricing 2026",{"name":30684,"url":30623,"accessed":1029},"OpenStats — CodeRabbit 公司数据","tools\u002Fcoding\u002Freview\u002Fcoderabbit","AI PR 评审事实标准——v3 + 40+ linter + Codegraph + IDE\u002FCLI\u002FPR 三入口，8K+ 企业、$15M ARR",[30126,30127,7822,30688,1041,12901,6002],"codegraph","AI PR 评审事实标准——开源仓库无限免费、私有仓库 Pro $24\u002Fseat 性价比合理、IDE\u002FCLI\u002FPR 三入口 + 40+ linter + MCP 生态最完善。预算紧 \u002F 极简单审走 Ellipsis $20 flat；要 Agent 注入架构上下文走 Bito AI Architect。","wDD--8f9uaUB17i-rLG_dqGWBErDmv_NH6zq-kTtSJY",{"id":30692,"title":29845,"alternatives":30693,"api_compatible":20,"body":30698,"category":30071,"chinese_friendly":277,"cover":31151,"description":31152,"domestic":986,"extension":987,"faq":31153,"free":986,"github":20,"languages":31166,"meta":31167,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":29651,"pillar":12861,"platforms":31168,"priceTable":31169,"pricing":31177,"published":4588,"relatedPlaybooks":31178,"relatedReviews":20,"score":31180,"self_host":986,"seo":31181,"slug":31182,"sources":31183,"stem":31190,"suitable":20,"tagline":31191,"tags":31192,"updated":1029,"verdict":31194,"website":31195,"__hash__":31196},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis.md",[30694,30695,30696,30697],{"name":29647,"url":29648},{"name":29653,"url":29654},{"name":29656,"url":29657},{"name":30141,"url":30089},{"type":22,"value":30699,"toc":31139},[30700,30702,30705,30708,30710,30760,30762,30782,30787,30791,30795,30816,30820,30840,30842,30872,30874,31014,31016,31063,31065,31094,31096,31114,31116],[25,30701,28],{"id":27},[30,30703,30704],{},"Ellipsis 用 flat $20\u002Fdev\u002F月 + 公共仓库永久免费的定价，做到 AI PR 评审里『价格最厚道、机制最简单』那档。已在 67,000+ GitHub 仓库使用，SOC 2 认证、代码评审完即删。最有意思的功能是 @ellipsis-dev 评论生成 PR——在 issue \u002F PR 里写自然语言指令，几分钟后拿回跑过测试的 PR，build 失败它会自己重试 + 修。",[30,30706,30707],{},"适合：个人开发者 \u002F 小团队 \u002F 开源维护者；要『简单粗暴每人 $20 无限』预算可预测；GitHub-only 流水线。不适合：要 GitLab\u002FBitbucket（不支持）；中文重度团队；要 IDE\u002FCLI 多入口 + 40+ linter（用 CodeRabbit）；要 Codegraph 跨仓推理（用 Greptile）。",[25,30709,60],{"id":60},[62,30711,30712,30718,30724,30730,30736,30742,30748,30754],{},[65,30713,30714,30717],{},[43,30715,30716],{},"AI PR 评审","：line-by-line 评论 + 1-click 修复建议 + 风格学习",[65,30719,30720,30723],{},[43,30721,30722],{},"bug \u002F 反模式检测","：逻辑漏洞 \u002F 边界条件 \u002F 反模式即时标注",[65,30725,30726,30729],{},[43,30727,30728],{},"@ellipsis-dev 评论生成 PR","：在 issue \u002F PR 评论里写需求，AI 生成 PR + 跑测试 + 修 build",[65,30731,30732,30735],{},[43,30733,30734],{},"风格学习","：传英文风格指南，👍\u002F👎 反馈微调",[65,30737,30738,30741],{},[43,30739,30740],{},"GitHub-only 集成","：原生 GitHub App，2-click 接入",[65,30743,30744,30747],{},[43,30745,30746],{},"公共仓库永久免费","：开源项目零成本",[65,30749,30750,30753],{},[43,30751,30752],{},"SOC 2 认证 + 零数据保留","：评审完即删，不训练",[65,30755,30756,30759],{},[43,30757,30758],{},"Q&A","：在 PR 里 @bot 提问，回答带代码定位",[25,30761,158],{"id":158},[62,30763,30764,30770,30776],{},[65,30765,30766,30769],{},[43,30767,30768],{},"公共仓库","：完全免费、永久",[65,30771,30772,30775],{},[43,30773,30774],{},"私有 \u002F Team","：$20\u002Fdev\u002F月，无限 PR 评审 + 无限代码生成 + 无限 Q&A",[65,30777,30778,30781],{},[43,30779,30780],{},"无 LOC \u002F PR 配额","、无 token 超额 surge",[174,30783,30784],{},[30,30785,30786],{},"价格预测性最强：100 个开发者就是 $2000\u002F月，跟用量无关。",[25,30788,30790],{"id":30789},"实测5-人开源-私有混合仓库","实测（5 人开源 + 私有混合仓库）",[30,30792,30793],{},[43,30794,187],{},[62,30796,30797,30800,30803,30810,30813],{},[65,30798,30799],{},"公共仓库 0 成本接入，开源项目维护者直接白嫖",[65,30801,30802],{},"$20 flat 在所有 AI 评审里最简单：不需要算 LOC \u002F PR 数 \u002F token",[65,30804,30805,30806,30809],{},"@ellipsis-dev 真有用：在 issue 写 ",[34,30807,30808],{},"@ellipsis-dev 把 zh.json 的 errors.* 全翻译到 ja.json，跑 test:i18n","，3 分钟出 PR + 测试绿",[65,30811,30812],{},"风格学习实测有效，3 周后评论噪声明显下降",[65,30814,30815],{},"SOC 2 + 用完即删，企业评审过",[30,30817,30818],{},[43,30819,221],{},[62,30821,30822,30825,30828,30831,30834,30837],{},[65,30823,30824],{},"只支持 GitHub，GitLab \u002F Bitbucket \u002F Azure DevOps 团队完全不能用",[65,30826,30827],{},"没有 IDE 插件 + 没有 CLI（只能在 GitHub 网页 \u002F PR 评论用）",[65,30829,30830],{},"中文 PR 描述可识别，但回复英文为主",[65,30832,30833],{},"偶尔过度热心建议无关改动（可在评论说「stop suggesting renames」）",[65,30835,30836],{},"没有 Codegraph 级跨仓推理（找 Greptile）",[65,30838,30839],{},"没有 MCP \u002F Jira 集成，工单流追溯弱",[25,30841,3639],{"id":3639},[929,30843,30844,30847,30850,30853,30862,30869],{},[65,30845,30846],{},"ellipsis.dev → Install on GitHub → 选仓库（公开仓库随便选）",[65,30848,30849],{},"开一个 PR → 等几分钟看 inline 评论 + 概要",[65,30851,30852],{},"给 👍\u002F👎 反馈让它学风格",[65,30854,30855,30856,3140,30859],{},"上传英文风格指南：repo 根 ",[34,30857,30858],{},".ellipsis.yaml",[34,30860,30861],{},"style.md",[65,30863,30864,30865,30868],{},"在 issue 评论 ",[34,30866,30867],{},"@ellipsis-dev \u003C你的需求>"," → 等它生成 PR",[65,30870,30871],{},"私有仓库：升级 $20\u002Fdev → 一键加私有仓库",[25,30873,611],{"id":611},[613,30875,30876,30890],{},[616,30877,30878],{},[619,30879,30880,30882,30884,30886,30888],{},[622,30881,624],{},[622,30883,29845],{},[622,30885,29842],{},[622,30887,29839],{},[622,30889,30361],{},[637,30891,30892,30906,30922,30934,30947,30964,30977,30989,31001],{},[619,30893,30894,30897,30899,30902,30904],{},[642,30895,30896],{},"私有起价",[642,30898,30379],{},[642,30900,30901],{},"$24\u002F$30",[642,30903,30376],{},[642,30905,30382],{},[619,30907,30908,30911,30914,30917,30920],{},[642,30909,30910],{},"LOC \u002F PR 配额",[642,30912,30913],{},"❌ 无限",[642,30915,30916],{},"无私有 PR 限",[642,30918,30919],{},"5K LOC\u002Fseat",[642,30921,1779],{},[619,30923,30924,30926,30928,30930,30932],{},[642,30925,30390],{},[642,30927,30393],{},[642,30929,30393],{},[642,30931,688],{},[642,30933,30400],{},[619,30935,30936,30939,30941,30943,30945],{},[642,30937,30938],{},"@bot 生成 PR",[642,30940,713],{},[642,30942,688],{},[642,30944,688],{},[642,30946,688],{},[619,30948,30949,30952,30955,30958,30961],{},[642,30950,30951],{},"Git 平台",[642,30953,30954],{},"GitHub-only",[642,30956,30957],{},"GitHub\u002FGitLab\u002FBitbucket\u002FAzure",[642,30959,30960],{},"GitHub\u002FGitLab\u002FBitbucket",[642,30962,30963],{},"GitHub\u002FGitLab",[619,30965,30966,30969,30971,30973,30975],{},[642,30967,30968],{},"IDE \u002F CLI",[642,30970,688],{},[642,30972,713],{},[642,30974,713],{},[642,30976,688],{},[619,30978,30979,30981,30983,30985,30987],{},[642,30980,30457],{},[642,30982,2193],{},[642,30984,7560],{},[642,30986,4334],{},[642,30988,4329],{},[619,30990,30991,30993,30995,30997,30999],{},[642,30992,29906],{},[642,30994,29909],{},[642,30996,713],{},[642,30998,29694],{},[642,31000,713],{},[619,31002,31003,31005,31007,31009,31011],{},[642,31004,12701],{},[642,31006,29949],{},[642,31008,29944],{},[642,31010,29944],{},[642,31012,31013],{},"SOC 2 Type II + HIPAA",[25,31015,801],{"id":801},[62,31017,31018,31024,31030,31036,31042,31051,31057],{},[65,31019,31020,31023],{},[43,31021,31022],{},"GitHub-only 锁死","：要 GitLab\u002FBitbucket 团队别选",[65,31025,31026,31029],{},[43,31027,31028],{},"@ellipsis-dev 别滥用","：生成 PR 会真改你的分支并跑 CI，工作流卡的时候自己 revert",[65,31031,31032,31035],{},[43,31033,31034],{},"风格指南要英文","：中文风格描述识别一般，关键规则用英文写",[65,31037,31038,31041],{},[43,31039,31040],{},"没 IDE = 不能本地评审","：commit 前评审需求走 CodeRabbit",[65,31043,31044,31047,31048,31050],{},[43,31045,31046],{},"过度热心","：偶尔建议无关改动，用 ",[34,31049,30858],{}," 限制范围或评论里制止",[65,31052,31053,31056],{},[43,31054,31055],{},"不要把它当 Codegraph 用","：跨仓 \u002F 大型重构推理走 Greptile",[65,31058,31059,31062],{},[43,31060,31061],{},"没 MCP \u002F Jira","：工单流深度集成走 CodeRabbit \u002F Bito",[25,31064,872],{"id":871},[62,31066,31067,31070,31073,31076,31079,31082,31085,31088,31091],{},[65,31068,31069],{},"✅ 个人开发者 \u002F 小团队 \u002F 开源维护者",[65,31071,31072],{},"✅ 公共仓库 + 永久 0 成本",[65,31074,31075],{},"✅ GitHub-only 流水线",[65,31077,31078],{},"✅ 要 @bot 生成 PR 这个 agent 能力",[65,31080,31081],{},"✅ 预算预测性 > 一切（flat 定价）",[65,31083,31084],{},"❌ GitLab \u002F Bitbucket 团队",[65,31086,31087],{},"❌ 中文母语团队（CodeRabbit \u002F Bito 更友好）",[65,31089,31090],{},"❌ 要 IDE \u002F CLI 多入口（CodeRabbit）",[65,31092,31093],{},"❌ Codegraph 跨仓推理（Greptile）",[25,31095,906],{"id":906},[62,31097,31098,31102,31106,31110],{},[65,31099,31100],{},[912,31101,30025],{"href":29648},[65,31103,31104],{},[912,31105,30580],{"href":30089},[65,31107,31108],{},[912,31109,30035],{"href":29654},[65,31111,31112],{},[912,31113,30040],{"href":29657},[25,31115,927],{"id":927},[929,31117,31118,31125,31132],{},[65,31119,31120,31121],{},"AI41 — Ellipsis 工具介绍（含 67K+ 仓库 \u002F $20 flat \u002F SOC 2）",[912,31122,31123],{"href":31123,"rel":31124},"https:\u002F\u002Fai41.org\u002Ftool\u002Fellipsis",[938],[65,31126,31127,31128],{},"Costbench — Ellipsis Pricing 2026 ",[912,31129,31130],{"href":31130,"rel":31131},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-code-review\u002Fellipsis",[938],[65,31133,31134,31135],{},"AIChief — Ellipsis Review 2026（\"unlimited usage, free for public GitHub repos\"）",[912,31136,31137],{"href":31137,"rel":31138},"https:\u002F\u002Faichief.com\u002Fai-code-assistant\u002Fellipsis\u002F",[938],{"title":263,"searchDepth":308,"depth":308,"links":31140},[31141,31142,31143,31144,31145,31146,31147,31148,31149,31150],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":30789,"depth":277,"text":30790},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fellipsis.webp","Ellipsis 真实评测：$20\u002Fdev\u002F月 flat、无限 PR 评审 + 代码生成 + Q&A，公共仓库永久免费。在 67,000+ GitHub 仓库使用，SOC 2 认证、用完即删。@ellipsis-dev 评论可生成 + 跑测试 + 修 build 的 PR。",[31154,31157,31160,31163],{"q":31155,"a":31156},"$20 真的无限吗？","是。Flat $20\u002Fdev\u002F月，无 PR 数 \u002F LOC \u002F token 上限，相对 CodeRabbit Pro $24 + 5K LOC 限制和 Bito Team $12 + 5K LOC + 超出 $5\u002F1K 的方案明显厚道。",{"q":31158,"a":31159},"@ellipsis-dev 是什么？","在 GitHub issue \u002F PR 评论里 `@ellipsis-dev 请加 OAuth 登录` 这样写，Ellipsis 几分钟后生成一个跑过测试的 PR；build 红了它会自己重试 + 修。算半个 SWE agent。",{"q":31161,"a":31162},"和 CodeRabbit 怎么选？","Ellipsis 价格更厚道（$20 flat vs CodeRabbit Pro $24 + 配额）+ 有 @ellipsis-dev 评论生成 PR 这个杀手锏；但 CodeRabbit 在 IDE\u002FCLI 多入口 + 40+ linter + MCP 生态 + 多语言文档上更成熟。预算紧 \u002F 个人维护者 \u002F 公共仓库走 Ellipsis；企业团队 + 多平台 + 完整 linter 走 CodeRabbit。",{"q":31164,"a":31165},"支持中文吗？","界面 \u002F 评论默认英文，PR 描述用中文可识别，但评论回复以英文为主。中文母语团队体验不如 CodeRabbit \u002F Bito。",[1002],{},[24493,12863],[31170,31173],{"plan":30768,"price":773,"features":31171,"notes":31172},"完整功能 + 无限评审 + 代码生成 + Q&A","永久免费、SOC 2、代码用完即删",{"plan":30774,"price":31174,"features":31175,"notes":31176},"$20\u002Fdev\u002F月","无限 PR 评审 + @ellipsis-dev 评论生成 PR + 风格学习 + bug 检测","Flat，无 LOC 限制","公共仓库免费 \u002F 私有 $20\u002Fdev\u002F月 无限",[31179],{"name":30112,"url":30113},{"power":314,"ux":314,"price":321,"cn_support":277,"stability":314},{"title":29845,"description":31152},"coding\u002Freview\u002Fellipsis",[31184,31186,31188],{"name":31185,"url":31123,"accessed":1029},"AI41 — Ellipsis 介绍",{"name":31187,"url":31130,"accessed":1029},"Costbench — Ellipsis Pricing 2026",{"name":31189,"url":31137,"accessed":1029},"AIChief — Ellipsis Review 2026","tools\u002Fcoding\u002Freview\u002Fellipsis","$20\u002Fdev\u002F月 flat 无限——AI 评审 + 从 GitHub 评论生成 PR + 67K+ 仓库使用、公共项目永久免费",[30126,30127,24493,1005,12901,31193],"flat-pricing","$20\u002Fdev flat 无限 PR 评审 + 公共仓库免费——价格最厚道的 AI 评审 SaaS。要 IDE\u002FCLI 多入口 + 40+ linter 生态走 CodeRabbit；要 Codegraph 跨仓走 Greptile。","https:\u002F\u002Fwww.ellipsis.dev","cQutRtbEL1_tDuO9IRtPbaXcZ0EEnzK4twAql0-66bY",{"id":31198,"title":30361,"alternatives":31199,"api_compatible":20,"body":31204,"category":30071,"chinese_friendly":277,"cover":31659,"description":31660,"domestic":986,"extension":987,"faq":31661,"free":986,"github":20,"languages":31672,"meta":31673,"models":20,"navigation":317,"notSuitable":20,"opensource":986,"path":29654,"pillar":12861,"platforms":31674,"priceTable":31675,"pricing":31686,"published":4588,"relatedPlaybooks":31687,"relatedReviews":20,"score":31689,"self_host":317,"seo":31690,"slug":31691,"sources":31692,"stem":31699,"suitable":20,"tagline":31700,"tags":31701,"updated":1029,"verdict":31702,"website":31703,"__hash__":31704},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md",[31200,31201,31202,31203],{"name":29647,"url":29648},{"name":29650,"url":29651},{"name":29656,"url":29657},{"name":30141,"url":30089},{"type":22,"value":31205,"toc":31647},[31206,31208,31211,31214,31216,31289,31291,31308,31313,31317,31321,31341,31345,31364,31366,31395,31397,31519,31521,31571,31573,31602,31604,31622,31624],[25,31207,28],{"id":27},[30,31209,31210],{},"Greptile 把整个代码库建成一张图——function \u002F variable \u002F class \u002F file \u002F dir + 依赖全 indexed，评审一个 diff 时顺着图拉相关代码当上下文，跨文件 ripple effect 推理在同类里最强。Agent v4（2026-03-05）让每 PR 被采纳评论数 +74%，多模型架构含 NVIDIA Nemotron 3 Ultra。SOC 2 Type II + HIPAA + 自托管 air-gapped 选项。2026-03-05 起从纯订阅转 base + usage 定价，联系销售报价。",[30,31212,31213],{},"适合：大型 \u002F 跨仓 monorepo、遗留代码、HIPAA \u002F 医疗 \u002F 金融强合规、Next.js \u002F Node.js 中后期初创。不适合：小项目（Ellipsis $20 flat 更划算）；要 IDE\u002FCLI 多入口（CodeRabbit）；GitHub\u002FGitLab 之外平台（不支持 Bitbucket\u002FAzure）。",[25,31215,60],{"id":60},[62,31217,31218,31224,31230,31236,31242,31248,31258,31267,31273,31279,31284],{},[65,31219,31220,31223],{},[43,31221,31222],{},"Complete Codebase Context","：仓库代码图（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir + 依赖）；评审时拉相关 + 依赖 + 相似代码",[65,31225,31226,31229],{},[43,31227,31228],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[65,31231,31232,31235],{},[43,31233,31234],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[65,31237,31238,31241],{},[43,31239,31240],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[65,31243,31244,31247],{},[43,31245,31246],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[65,31249,31250,31253,31254,31257],{},[43,31251,31252],{},"Conversation","：在 PR 评论里 ",[34,31255,31256],{},"@greptileai \u003C问题>"," 跟进",[65,31259,31260,76,31263,31266],{},[43,31261,31262],{},"Pattern Repos",[34,31264,31265],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[65,31268,31269,31272],{},[43,31270,31271],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[65,31274,31275,31278],{},[43,31276,31277],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[65,31280,31281],{},[43,31282,31283],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[65,31285,31286,31288],{},[43,31287,4979],{},"：含 NVIDIA Nemotron 3 Ultra 等",[25,31290,158],{"id":158},[62,31292,31293,31298,31303],{},[65,31294,31295,31297],{},[43,31296,779],{},"：基础评审 + 限额",[65,31299,31300,31302],{},[43,31301,1174],{},"：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[65,31304,31305,31307],{},[43,31306,4703],{},"：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[174,31309,31310],{},[30,31311,31312],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[25,31314,31316],{"id":31315},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[30,31318,31319],{},[43,31320,187],{},[62,31322,31323,31326,31329,31332,31335,31338],{},[65,31324,31325],{},"跨文件追依赖是真本事：改一个 schema，它能标出 12 处 query 受影响，提前给迁移建议",[65,31327,31328],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[65,31330,31331],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[65,31333,31334],{},"反馈学习有效，2 周后噪声明显降",[65,31336,31337],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[65,31339,31340],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[30,31342,31343],{},[43,31344,221],{},[62,31346,31347,31350,31353,31356,31358,31361],{},[65,31348,31349],{},"不支持 Bitbucket \u002F Azure DevOps",[65,31351,31352],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[65,31354,31355],{},"2026-03 转 base + usage 后小项目反而变贵——10 人左右团队对比 Ellipsis $20 flat 不划算",[65,31357,15386],{},[65,31359,31360],{},"没有 40+ linter 集成（不像 CodeRabbit）",[65,31362,31363],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[25,31365,3639],{"id":3639},[929,31367,31368,31371,31374,31377,31384,31389,31392],{},[65,31369,31370],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[65,31372,31373],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[65,31375,31376],{},"开 PR 试评 → 看跨文件评论 + 时序图",[65,31378,31379,31380,31383],{},"在 PR 评论里 ",[34,31381,31382],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[65,31385,13197,31386,31388],{},[34,31387,31265],{},"：自定义 standards + patternsRepo",[65,31390,31391],{},"给 👍\u002F👎 训风格",[65,31393,31394],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[25,31396,611],{"id":611},[613,31398,31399,31413],{},[616,31400,31401],{},[619,31402,31403,31405,31407,31409,31411],{},[622,31404,624],{},[622,31406,30361],{},[622,31408,29842],{},[622,31410,29845],{},[622,31412,29848],{},[637,31414,31415,31428,31442,31454,31466,31479,31492,31505],{},[619,31416,31417,31420,31422,31424,31426],{},[642,31418,31419],{},"Codegraph \u002F 跨文件",[642,31421,21783],{},[642,31423,30443],{},[642,31425,29909],{},[642,31427,12399],{},[619,31429,31430,31433,31436,31438,31440],{},[642,31431,31432],{},"大代码库 \u002F monorepo",[642,31434,31435],{},"✅ 最强",[642,31437,713],{},[642,31439,2193],{},[642,31441,713],{},[619,31443,31444,31446,31448,31450,31452],{},[642,31445,30968],{},[642,31447,688],{},[642,31449,713],{},[642,31451,688],{},[642,31453,713],{},[619,31455,31456,31458,31460,31462,31464],{},[642,31457,30457],{},[642,31459,4329],{},[642,31461,7560],{},[642,31463,2193],{},[642,31465,2193],{},[619,31467,31468,31470,31472,31475,31477],{},[642,31469,30951],{},[642,31471,30963],{},[642,31473,31474],{},"+ Bitbucket\u002FAzure",[642,31476,30954],{},[642,31478,30960],{},[619,31480,31481,31484,31486,31488,31490],{},[642,31482,31483],{},"HIPAA",[642,31485,713],{},[642,31487,4329],{},[642,31489,4329],{},[642,31491,4329],{},[619,31493,31494,31496,31499,31501,31503],{},[642,31495,754],{},[642,31497,31498],{},"Enterprise air-gapped",[642,31500,4703],{},[642,31502,4329],{},[642,31504,4703],{},[619,31506,31507,31510,31512,31515,31517],{},[642,31508,31509],{},"定价",[642,31511,30382],{},[642,31513,31514],{},"$24\u002F$30 + CLI add-on",[642,31516,30379],{},[642,31518,2510],{},[25,31520,801],{"id":801},[62,31522,31523,31529,31535,31541,31547,31553,31559,31565],{},[65,31524,31525,31528],{},[43,31526,31527],{},"不要把它当中小项目工具用","：base + usage 起步成本对 \u003C10 人团队不友好，先 Ellipsis $20 flat",[65,31530,31531,31534],{},[43,31532,31533],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[65,31536,31537,31540],{},[43,31538,31539],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[65,31542,31543,31546],{},[43,31544,31545],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[65,31548,31549,31552],{},[43,31550,31551],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[65,31554,31555,31558],{},[43,31556,31557],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[65,31560,31561,31564],{},[43,31562,31563],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[65,31566,31567,31570],{},[43,31568,31569],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[25,31572,872],{"id":871},[62,31574,31575,31578,31581,31584,31587,31590,31593,31596,31599],{},[65,31576,31577],{},"✅ 大型 monorepo \u002F 跨仓推理",[65,31579,31580],{},"✅ 遗留代码 \u002F 复杂依赖",[65,31582,31583],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[65,31585,31586],{},"✅ Next.js \u002F Node.js 中后期初创",[65,31588,31589],{},"✅ 自托管 \u002F air-gapped 要求",[65,31591,31592],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[65,31594,31595],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[65,31597,31598],{},"❌ Bitbucket \u002F Azure DevOps",[65,31600,31601],{},"❌ 中文母语团队",[25,31603,906],{"id":906},[62,31605,31606,31610,31614,31618],{},[65,31607,31608],{},[912,31609,30025],{"href":29648},[65,31611,31612],{},[912,31613,30030],{"href":29651},[65,31615,31616],{},[912,31617,30040],{"href":29657},[65,31619,31620],{},[912,31621,30580],{"href":30089},[25,31623,927],{"id":927},[929,31625,31626,31633,31640],{},[65,31627,31628,31629],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[912,31630,31631],{"href":31631,"rel":31632},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[938],[65,31634,31635,31636],{},"Stackviv — Greptile Review 2026 ",[912,31637,31638],{"href":31638,"rel":31639},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[938],[65,31641,31642,31643],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[912,31644,31645],{"href":31645,"rel":31646},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[938],{"title":263,"searchDepth":308,"depth":308,"links":31648},[31649,31650,31651,31652,31653,31654,31655,31656,31657,31658],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":31315,"depth":277,"text":31316},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fgreptile.webp","Greptile 真实评测：把整个仓库建成代码图（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir + 依赖），评审时跨文件追 ripple effect。Agent v4（2026-03）addressed comments per PR +74%；多模型架构含 NVIDIA Nemotron 3 Ultra；SOC 2 Type II + HIPAA；2026-03-05 转 base+usage 定价。",[31662,31665,31668,31670],{"q":31663,"a":31664},"Greptile 强在哪？","Codegraph——把整个仓库（function\u002Fvariable\u002Fclass\u002Ffile\u002Fdir\u002F依赖）建成图，评审一个 diff 时不是只看变更那几行，而是顺着图把『相关代码 + 依赖代码 + 相似代码』全拉出来当上下文。30+ 文件的大型 PR \u002F 跨多模块的改动，它比 CodeRabbit \u002F Ellipsis 看得更深。",{"q":31666,"a":31667},"Agent v4 是什么？","2026-03-05 发布，对比 v3『每 PR 被采纳的评论数』提升 74%；底层多模型架构含 NVIDIA Nemotron 3 Ultra。",{"q":31161,"a":31669},"都用代码图但侧重不同：Greptile 在跨文件 \u002F 大代码库 \u002F 遗留系统推理上更强、HIPAA 合规更完整。CodeRabbit 在 IDE\u002FCLI 多入口、40+ linter 集成、MCP 生态、开源仓库无限免费上更广。大型 monorepo + 强合规 + 不要 IDE\u002FCLI 走 Greptile；其余场景走 CodeRabbit。",{"q":31164,"a":31671},"纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",[1002],{},[24493,30091],[31676,31679,31683],{"plan":779,"price":773,"features":31677,"notes":31678},"基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":1174,"price":31680,"features":31681,"notes":31682},"base + usage（2026-03-05 起）","更多仓库 + PR 量 + Codegraph + 自定义标准 + 反馈学习","联系销售按规模报价",{"plan":4703,"price":4584,"features":31684,"notes":31685},"自托管 \u002F air-gapped + SSO + HIPAA + 多 org + API 100 req\u002Fh\u002FIP","针对大企业 \u002F 强合规","Freemium \u002F base + usage（2026-03-05 起） \u002F Enterprise self-host",[31688],{"name":30112,"url":30113},{"power":321,"ux":314,"price":308,"cn_support":277,"stability":314},{"title":30361,"description":31660},"coding\u002Freview\u002Fgreptile",[31693,31695,31697],{"name":31694,"url":31631,"accessed":1029},"Stork.AI — Greptile Review 2026",{"name":31696,"url":31638,"accessed":1029},"Stackviv — Greptile Review 2026",{"name":31698,"url":31645,"accessed":1029},"Greptile 官方文档 — Key Features","tools\u002Fcoding\u002Freview\u002Fgreptile","Codegraph 跨文件推理 + Agent v4——把整个代码库建图，理解 ripple effect 的 AI 评审",[30126,30127,30688,15926,12901,1041],"Codegraph 跨文件推理是同类里最强——大型 \u002F 跨仓库 \u002F 遗留代码评审首选。$24 flat 极简定价走 Ellipsis；IDE\u002FCLI\u002FMCP 多入口走 CodeRabbit；HIPAA + 自托管 + 大代码库走 Greptile。","https:\u002F\u002Fwww.greptile.com","-m8d6QBFMdkGx-hbW0Uw3Px_Naqk-1wfS_XRGzqORaY",{"id":31706,"title":29848,"alternatives":31707,"api_compatible":20,"body":31712,"category":30071,"chinese_friendly":308,"cover":32176,"description":32177,"domestic":986,"extension":987,"faq":32178,"free":986,"github":20,"languages":32190,"meta":32191,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":29657,"pillar":12861,"platforms":32192,"priceTable":32193,"pricing":32205,"published":4588,"relatedPlaybooks":32206,"relatedReviews":20,"score":32210,"self_host":317,"seo":32211,"slug":32212,"sources":32213,"stem":32222,"suitable":20,"tagline":32223,"tags":32224,"updated":1029,"verdict":32228,"website":32229,"__hash__":32230},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fqodo.md",[31708,31709,31710,31711],{"name":29647,"url":29648},{"name":29650,"url":29651},{"name":29653,"url":29654},{"name":30141,"url":30089},{"type":22,"value":31713,"toc":32164},[31714,31716,31719,31722,31724,31784,31786,31816,31821,31825,31829,31853,31857,31874,31876,31902,31904,32030,32032,32082,32084,32110,32112,32132,32134],[25,31715,28],{"id":27},[30,31717,31718],{},"Qodo（前 CodiumAI，2024 改名）把 AI 代码评审 + 自动测试生成 + IDE 助手做成『三件套』——Qodo Merge（PR 评审）+ Qodo Cover（回归测试 agent）+ Qodo Gen（IDE 代码 + 测试生成）。Developer 永久免费（30 PR\u002F月组织池），Teams $30\u002Fseat\u002F月（年付），Enterprise BYOK + on-prem。开源 PR-Agent 是其评审引擎底座，多模型（Claude \u002F OpenAI \u002F 其他）+ Living Rules + Context Engine。",[30,31720,31721],{},"适合：test coverage 低 \u002F 单测需要 AI 大量补全的团队、要 PR 评审 + 测试生成一体的中大型 dev org、Enterprise 要 BYOK \u002F on-prem 治理。不适合：纯 PR 评审且预算紧（CodeRabbit \u002F Ellipsis 更便宜）、个人开发者重度（30 PR 组织池可能不够）、要 MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito 更广）。",[25,31723,60],{"id":60},[62,31725,31726,31732,31738,31744,31749,31755,31761,31767,31773,31779],{},[65,31727,31728,31731],{},[43,31729,31730],{},"Qodo Merge","：agentic PR 评审，GitHub\u002FGitLab\u002FBitbucket，line-by-line + 跨文件 + 概要",[65,31733,31734,31737],{},[43,31735,31736],{},"Qodo Cover","：autonomous regression-testing agent，生成 + 验证测试",[65,31739,31740,31743],{},[43,31741,31742],{},"Qodo Gen","：VS Code \u002F JetBrains IDE 插件，代码 + 测试 + chat",[65,31745,31746,31748],{},[43,31747,13255],{},"：terminal agentic 质量工作流",[65,31750,31751,31754],{},[43,31752,31753],{},"Living Rules System","：从 codebase + PR 历史自学习规则、可编辑、跨仓 enforce",[65,31756,31757,31760],{},[43,31758,31759],{},"Multi-repo Context Engine","：跨仓推理大代码库",[65,31762,31763,31766],{},[43,31764,31765],{},"Model-flexible","：Claude \u002F OpenAI \u002F 其他；Enterprise BYOK",[65,31768,31769,31772],{},[43,31770,31771],{},"Open Source 底座","：PR-Agent（widely adopted OSS PR 评审引擎）",[65,31774,31775,31778],{},[43,31776,31777],{},"Governance","：仪表盘 \u002F 分析 \u002F SSO \u002F SAML \u002F 审计日志（Enterprise）",[65,31780,31781,31783],{},[43,31782,17934],{},"：cloud SaaS \u002F 单租户 \u002F on-prem（Enterprise）",[25,31785,158],{"id":158},[62,31787,31788,31794,31799,31804,31810],{},[65,31789,31790,31793],{},[43,31791,31792],{},"Developer (Free)","：30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + 社区支持",[65,31795,31796,31798],{},[43,31797,13682],{},"：$30\u002Fseat\u002F月（年）≈ $38\u002Fseat\u002F月（月付），更高 credits + agentic PR + Living Rules + 仪表盘",[65,31800,31801,31803],{},[43,31802,4703],{},"：定制；SSO\u002FSAML + 审计 + BYOK + 跨仓上下文 + on-prem + SLA",[65,31805,31806,31809],{},[43,31807,31808],{},"14 天免费试用","：解锁 unlimited，无信用卡",[65,31811,31812,31815],{},[43,31813,31814],{},"Qodo for Open Source","：合格 OSS 项目免费",[174,31817,31818],{},[30,31819,31820],{},"注意：30 PR 是『组织池共享』而非每人 30，\u003C10 人小团队 Developer 档够用，>10 人很快吃完。",[25,31822,31824],{"id":31823},"实测15-人-saas-python-tslow-test-coverage","实测（15 人 SaaS \u002F Python + TS、low test coverage）",[30,31826,31827],{},[43,31828,187],{},[62,31830,31831,31834,31837,31844,31847,31850],{},[65,31832,31833],{},"Qodo Cover 自动给老代码补单测：3 周补了 1200+ tests，coverage 从 38% 升到 71%",[65,31835,31836],{},"Qodo Merge 评审质量稳定，agentic 模式跨文件推理 OK",[65,31838,31839,31840,31843],{},"Qodo Gen IDE 插件 ",[34,31841,31842],{},"\u002Ftest"," 命令直接生成函数级单测 + 边界用例",[65,31845,31846],{},"Living Rules 自学习有效，团队架构约定固化后跨仓评审一致",[65,31848,31849],{},"多模型 + BYOK（Enterprise）合规友好",[65,31851,31852],{},"开源 PR-Agent 给小项目 \u002F 试水零成本路径",[30,31854,31855],{},[43,31856,221],{},[62,31858,31859,31862,31865,31868,31871],{},[65,31860,31861],{},"定价方式『令人困惑』：官网 emphasize credit-based 但 per-user tiers 也在流通，预算难算",[65,31863,31864],{},"Credits 按模型消耗不同，token-heavy 模型烧得快",[65,31866,31867],{},"免费 PR 配额从 75 降到 30（组织池），团队 share 紧",[65,31869,31870],{},"Teams $30 比 CodeRabbit Pro $24 贵 25%",[65,31872,31873],{},"中文场景体验一般",[25,31875,3639],{"id":3639},[929,31877,31878,31881,31884,31887,31893,31896,31899],{},[65,31879,31880],{},"qodo.ai → 选 Developer Free → GitHub \u002F GitLab \u002F Bitbucket App 接入",[65,31882,31883],{},"装 VS Code 或 JetBrains 插件（Qodo Gen）",[65,31885,31886],{},"在 PR 上看 Qodo Merge 评论",[65,31888,31889,31890,31892],{},"在 IDE 选函数 → ",[34,31891,31842],{}," 生成单测",[65,31894,31895],{},"启 Qodo Cover：选目标模块 \u002F coverage 目标 → 跑 agent",[65,31897,31898],{},"配 Living Rules：从仓库 PR 历史自动学，或手动添加",[65,31900,31901],{},"进阶：BYOK \u002F on-prem 走 Enterprise",[25,31903,611],{"id":611},[613,31905,31906,31920],{},[616,31907,31908],{},[619,31909,31910,31912,31914,31916,31918],{},[622,31911,624],{},[622,31913,29848],{},[622,31915,29842],{},[622,31917,30361],{},[622,31919,29845],{},[637,31921,31922,31936,31950,31964,31977,31990,32002,32016],{},[619,31923,31924,31927,31930,31932,31934],{},[642,31925,31926],{},"PR 评审",[642,31928,31929],{},"✅ Qodo Merge",[642,31931,713],{},[642,31933,713],{},[642,31935,713],{},[619,31937,31938,31941,31944,31946,31948],{},[642,31939,31940],{},"自动测试生成",[642,31942,31943],{},"✅ Qodo Cover 独家",[642,31945,688],{},[642,31947,688],{},[642,31949,688],{},[619,31951,31952,31955,31958,31960,31962],{},[642,31953,31954],{},"IDE",[642,31956,31957],{},"✅ Qodo Gen",[642,31959,713],{},[642,31961,688],{},[642,31963,688],{},[619,31965,31966,31968,31970,31973,31975],{},[642,31967,13255],{},[642,31969,713],{},[642,31971,31972],{},"✅ + agent",[642,31974,688],{},[642,31976,688],{},[619,31978,31979,31981,31983,31986,31988],{},[642,31980,770],{},[642,31982,30385],{},[642,31984,31985],{},"Pro $24",[642,31987,30382],{},[642,31989,30379],{},[619,31991,31992,31994,31996,31998,32000],{},[642,31993,30390],{},[642,31995,30403],{},[642,31997,30393],{},[642,31999,30400],{},[642,32001,30393],{},[619,32003,32004,32007,32010,32012,32014],{},[642,32005,32006],{},"自托管 \u002F BYOK",[642,32008,32009],{},"✅ Enterprise",[642,32011,4703],{},[642,32013,4703],{},[642,32015,4329],{},[619,32017,32018,32021,32024,32026,32028],{},[642,32019,32020],{},"开源底座",[642,32022,32023],{},"✅ PR-Agent",[642,32025,688],{},[642,32027,688],{},[642,32029,688],{},[25,32031,801],{"id":801},[62,32033,32034,32040,32046,32052,32058,32064,32070,32076],{},[65,32035,32036,32039],{},[43,32037,32038],{},"30 PR\u002F月是组织池别理解错","：>10 人团队 Free 档极快用完，Teams 几乎必然",[65,32041,32042,32045],{},[43,32043,32044],{},"Credit 消耗与模型相关","：选大模型时设预算告警",[65,32047,32048,32051],{},[43,32049,32050],{},"Qodo Cover 不要全代码库跑","：先在低 coverage 模块小范围验证，看生成测试质量再放大",[65,32053,32054,32057],{},[43,32055,32056],{},"Living Rules 别一次性导太多","：渐进引入，避免噪声",[65,32059,32060,32063],{},[43,32061,32062],{},"测试质量需 review","：AI 生成的测试要看是否真正断言而不是 happy-path",[65,32065,32066,32069],{},[43,32067,32068],{},"BYOK 仅 Enterprise","：合规预算要先确认",[65,32071,32072,32075],{},[43,32073,32074],{},"Qodo Gen IDE 占 IDE credits","：高频用要观察额度，必要时上 Teams",[65,32077,32078,32081],{},[43,32079,32080],{},"开源 PR-Agent 仍维护","：极低预算 \u002F 完全自托管走 PR-Agent",[25,32083,872],{"id":871},[62,32085,32086,32089,32092,32095,32098,32101,32104,32107],{},[65,32087,32088],{},"✅ test coverage 低 \u002F 需要 AI 补单测的团队",[65,32090,32091],{},"✅ PR 评审 + 测试生成一体化需求",[65,32093,32094],{},"✅ Enterprise BYOK \u002F on-prem \u002F 强治理",[65,32096,32097],{},"✅ 多 IDE + 多 Git 平台覆盖",[65,32099,32100],{},"✅ 合格 OSS 项目（Qodo for Open Source 免费）",[65,32102,32103],{},"❌ 纯 PR 评审 + 预算紧（CodeRabbit \u002F Ellipsis）",[65,32105,32106],{},"❌ 个人开发者重度（组织池配额吃紧）",[65,32108,32109],{},"❌ MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito）",[25,32111,906],{"id":906},[62,32113,32114,32118,32122,32126],{},[65,32115,32116],{},[912,32117,30025],{"href":29648},[65,32119,32120],{},[912,32121,30030],{"href":29651},[65,32123,32124],{},[912,32125,30035],{"href":29654},[65,32127,32128],{},[912,32129,32131],{"href":32130},"\u002Fplaybook\u002Fonboarding\u002Fai-unit-test-coverage","AI 单测覆盖率攻坚 Playbook",[25,32133,927],{"id":927},[929,32135,32136,32143,32150,32157],{},[65,32137,32138,32139],{},"Qodo 官网 — 产品三件套介绍 ",[912,32140,32141],{"href":32141,"rel":32142},"https:\u002F\u002Fwww.qodo.ai\u002F",[938],[65,32144,32145,32146],{},"Toolchase — Qodo Review 2026（含 Developer 30 PR \u002F Teams $30 \u002F Enterprise 细节）",[912,32147,32148],{"href":32148,"rel":32149},"https:\u002F\u002Ftoolchase.com\u002Ftool\u002Fqodo",[938],[65,32151,32152,32153],{},"Pickuma — Qodo Review 2026（Qodo Merge + PR-Agent 开源） ",[912,32154,32155],{"href":32155,"rel":32156},"https:\u002F\u002Fpickuma.com\u002Ffor-dev\u002Fqodo-review-ai-test-generation-pr-review-2026",[938],[65,32158,32159,32160],{},"DEV.to — Qodo AI Review 2026 ",[912,32161,32162],{"href":32162,"rel":32163},"https:\u002F\u002Fdev.to\u002Frahulxsingh\u002Fqodo-ai-review-2026-is-it-the-best-ai-testing-tool-31hj",[938],{"title":263,"searchDepth":308,"depth":308,"links":32165},[32166,32167,32168,32169,32170,32171,32172,32173,32174,32175],{"id":27,"depth":277,"text":28},{"id":60,"depth":277,"text":60},{"id":158,"depth":277,"text":158},{"id":31823,"depth":277,"text":31824},{"id":3639,"depth":277,"text":3639},{"id":611,"depth":277,"text":611},{"id":801,"depth":277,"text":801},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fqodo.webp","Qodo 真实评测（前 CodiumAI 2024 改名）：Qodo Merge PR 评审 + Qodo Cover 测试生成 + Qodo Gen IDE 助手。Developer Free（30 PR\u002F月组织池 + 250 credits）\u002F Teams $30\u002Fseat\u002F月 \u002F Enterprise 定制。多 IDE + 多 Git 平台 + 多模型 + BYOK + Living Rules + Context Engine + OSS PR-Agent 开源底座。",[32179,32182,32185,32187],{"q":32180,"a":32181},"Qodo 和 CodiumAI 是什么关系？","2024 年 CodiumAI 改名 Qodo，所有产品 \u002F 账号 \u002F 集成自动迁移。改名为了从『测试生成工具』拓展为『AI 代码质量平台』，并避免与 VSCodium 名字冲突。开源 PR-Agent 仍是其底座。",{"q":32183,"a":32184},"三个产品分别做什么？","Qodo Merge = PR 评审（GitHub\u002FGitLab\u002FBitbucket）；Qodo Cover = 自动回归测试 agent；Qodo Gen = VS Code\u002FJetBrains IDE 代码 + 测试生成。三个都包含在所有付费档里。",{"q":31161,"a":32186},"纯 PR 评审 → CodeRabbit Pro $24 更便宜 + IDE\u002FCLI\u002FMCP 生态更广 + 公共仓库无限免费。需要 PR 评审 + 自动测试生成（test coverage 低、需要补单测）→ Qodo Teams $30 是唯一二合一方案。",{"q":32188,"a":32189},"Living Rules 是什么？","从 codebase + PR 历史自学习的『规则系统』：把团队架构约定、命名风格、领域决策固化成 machine-readable rules，所有开发者 \u002F reviewer \u002F AI agent 都遵循；可在仪表盘编辑 + 跨仓 enforce。",[1002],{},[12863,12864,12865,24493,30091,30092],[32194,32198,32202],{"plan":18577,"price":32195,"features":32196,"notes":32197},"$0 永久免费","30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + IDE 插件 + CLI","无信用卡、个人足够",{"plan":13682,"price":32199,"features":32200,"notes":32201},"$30\u002Fseat\u002F月（年）≈$38（月）","更高 credits + agentic PR 评审 + Living Rules + Git\u002FIDE + 仪表盘","团队主推档",{"plan":4703,"price":4584,"features":32203,"notes":32204},"SSO\u002FSAML + 审计 + 治理分析 + BYOK + 单租户 SaaS \u002F on-prem + 跨仓上下文","年度合同 + SLA","Developer Free \u002F Teams $30\u002Fseat\u002F月（年）≈$38（月）\u002F Enterprise 定制",[32207,32208],{"name":30112,"url":30113},{"name":32209,"url":32130},"AI 单测覆盖率攻坚",{"power":321,"ux":314,"price":308,"cn_support":308,"stability":321},{"title":29848,"description":32177},"coding\u002Freview\u002Fqodo",[32214,32216,32218,32220],{"name":32215,"url":32148,"accessed":1029},"Toolchase — Qodo Review 2026",{"name":32217,"url":32155,"accessed":1029},"Pickuma — Qodo Review 2026",{"name":32219,"url":32141,"accessed":1029},"Qodo 官网（产品介绍）",{"name":32221,"url":32162,"accessed":1029},"DEV.to — Qodo AI Review 2026","tools\u002Fcoding\u002Freview\u002Fqodo","前 CodiumAI——AI 评审 + 自动测试生成双合一，Qodo Merge \u002F Cover \u002F Gen 三件套",[30126,30127,32225,32226,13498,1041,32227,1044],"test-generation","codium","rules","PR 评审 + 自动测试生成『二合一』唯一玩家——其他工具只做评审。Test coverage 低的团队优先选；只要 PR 评审 + 最低价走 CodeRabbit\u002FEllipsis。","https:\u002F\u002Fqodo.ai","3o_gHaDMud-4sVeFU8ARp33MFfg6_2615fYBq_UIOks",{"id":32232,"title":13769,"alternatives":32233,"api_compatible":32237,"body":32238,"category":7226,"chinese_friendly":314,"cover":33076,"description":33077,"domestic":986,"extension":987,"faq":20,"free":986,"github":20,"languages":33078,"meta":33079,"models":33080,"navigation":317,"notSuitable":33085,"opensource":986,"path":13511,"pillar":1005,"platforms":33090,"priceTable":33091,"pricing":33105,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":33107,"self_host":986,"seo":33108,"slug":33109,"sources":33110,"stem":33126,"suitable":33127,"tagline":33133,"tags":33134,"updated":1029,"verdict":33139,"website":32596,"__hash__":33140},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus.md",[8361,32234,32235,32236],"agent\u002Fgeneral\u002Felicit","agent\u002Fgeneral\u002Fdevin","agent\u002Fplatform\u002Fdify",[],{"type":22,"value":32239,"toc":33056},[32240,32242,32273,32278,32281,32343,32345,32349,32357,32362,32369,32373,32381,32446,32451,32455,32462,32466,32474,32479,32489,32492,32495,32497,32504,32506,32512,32564,32570,32576,32581,32587,32589,32630,32632,32670,32672,32834,32839,32856,32861,32881,32883,32949,32951,32953,32970,32972,32993,32995,33033,33035,33051],[25,32241,28],{"id":27},[18623,32243,32245,32259],{"className":32244},[18626,18627,18628],[30,32246,32247,32249,32250,1067,32253,32258],{},[43,32248,18633],{}," Butterfly Effect（中国创办、新加坡注册）2025-03-06 首发的通用 AI Agent，",[43,32251,32252],{},"邀请码一度被炒到 ¥5 万-10 万",[912,32254,32257],{"href":32255,"rel":32256},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_%28AI_agent%29",[938],"据维基百科引用 China Daily 报道","）。多 sub-agent 并行架构——浏览、数据分析、代码执行、写作各自专门子 agent，主 orchestrator 自动路由到 Claude \u002F Qwen \u002F 自研模型，结果合成交付。",[30,32260,32261,32262,1067,32265,32269,32270,12933],{},"2025-12 传被 ",[43,32263,32264],{},"Meta 以约 20-30 亿美元收购",[912,32266,32268],{"href":32255,"rel":32267},[938],"Reuters \u002F AP 报道","），目前仍独立运营。最大价值是 ",[43,32271,32272],{},"deep research 类任务的引用密度和质量明显超过 ChatGPT Deep Research",[174,32274,32275],{},[30,32276,32277],{},"来源说明：本文基于 manus.im 官方页面、Wikipedia \"Manus (AI agent)\" 条目、第三方评测（Pick Right \u002F HyzenPro \u002F Info-Tech Research Group \u002F 36Kr \u002F 世界经济论坛企业页）综合整理。Meta 收购案细节、产品路线图仍在变化中，请以最新官方公告为准。",[25,32279,32280],{"id":32280},"背景与公司",[62,32282,32283,32294,32300,32306,32312,32321,32331,32337],{},[65,32284,32285,32288,32289,32293],{},[43,32286,32287],{},"公司","：Butterfly Effect Pte. Ltd.（",[912,32290,32292],{"href":32255,"rel":32291},[938],"蝴蝶效应","），创始人 Xiao Hong（季逸超 Ji Yichao 为 Manus 联合创始人 + 首席科学家）",[65,32295,32296,32299],{},[43,32297,32298],{},"公司位置","：办公室在北京 + 武汉 + 新加坡，目标市场北美 \u002F 日本 \u002F 韩国（不主打中国大陆）",[65,32301,32302,32305],{},[43,32303,32304],{},"前作","：Monica，2023 年发布的浏览器扩展 AI 助手",[65,32307,32308,32311],{},[43,32309,32310],{},"历史融资","：2024 年字节跳动曾出价 ~3000 万美元收购被拒（据 36Kr）",[65,32313,32314,32317,32318,32320],{},[43,32315,32316],{},"Manus 启动","：2024-10 立项，灵感来自 ",[912,32319,4920],{"href":24010},"；名字来自 MIT 拉丁校训 \"Mens et Manus\"（手与脑）",[65,32322,32323,32326,32327],{},[43,32324,32325],{},"首发数据","：2025-03-06 邀请制 beta，7 天内 200 万人候补，",[912,32328,32330],{"href":32255,"rel":32329},[938],"Demo 视频 20 小时百万播放",[65,32332,32333,32336],{},[43,32334,32335],{},"营收","：2025-08 ARR 约 9000 万美元 → 2025-12 升至 1.25 亿美元",[65,32338,32339,32342],{},[43,32340,32341],{},"Meta 收购","：2025-12-29 宣布，估值 20-30 亿美元，目前仍独立运营，但中国大陆已被屏蔽访问 + 关闭中文社交账号",[25,32344,23576],{"id":23576},[18805,32346,32348],{"id":32347},"多-sub-agent-并行架构最大差异化","多 sub-agent 并行架构（最大差异化）",[30,32350,32351,32356],{},[912,32352,32355],{"href":32353,"rel":32354},"https:\u002F\u002Fpick-right.com\u002Ftools\u002Fmanus-ai",[938],"Pick Right 2026-04 评测"," 描述的架构：",[174,32358,32359],{},[30,32360,32361],{},"\"Where most general-purpose AI products use one model end-to-end, Manus runs multiple specialized sub-agents in parallel: one handles web browsing, one handles data analysis, one handles code execution, one handles synthesis and writing.\"",[30,32363,32364,32365,32368],{},"主 orchestrator 给每一步选最合适的模型（Claude \u002F Qwen \u002F 自研），结果合成。这是 Manus 研究输出 ",[43,32366,32367],{},"引用密度更高、幻觉更少","的工程根源——分工 + 并行让每个 sub-agent 只做自己最擅长的部分。",[18805,32370,32372],{"id":32371},"通用-agent-模式","通用 Agent 模式",[30,32374,32375,32380],{},[912,32376,32379],{"href":32377,"rel":32378},"https:\u002F\u002Fwww.infotech.com\u002Fresearch\u002Fassessing-manus-the-future-of-agentic-ai",[938],"Info-Tech 评测"," 列出的 GAIA 基准（General AI Assistants）：",[613,32382,32383,32392],{},[616,32384,32385],{},[619,32386,32387,32389],{},[622,32388,3605],{},[622,32390,32391],{},"GAIA 准确率",[637,32393,32394,32406,32414,32422,32430,32438],{},[619,32395,32396,32401],{},[642,32397,32398],{},[43,32399,32400],{},"Manus AI",[642,32402,32403],{},[43,32404,32405],{},">65%（SOTA）",[619,32407,32408,32411],{},[642,32409,32410],{},"H2O.ai (h2oGPTe)",[642,32412,32413],{},"65%",[619,32415,32416,32419],{},[642,32417,32418],{},"Google Langfun",[642,32420,32421],{},"49%",[619,32423,32424,32427],{},[642,32425,32426],{},"Microsoft o1",[642,32428,32429],{},"38%",[619,32431,32432,32435],{},[642,32433,32434],{},"OpenAI GPT-4o",[642,32436,32437],{},"32%",[619,32439,32440,32443],{},[642,32441,32442],{},"OpenAI GPT-4 + Plugins",[642,32444,32445],{},"15-30%",[174,32447,32448],{},[30,32449,32450],{},"注：基准数据需第三方验证；Manus 官方公布数据，请审慎参考。",[18805,32452,32454],{"id":32453},"后台执行-长任务","后台执行 + 长任务",[30,32456,32457,32458,32461],{},"最特别的体验：任务下达后",[43,32459,32460],{},"可以关掉浏览器","，Manus 在云端继续跑（小时级），完成时通知。这种\"开着任务下班\"的模式是它 viral 的关键。",[18805,32463,32465],{"id":32464},"web-app-builder","Web App Builder",[30,32467,32468,32469,32473],{},"直接生成完整网站和应用，内置数据库 + Stripe 支付 + SEO。但 ",[912,32470,32472],{"href":32353,"rel":32471},[938],"Pick Right 评测"," 直白警告：",[174,32475,32476],{},[30,32477,32478],{},"\"Promising but buggy enough that I wouldn't ship to production from it yet.\"",[30,32480,32481,32482,88,32484,88,32486,32488],{},"复杂场景下出 bug 多，目前不建议生产部署，",[912,32483,18613],{"href":19784},[912,32485,18874],{"href":19109},[912,32487,19114],{"href":19113}," 仍是 production app building 的更稳选项。",[18805,32490,32491],{"id":32491},"桌面应用",[30,32493,32494],{},"提供 desktop app，能读本地文件 + 集成你的机器，不仅限于浏览器内任务。",[18805,32496,23082],{"id":23082},[30,32498,32499,32500,32503],{},"Claude \u002F Qwen \u002F Manus 自研模型，",[43,32501,32502],{},"按任务步骤自动选","——这是 Manus 跟单一模型 agent 的根本差异。",[25,32505,23728],{"id":23728},[30,32507,32508,32511],{},[912,32509,32472],{"href":32353,"rel":32510},[938]," 公开档位：",[613,32513,32514,32524],{},[616,32515,32516],{},[619,32517,32518,32520,32522],{},[622,32519,18701],{},[622,32521,158],{},[622,32523,23748],{},[637,32525,32526,32535,32544,32553],{},[619,32527,32528,32530,32532],{},[642,32529,779],{},[642,32531,773],{},[642,32533,32534],{},"每日有限 credits，够 1 个高强度任务\u002F天",[619,32536,32537,32539,32541],{},[642,32538,1174],{},[642,32540,5013],{},[642,32542,32543],{},"大多数付费用户落点；中等 credit + 多模型",[619,32545,32546,32548,32550],{},[642,32547,7931],{},[642,32549,18743],{},[642,32551,32552],{},"更高 credit + 优先队列，10+ 任务\u002F周",[619,32554,32555,32558,32561],{},[642,32556,32557],{},"Pro+ \u002F Team",[642,32559,32560],{},"最高 $200\u002F月",[642,32562,32563],{},"最大 credit + 团队空间（功能仍有限）",[30,32565,32566,32569],{},[43,32567,32568],{},"credit 经济学","：每个动作消耗 credits（浏览、代码运行、模型调用都计费）。",[30,32571,32572,76],{},[912,32573,32575],{"href":32353,"rel":32574},[938],"Pick Right 真实使用反馈",[174,32577,32578],{},[30,32579,32580],{},"\"Credits run out faster than the pricing page suggests. Heavy users routinely buy credit packs on top of subscriptions.\"",[30,32582,32583,32586],{},[43,32584,32585],{},"预算建议","：先用 Free 跑 3-5 个真实任务评估消耗速度，再决定档位。",[25,32588,18852],{"id":18851},[929,32590,32591,32599,32602,32615,32618,32624,32627],{},[65,32592,32593,32594],{},"打开 ",[912,32595,32598],{"href":32596,"rel":32597},"https:\u002F\u002Fmanus.im",[938],"manus.im",[65,32600,32601],{},"账号注册（Google \u002F Apple OAuth 最快，国内手机号注册受限）",[65,32603,32604,32605,32608,32609],{},"给一个完整任务描述（",[43,32606,32607],{},"关键","：不要碎片化指令，给全场景）\n",[258,32610,32613],{"className":32611,"code":32612,"language":2041},[2039],"\"调研欧洲前 10 大 EV 充电网络（覆盖率、价格、可靠性、充电速度），\n产出带引用的 Markdown 对比表\"\n",[34,32614,32612],{"__ignoreMap":263},[65,32616,32617],{},"选模型路由（Auto 推荐）",[65,32619,32620,32621,32623],{},"提交后",[43,32622,32460],{},"——任务在云端跑",[65,32625,32626],{},"完成后邮件 \u002F 站内通知",[65,32628,32629],{},"看结果 \u002F 下载交付物（Markdown \u002F Excel \u002F Word \u002F 网页）",[25,32631,23956],{"id":23956},[929,32633,32634,32644,32650,32656],{},[65,32635,32636,76,32639,32643],{},[43,32637,32638],{},"大陆访问被屏蔽",[912,32640,32642],{"href":32255,"rel":32641},[938],"Wikipedia 引用 36Kr 报道","，Butterfly Effect 已关闭中文社交账号、阻断中国大陆访问，原 Alibaba Qwen 合作版\"中文版 Manus\"已搁置",[65,32645,32646,32649],{},[43,32647,32648],{},"访问需稳定代理","：日韩 \u002F 美国节点",[65,32651,32652,32655],{},[43,32653,32654],{},"账号 \u002F 支付","：海外信用卡（Visa \u002F MasterCard），第三方代付方案有限",[65,32657,32658,32660,32661,32664,32665,32669],{},[43,32659,23985],{},"：国内可考虑 ",[912,32662,7495],{"href":32663},"\u002Fagent\u002Fgeneral\u002Fgenspark.html"," \u002F Devv \u002F ",[912,32666,32668],{"href":32667},"\u002Fagent\u002Fgeneral\u002Fflowith.html","元宝 Yuanbao"," \u002F 秘塔 Metaso 等",[25,32671,23995],{"id":23995},[613,32673,32674,32697],{},[616,32675,32676],{},[619,32677,32678,32680,32682,32687,32691,32694],{},[622,32679,624],{},[622,32681,13769],{},[622,32683,32684],{},[912,32685,13505],{"href":32686},"\u002Fcoding\u002Fagent\u002Fdevin.html",[622,32688,32689],{},[912,32690,7495],{"href":32663},[622,32692,32693],{},"ChatGPT Deep Research",[622,32695,32696],{},"GenAgent",[637,32698,32699,32718,32735,32751,32766,32782,32797,32814],{},[619,32700,32701,32704,32707,32710,32713,32716],{},[642,32702,32703],{},"核心定位",[642,32705,32706],{},"通用 Agent",[642,32708,32709],{},"AI 程序员",[642,32711,32712],{},"AI 搜索 + Agent",[642,32714,32715],{},"LLM Deep Research",[642,32717,7610],{},[619,32719,32720,32722,32725,32728,32730,32733],{},[642,32721,15566],{},[642,32723,32724],{},"多 sub-agent 并行",[642,32726,32727],{},"单 Agent + 沙盒",[642,32729,4979],{},[642,32731,32732],{},"单模型",[642,32734,13466],{},[619,32736,32737,32740,32743,32745,32747,32749],{},[642,32738,32739],{},"长任务",[642,32741,32742],{},"★★★★★ 小时级",[642,32744,24044],{},[642,32746,24066],{},[642,32748,24052],{},[642,32750,24066],{},[619,32752,32753,32756,32758,32760,32762,32764],{},[642,32754,32755],{},"引用密度",[642,32757,24044],{},[642,32759,24066],{},[642,32761,24052],{},[642,32763,24066],{},[642,32765,24066],{},[619,32767,32768,32771,32774,32776,32778,32780],{},[642,32769,32770],{},"App Builder",[642,32772,32773],{},"⚠️ 有但 buggy",[642,32775,688],{},[642,32777,688],{},[642,32779,688],{},[642,32781,688],{},[619,32783,32784,32786,32789,32791,32793,32795],{},[642,32785,12717],{},[642,32787,32788],{},"⚠️ 大陆屏蔽",[642,32790,24454],{},[642,32792,24044],{},[642,32794,24454],{},[642,32796,24052],{},[619,32798,32799,32801,32804,32806,32809,32812],{},[642,32800,158],{},[642,32802,32803],{},"$20-$200",[642,32805,13993],{},[642,32807,32808],{},"$24.99\u002F月",[642,32810,32811],{},"随 ChatGPT Plus",[642,32813,13466],{},[619,32815,32816,32819,32822,32825,32828,32831],{},[642,32817,32818],{},"适合场景",[642,32820,32821],{},"research \u002F 数据分析",[642,32823,32824],{},"写代码 \u002F 修 bug",[642,32826,32827],{},"信息检索",[642,32829,32830],{},"单次深度研究",[642,32832,32833],{},"综合",[30,32835,32836,76],{},[43,32837,32838],{},"选 Manus 如果你",[62,32840,32841,32847,32850,32853],{},[65,32842,32843,32844],{},"重视 research \u002F 数据分析任务的 ",[43,32845,32846],{},"引用密度和结构化输出",[65,32848,32849],{},"想试\"开任务下班、明早看结果\"的工作流",[65,32851,32852],{},"海外 \u002F 能解决账号网络问题",[65,32854,32855],{},"预算 $20-$50\u002F月，重度用户",[30,32857,32858,76],{},[43,32859,32860],{},"别选 Manus 如果你",[62,32862,32863,32872,32875,32878],{},[65,32864,32865,32866,88,32868,32871],{},"国内裸用（",[912,32867,7495],{"href":32663},[912,32869,32870],{"href":32667},"Yuanbao"," 更顺）",[65,32873,32874],{},"想生产部署 App（Web App Builder bug 多）",[65,32876,32877],{},"团队协作场景（功能不完善）",[65,32879,32880],{},"预算 \u003C $20\u002F月（Free 档够评估，付费档不一定划算）",[25,32882,19024],{"id":19024},[62,32884,32885,32891,32901,32907,32913,32925,32931,32937],{},[65,32886,32887,32890],{},[43,32888,32889],{},"大陆访问已被官方屏蔽","：2025 年起阻断中国大陆访问，原\"中文版 Manus\"项目搁置",[65,32892,32893,76,32896,32900],{},[43,32894,32895],{},"credit 烧得比官方页面暗示的快",[912,32897,32899],{"href":32353,"rel":32898},[938],"Pick Right 2026 评测"," 真实反馈，重度用户经常额外买 credit pack",[65,32902,32903,32906],{},[43,32904,32905],{},"任务一启动无法控预算","：开始跑后只能 cancel 或等结束，credits 会一直消耗",[65,32908,32909,32912],{},[43,32910,32911],{},"Web App Builder 别上生产","：demo 漂亮，复杂场景翻车，Bolt.new \u002F Lovable \u002F v0 仍是生产部署更稳选项",[65,32914,32915,32918,32919,32924],{},[43,32916,32917],{},"每次任务从零开始","：没有持久 workspace，不像 ",[912,32920,32923],{"href":32921,"rel":32922},"https:\u002F\u002Fclaude.com",[938],"Claude Projects"," \u002F ChatGPT Custom GPTs 能跨会话记忆",[65,32926,32927,32930],{},[43,32928,32929],{},"没有 HubSpot \u002F Salesforce \u002F Notion \u002F Slack 集成","：拿到结果后要自己手动搬到工具栈",[65,32932,32933,32936],{},[43,32934,32935],{},"团队协作能力差","：单用户产品为主，无共享 workspace \u002F 评论 \u002F 审计",[65,32938,32939,32942,32943,32948],{},[43,32940,32941],{},"Meta 收购的不确定性","：Wikipedia 引用 ",[912,32944,32947],{"href":32945,"rel":32946},"https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F17\u002Ftechnology\u002Fchina-scrutiny-meta-manus.html",[938],"纽时 2026-03"," 报道，中国审查 Meta 收购案，长期路线图待观察",[25,32950,872],{"id":871},[30,32952,24262],{},[62,32954,32955,32958,32961,32964,32967],{},[65,32956,32957],{},"委托多步骤 research（\"调研 X，产出 Markdown 对比表\"）",[65,32959,32960],{},"CSV \u002F Excel 重的数据分析任务",[65,32962,32963],{},"长任务 + 不想盯着看（小时级）",[65,32965,32966],{},"单兵作战的咨询顾问 \u002F 分析师 \u002F 创业者",[65,32968,32969],{},"对\"通用 Agent 体感天花板\"感兴趣的测试者",[30,32971,24282],{},[62,32973,32974,32977,32980,32983,32986],{},[65,32975,32976],{},"生产级应用部署",[65,32978,32979],{},"团队协作工作流",[65,32981,32982],{},"预算极敏感（free 档非常受限）",[65,32984,32985],{},"大陆稳定访问需求",[65,32987,32988,32989,32992],{},"需要深度持久上下文（用 ",[912,32990,32923],{"href":32921,"rel":32991},[938]," \u002F ChatGPT Custom GPT 等）",[25,32994,906],{"id":906},[62,32996,32997,33007,33015,33025],{},[65,32998,24317,32999,88,33001,33003,33004,33006],{},[912,33000,13505],{"href":32686},[912,33002,7495],{"href":32663}," \u002F Elicit \u002F ",[912,33005,32870],{"href":32667}," \u002F Metaso",[65,33008,24334,33009,88,33011,33014],{},[912,33010,10672],{"href":24337},[912,33012,33013],{"href":24337},"Multi-Agent"," \u002F Computer Use \u002F Deep Research",[65,33016,24346,33017,88,33019,88,33021],{},[912,33018,24354],{"href":24353},[912,33020,24358],{"href":24357},[912,33022,33024],{"href":33023},"\u002Fmodels\u002Fqwen-3.html","Qwen3",[65,33026,24365,33027,88,33031],{},[912,33028,33030],{"href":33029},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[912,33032,24373],{"href":24372},[25,33034,927],{"id":927},[62,33036,33037,33042,33045,33048],{},[65,33038,19124,33039],{},[912,33040,32596],{"href":32596,"rel":33041},[938],[65,33043,33044],{},"Wikipedia：\"Manus (AI agent)\" 条目",[65,33046,33047],{},"第三方评测：pick-right.com \u002F hyzenpro.com \u002F infotech.com \u002F weforum.org",[65,33049,33050],{},"媒体报道：Reuters \u002F AP \u002F China Daily \u002F 36Kr \u002F NYT",[30,33052,33053,33054,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 功能 \u002F 公司状态与最新官方信息不一致，请通过 ",[912,33055,19146],{"href":19146},{"title":263,"searchDepth":308,"depth":308,"links":33057},[33058,33059,33060,33068,33069,33070,33071,33072,33073,33074,33075],{"id":27,"depth":277,"text":28},{"id":32280,"depth":277,"text":32280},{"id":23576,"depth":277,"text":23576,"children":33061},[33062,33063,33064,33065,33066,33067],{"id":32347,"depth":308,"text":32348},{"id":32371,"depth":308,"text":32372},{"id":32453,"depth":308,"text":32454},{"id":32464,"depth":308,"text":32465},{"id":32491,"depth":308,"text":32491},{"id":23082,"depth":308,"text":23082},{"id":23728,"depth":277,"text":23728},{"id":18851,"depth":277,"text":18852},{"id":23956,"depth":277,"text":23956},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fmanus.webp","Manus 真实评测：Butterfly Effect（蝴蝶效应）出品的通用 AI Agent，多 sub-agent 并行架构 + 多模型路由（Claude \u002F Qwen \u002F 自研）。2025-03 首发即引爆，2025-12 传被 Meta 以约 20 亿美元收购。AIHO 编辑部基于官方文档与多份评测整理。",[3280,1002],{},[33081,33082,33083,33084],"claude-sonnet-4","claude-opus-4","qwen-max","manus-internal",[33086,33087,33088,33089],"生产级 Web App 部署（Web App Builder 仍有 bug）","团队协作场景（功能未完善）","需要持久工作空间 \u002F 跨会话上下文","对成本极敏感（credits 烧得快）",[1765,1007,1008,1009],[33092,33095,33098,33101],{"plan":779,"price":773,"limit":33093,"cn_pay":13466,"note":33094},"每日有限 credits，足够每天 1 个 demanding 任务","试水\u002F评估",{"plan":1174,"price":5013,"limit":33096,"cn_pay":33097,"note":24451},"更高 credit + 更长任务时长 + 多模型路由","⚠️ 需海外卡",{"plan":7931,"price":18743,"limit":33099,"cn_pay":24454,"note":33100},"更大 credit 池 + 优先队列","10+ 任务\u002F周",{"plan":33102,"price":5217,"limit":33103,"cn_pay":24454,"note":33104},"Pro+\u002FTeam","最大 credit + 团队工作空间（功能受限）","团队功能仍有限","Free \u002F Pro $20\u002Fmo \u002F Plus $50\u002Fmo \u002F Pro+ Team 最高 $200\u002Fmo","2026-06-18",{"power":321,"ux":321,"price":308,"cn_support":314,"stability":308},{"title":13769,"description":33077},"agent\u002Fgeneral\u002Fmanus",[33111,33113,33116,33118,33120,33123],{"title":33112,"url":32596},"Manus 官网",{"title":33114,"url":33115},"Manus 维基百科","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_(AI_agent)",{"title":33117,"url":32353},"Manus AI Review 2026 (Pick Right)",{"title":33119,"url":32377},"Info-Tech Manus Assessment",{"title":33121,"url":33122},"WEF Butterfly Effect Page","https:\u002F\u002Fwww.weforum.org\u002Forganizations\u002Fbutterfly-effect",{"title":33124,"url":33125},"HyzenPro 2026 Review","https:\u002F\u002Fhyzenpro.com\u002Fblog\u002Fmanus-ai-review","tools\u002Fagent\u002Fgeneral\u002Fmanus",[33128,33129,33130,33131,33132],"需要委托多步骤研究 \u002F 报告（带引用密度的 deep research）","数据分析（CSV \u002F Excel 重的任务）","需要","调研类工作（市场调研、竞品对比、文献综述）","对 Computer Use 类 Agent 实践有兴趣的人","通用 Agent 体感天花板，自主完成复杂多步骤任务",[33135,14021,33136,6720,33137,33138],"general-agent","computer-use","butterfly-effect","monica","通用 Agent 体感天花板代表。多 sub-agent 并行 + 自动模型路由让 research \u002F 数据分析输出明显比 ChatGPT Deep Research 引用密度更高。慢、credit 烧得快、Web App Builder 仍有 bug，但任务跑通时确实让人惊艳。","O4Blta1lc6gHSQ-IjoJnM1VUjXgL-Ctf1CslTb_4O08",{"id":33142,"title":3576,"alternatives":33143,"api_compatible":33145,"body":33146,"category":10199,"chinese_friendly":321,"cover":33926,"description":33927,"domestic":986,"extension":987,"faq":20,"free":986,"github":20,"languages":33928,"meta":33929,"models":33930,"navigation":317,"notSuitable":33935,"opensource":986,"path":3330,"pillar":1005,"platforms":33939,"priceTable":33940,"pricing":33959,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":33960,"self_host":986,"seo":33961,"slug":33962,"sources":33963,"stem":33974,"suitable":33975,"tagline":33981,"tags":33982,"updated":1029,"verdict":33986,"website":33163,"__hash__":33987},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Fcoze.md",[32236,33144,11495],"agent\u002Fplatform\u002Ffastgpt",[],{"type":22,"value":33147,"toc":33910},[33148,33150,33186,33191,33193,33197,33200,33214,33223,33273,33282,33286,33289,33320,33328,33332,33335,33355,33359,33436,33445,33447,33450,33469,33478,33482,33517,33520,33522,33657,33672,33701,33703,33774,33776,33778,33795,33797,33826,33828,33876,33878,33905],[25,33149,28],{"id":27},[18623,33151,33153,33173],{"className":33152},[18626,18627,18628],[30,33154,33155,33157,33158,33172],{},[43,33156,18633],{}," 字节跳动出品的低代码 Agent 平台，",[43,33159,33160,33161,33166,33167],{},"国内版 ",[912,33162,33165],{"href":33163,"rel":33164},"https:\u002F\u002Fwww.coze.cn",[938],"coze.cn","（中文叫\"扣子\"）+ 国际版 ",[912,33168,33171],{"href":33169,"rel":33170},"https:\u002F\u002Fwww.coze.com",[938],"coze.com"," 双轨运营。国内版深度集成飞书 \u002F 抖音生态、原生接入豆包；国际版集成 OpenAI \u002F Claude \u002F Gemini。",[30,33174,33175,33176,33179,33180,33185],{},"最大价值是 ",[43,33177,33178],{},"零代码、最快上手","——文档详细 + 中文社区活跃 + 模板多，根据 ",[912,33181,33184],{"href":33182,"rel":33183},"https:\u002F\u002Fwww.cnblogs.com\u002Fuulucias\u002Fp\u002F19449008",[938],"博客园 2026-01 选型指南"," 引用的真实案例，\"某电商公司用 Coze 搭建客服机器人，3 天上线，月成本 \u003C 1000 元\"。",[174,33187,33188],{},[30,33189,33190],{},"来源说明：本文基于 coze.cn \u002F coze.com 官方页面、docs.coze.com 文档、第三方选型评测（cnblogs \u002F besthub \u002F aibotgo）综合整理。字节产品迭代很快，价格 \u002F 功能请以最新官方页面为准。",[25,33192,23576],{"id":23576},[18805,33194,33196],{"id":33195},"可视化工作流最大卖点","可视化工作流（最大卖点）",[30,33198,33199],{},"Coze 把 Agent 拆成两层：",[62,33201,33202,33208],{},[65,33203,33204,33207],{},[43,33205,33206],{},"Bot \u002F 智能体","：对话式 AI，配置 prompt + 知识库 + 插件",[65,33209,33210,33213],{},[43,33211,33212],{},"工作流（Workflow）","：DAG 节点编排，可被 Bot 调用，也可独立部署",[30,33215,33216,33217,33222],{},"工作流节点类型（基于 ",[912,33218,33221],{"href":33219,"rel":33220},"https:\u002F\u002Fdeveloper.volcengine.com\u002Farticles\u002F7530117616687480851",[938],"火山引擎社区 2025 实战","）：",[62,33224,33225,33231,33237,33243,33249,33255,33261,33267],{},[65,33226,33227,33230],{},[43,33228,33229],{},"开始 \u002F 结束节点","：输入输出",[65,33232,33233,33236],{},[43,33234,33235],{},"大模型节点","：调豆包 \u002F GPT \u002F Claude 任一模型",[65,33238,33239,33242],{},[43,33240,33241],{},"代码节点","：内嵌 Python \u002F JavaScript（飞书插件常需要数据格式转换）",[65,33244,33245,33248],{},[43,33246,33247],{},"循环节点","：批量处理多条数据",[65,33250,33251,33254],{},[43,33252,33253],{},"条件节点","：分支判断",[65,33256,33257,33260],{},[43,33258,33259],{},"插件节点","：调 Coze 插件市场的工具",[65,33262,33263,33266],{},[43,33264,33265],{},"知识库节点","：RAG 检索",[65,33268,33269,33272],{},[43,33270,33271],{},"HTTP 节点","：调外部 API",[30,33274,33275,33276,33281],{},"典型用例（参考 ",[912,33277,33280],{"href":33278,"rel":33279},"https:\u002F\u002Fwww.toutiao.com\u002Farticle\u002F7469986334686315017",[938],"今日头条 涛哥讲AI 2025-02 教程","）：读飞书多维表格 → 批量调大模型转写为小红书风格 → 写回飞书。整个流程零代码完成。",[18805,33283,33285],{"id":33284},"插件市场200-官方-海量第三方","插件市场（200+ 官方 + 海量第三方）",[30,33287,33288],{},"Coze 的\"插件\"是封装好的 API 工具，比如：",[62,33290,33291,33297,33302,33308,33314],{},[65,33292,33293,33296],{},[43,33294,33295],{},"飞书多维表格","：增删改查记录（国内 toB 场景的杀手锏）",[65,33298,33299,33301],{},[43,33300,29244],{},"：调豆包 \u002F SD \u002F DALL-E",[65,33303,33304,33307],{},[43,33305,33306],{},"联网搜索","：实时网页检索",[65,33309,33310,33313],{},[43,33311,33312],{},"代码执行","：在线运行 Python",[65,33315,33316,33319],{},[43,33317,33318],{},"第三方 SaaS","：微博、抖音、bilibili、Notion……",[30,33321,33322,33327],{},[912,33323,33326],{"href":33324,"rel":33325},"https:\u002F\u002Fkouziai.github.io\u002F",[938],"扣子空间介绍"," 提到：\"插件数量突破 500 个\"——可信度待官方确认，但量级在百级别是确定的。",[18805,33329,33331],{"id":33330},"bot-商店-多平台一键发布","Bot 商店 + 多平台一键发布",[30,33333,33334],{},"发布渠道：",[62,33336,33337,33340,33343,33346,33349,33352],{},[65,33338,33339],{},"飞书机器人（一键绑）",[65,33341,33342],{},"抖音 \u002F 头条号",[65,33344,33345],{},"微信小程序 \u002F 公众号（部分需企业认证）",[65,33347,33348],{},"自定义网页嵌入",[65,33350,33351],{},"API 接口（提供 OpenAPI 风格 REST 调用）",[65,33353,33354],{},"Discord（国际版）",[18805,33356,33358],{"id":33357},"国内版-vs-国际版","国内版 vs 国际版",[613,33360,33361,33373],{},[616,33362,33363],{},[619,33364,33365,33367,33370],{},[622,33366,624],{},[622,33368,33369],{},"扣子（coze.cn）",[622,33371,33372],{},"Coze（coze.com）",[637,33374,33375,33385,33394,33404,33415,33425],{},[619,33376,33377,33379,33382],{},[642,33378,22268],{},[642,33380,33381],{},"豆包 Pro \u002F DeepSeek \u002F Qwen \u002F Kimi",[642,33383,33384],{},"OpenAI \u002F Claude \u002F Gemini \u002F Cohere",[619,33386,33387,33390,33392],{},[642,33388,33389],{},"飞书 \u002F 抖音 \u002F 微信集成",[642,33391,710],{},[642,33393,688],{},[619,33395,33396,33399,33402],{},[642,33397,33398],{},"Discord \u002F Slack 集成",[642,33400,33401],{},"⚠️ 有限",[642,33403,710],{},[619,33405,33406,33409,33412],{},[642,33407,33408],{},"数据存储位置",[642,33410,33411],{},"国内",[642,33413,33414],{},"海外",[619,33416,33417,33419,33422],{},[642,33418,23979],{},[642,33420,33421],{},"微信 \u002F 支付宝",[642,33423,33424],{},"海外信用卡",[619,33426,33427,33430,33433],{},[642,33428,33429],{},"内容合规",[642,33431,33432],{},"严格审核",[642,33434,33435],{},"宽松",[30,33437,33438,33441,33442,12933],{},[43,33439,33440],{},"实践建议","：国内 toC \u002F toB 用扣子，海外项目 \u002F 接 GPT 用 coze.com。两边账号 \u002F 工作流 ",[43,33443,33444],{},"不互通",[25,33446,23728],{"id":23728},[30,33448,33449],{},"国内版（扣子）：",[62,33451,33452,33458,33464],{},[65,33453,33454,33457],{},[43,33455,33456],{},"免费版","：免费模型有日额度（豆包 lite 等），适合个人玩 \u002F Demo",[65,33459,33460,33463],{},[43,33461,33462],{},"专业版","：按调用计费，模型 + 高并发，单 token 价比直连 API 略贵但省事",[65,33465,33466,33468],{},[43,33467,23008],{},"：议价，含 VPC、私有化（限定场景）、SLA",[30,33470,33471,33472,33477],{},"国际版（coze.com）的定价模式据 ",[912,33473,33476],{"href":33474,"rel":33475},"https:\u002F\u002Fdocs.coze.com\u002F",[938],"官方文档"," 描述：\"按你访问和使用的功能分别计费，每个功能有自己的计费模型\"——目前没有简单的\"$X\u002F月\"档位，类似按 token \u002F 工具调用的 metered billing。",[25,33479,33481],{"id":33480},"上手-10-分钟","上手 10 分钟",[929,33483,33484,33496,33499,33502,33505,33508,33511,33514],{},[65,33485,32593,33486,33490,33491,33495],{},[912,33487,33489],{"href":33163,"rel":33488},[938],"www.coze.cn","（国内）或 ",[912,33492,33494],{"href":33169,"rel":33493},[938],"www.coze.com","（国际），用飞书 \u002F 抖音账号 \u002F Google 账号登录",[65,33497,33498],{},"左侧\"工作空间\" → \"+创建 Bot\"，起个名字",[65,33500,33501],{},"选模型（国内推荐豆包 Pro，国际推 Claude Sonnet 4）",[65,33503,33504],{},"写 Bot 角色 prompt",[65,33506,33507],{},"可选：上传 PDF \u002F 文档建知识库",[65,33509,33510],{},"测试一下对话效果",[65,33512,33513],{},"右上\"发布\" → 选渠道（飞书 \u002F 抖音 \u002F API \u002F Web）",[65,33515,33516],{},"拿到调用 URL \u002F 飞书机器人 webhook",[30,33518,33519],{},"进阶：在\"资源库\"创建工作流，拖节点 → 调试 → 在 Bot 里\"添加工作流\"引用。",[25,33521,23995],{"id":23995},[613,33523,33524,33549],{},[616,33525,33526],{},[619,33527,33528,33530,33532,33537,33543],{},[622,33529,624],{},[622,33531,3576],{},[622,33533,33534],{},[912,33535,3579],{"href":33536},"\u002Fagent\u002Fplatform\u002Fdify.html",[622,33538,33539],{},[912,33540,33542],{"href":33541},"\u002Fagent\u002Fplatform\u002Ffastgpt.html","FastGPT",[622,33544,33545],{},[912,33546,33548],{"href":33547},"\u002Fagent\u002Fplatform\u002Fyuanqi.html","元器 yuanqi",[637,33550,33551,33563,33576,33591,33604,33617,33631,33644],{},[619,33552,33553,33555,33557,33559,33561],{},[642,33554,4308],{},[642,33556,688],{},[642,33558,713],{},[642,33560,713],{},[642,33562,688],{},[619,33564,33565,33567,33570,33572,33574],{},[642,33566,3670],{},[642,33568,33569],{},"⚠️ 仅企业版",[642,33571,713],{},[642,33573,713],{},[642,33575,24454],{},[619,33577,33578,33580,33583,33586,33588],{},[642,33579,28049],{},[642,33581,33582],{},"★ 最简单",[642,33584,33585],{},"★★★",[642,33587,33585],{},[642,33589,33590],{},"★★",[619,33592,33593,33596,33598,33600,33602],{},[642,33594,33595],{},"工作流编排",[642,33597,24052],{},[642,33599,24044],{},[642,33601,24066],{},[642,33603,24066],{},[619,33605,33606,33609,33611,33613,33615],{},[642,33607,33608],{},"RAG 精度",[642,33610,24066],{},[642,33612,24052],{},[642,33614,24044],{},[642,33616,24066],{},[619,33618,33619,33622,33624,33626,33628],{},[642,33620,33621],{},"字节生态",[642,33623,24044],{},[642,33625,688],{},[642,33627,688],{},[642,33629,33630],{},"❌（腾讯系）",[619,33632,33633,33635,33638,33640,33642],{},[642,33634,28272],{},[642,33636,33637],{},"★★★★★ 200+",[642,33639,24066],{},[642,33641,24066],{},[642,33643,24066],{},[619,33645,33646,33649,33651,33653,33655],{},[642,33647,33648],{},"中文社区",[642,33650,24044],{},[642,33652,24052],{},[642,33654,24052],{},[642,33656,24052],{},[30,33658,33659,33661,33662,33667,33668,33222],{},[43,33660,24158],{},"（综合 ",[912,33663,33666],{"href":33664,"rel":33665},"https:\u002F\u002Fwww.besthub.dev\u002Farticles\u002Fcoze-vs-dify-vs-fastgpt-which-ai-agent-platform-fits-your-needs-fa59cf97b798",[938],"BestHub 2025-07"," 和 ",[912,33669,33671],{"href":33182,"rel":33670},[938],"博客园 2026-01",[62,33673,33674,33680,33687,33694],{},[65,33675,33676,33679],{},[43,33677,33678],{},"快速验证 \u002F 不懂代码 \u002F 1-2 天出原型"," → Coze",[65,33681,33682,24178,33685],{},[43,33683,33684],{},"数据安全要求高 \u002F 复杂业务流程 \u002F 有技术团队",[912,33686,3579],{"href":33536},[65,33688,33689,24178,33692],{},[43,33690,33691],{},"核心场景就是企业知识库 QA",[912,33693,33542],{"href":33541},[65,33695,33696,24178,33699],{},[43,33697,33698],{},"QQ \u002F 微信生态 + 腾讯系",[912,33700,11186],{"href":33547},[25,33702,19024],{"id":19024},[62,33704,33705,33715,33721,33735,33745,33751,33762,33768],{},[65,33706,33707,33710,33711,33714],{},[43,33708,33709],{},"国内版 vs 国际版的\"双账号陷阱\"","：扣子（coze.cn）和 Coze（coze.com）是",[43,33712,33713],{},"两套独立系统","，账号、Bot、工作流不互通；想\"国内调通后搬到海外\"需要重新搭",[65,33716,33717,33720],{},[43,33718,33719],{},"专业版按调用计费容易超预算","：上线前一定在测试环境跑量估算月成本，否则爆款 Bot 一夜烧爆账户",[65,33722,33723,33726,33727,33730,33731,2349],{},[43,33724,33725],{},"飞书多维表格插件数据格式坑","：写入多维表格需要 ",[34,33728,33729],{},"Array\u003CObject>"," 格式，代码节点要做转换（参考 ",[912,33732,33734],{"href":33219,"rel":33733},[938],"火山引擎 2025 教程",[65,33736,33737,33740,33741,33744],{},[43,33738,33739],{},"工作流读取飞书表格默认 20 条","：要改 ",[34,33742,33743],{},"page_size","，最大 500 条；超过 500 要分页或循环",[65,33746,33747,33750],{},[43,33748,33749],{},"运行超时","：单工作流执行有时间上限，记录条数 > 50 时建议在 Bot 里\"异步\"调用，不要直接走工作流",[65,33752,33753,33756,33757,88,33759,33761],{},[43,33754,33755],{},"企业版\"私有化\"是有限的","：完全数据不出网仍建议 ",[912,33758,3579],{"href":33536},[912,33760,33542],{"href":33541}," 自托管",[65,33763,33764,33767],{},[43,33765,33766],{},"国际版接 Claude \u002F GPT 需要 BYOK","：自己绑海外信用卡，平台不代付",[65,33769,33770,33773],{},[43,33771,33772],{},"审核合规","：国内版对 prompt \u002F 输出有内容审核，金融 \u002F 医疗 \u002F 政治话题可能被拦",[25,33775,872],{"id":871},[30,33777,24262],{},[62,33779,33780,33783,33786,33789,33792],{},[65,33781,33782],{},"产品 \u002F 运营 \u002F 非技术人员快速做 Bot",[65,33784,33785],{},"在飞书 \u002F 抖音 \u002F 头条生态内做集成",[65,33787,33788],{},"个人副业（小红书账号批量内容生成等）",[65,33790,33791],{},"中小企业客服 Bot（3 天上线）",[65,33793,33794],{},"想用豆包 \u002F DeepSeek 国产模型的人",[30,33796,24282],{},[62,33798,33799,33802,33805,33810,33817],{},[65,33800,33801],{},"金融 \u002F 政府 \u002F 医疗（数据敏感，需自托管）",[65,33803,33804],{},"复杂业务系统深度集成（自由度不够）",[65,33806,33807,33808,2349],{},"反感字节生态（去 ",[912,33809,3579],{"href":33536},[65,33811,33812,33813,88,33815,2349],{},"希望开源 \u002F 完全自主可控（去 ",[912,33814,3579],{"href":33536},[912,33816,33542],{"href":33541},[65,33818,33819,33820,88,33822,33825],{},"海外 toB SaaS 产品后端（",[912,33821,3579],{"href":33536},[912,33823,9648],{"href":33824},"\u002Fagent\u002Fplatform\u002Flangflow.html"," 更合适）",[25,33827,906],{"id":906},[62,33829,33830,33843,33854,33870],{},[65,33831,24317,33832,88,33834,88,33836,88,33838,88,33840],{},[912,33833,3579],{"href":33536},[912,33835,33542],{"href":33541},[912,33837,11186],{"href":33547},[912,33839,9648],{"href":33824},[912,33841,8970],{"href":33842},"\u002Fagent\u002Fplatform\u002Fn8n.html",[65,33844,24334,33845,88,33847,88,33850,88,33852],{},[912,33846,10672],{"href":24337},[912,33848,29410],{"href":33849},"\u002Fwiki\u002Frag.html",[912,33851,24343],{"href":24342},[912,33853,33013],{"href":24337},[65,33855,24346,33856,88,33860,88,33864,88,33866],{},[912,33857,33859],{"href":33858},"\u002Fmodels\u002Fdoubao-1-5-pro.html","豆包 Doubao",[912,33861,33863],{"href":33862},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[912,33865,33024],{"href":33023},[912,33867,33869],{"href":33868},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2",[65,33871,24365,33872,88,33874],{},[912,33873,24373],{"href":24372},[912,33875,33030],{"href":33029},[25,33877,927],{"id":927},[62,33879,33880,33886,33892,33899,33902],{},[65,33881,33882,33883],{},"国内版：",[912,33884,33163],{"href":33163,"rel":33885},[938],[65,33887,33888,33889],{},"国际版：",[912,33890,33169],{"href":33169,"rel":33891},[938],[65,33893,33894,33895],{},"官方文档：",[912,33896,33897],{"href":33897,"rel":33898},"https:\u002F\u002Fdocs.coze.com",[938],[65,33900,33901],{},"第三方选型评测：cnblogs.com \u002F besthub.dev \u002F aibotgo.net",[65,33903,33904],{},"实战教程：火山引擎社区、今日头条 涛哥讲AI",[30,33906,33907,33908,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 功能 \u002F 渠道与最新官方信息不一致，请通过 ",[912,33909,19146],{"href":19146},{"title":263,"searchDepth":308,"depth":308,"links":33911},[33912,33913,33919,33920,33921,33922,33923,33924,33925],{"id":27,"depth":277,"text":28},{"id":23576,"depth":277,"text":23576,"children":33914},[33915,33916,33917,33918],{"id":33195,"depth":308,"text":33196},{"id":33284,"depth":308,"text":33285},{"id":33330,"depth":308,"text":33331},{"id":33357,"depth":308,"text":33358},{"id":23728,"depth":277,"text":23728},{"id":33480,"depth":277,"text":33481},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fcoze.webp","Coze 真实评测：字节出品低代码 Agent 平台，可视化工作流编排、插件市场、Bot 一键发布。国内版（扣子）支持豆包，国际版支持 GPT\u002FClaude。AIHO 编辑部基于官方文档与社区资料整理，含定位、与 Dify\u002FFastGPT 对比、避坑指南。",[3280,1002],{},[33931,33932,33083,33933,33934],"doubao-pro","deepseek-v3","gpt-4o (国际版)","claude (国际版)",[33936,33937,33938],"需要私有部署、数据不出网（去 Dify \u002F FastGPT）","需要深度定制（去 LangGraph \u002F n8n）","对字节生态依赖反感",[1765],[33941,33945,33950,33954],{"plan":33942,"price":11477,"limit":33943,"cn_pay":13466,"note":33944},"免费版（扣子）","免费模型限额 + 基础功能","个人试水 \u002F 1-2 天 MVP",{"plan":33462,"price":33946,"limit":33947,"cn_pay":33948,"note":33949},"按调用计费","高级模型 + 高并发 + 商用授权","✅ 微信\u002F支付宝","上量后切",{"plan":23008,"price":33951,"limit":33952,"cn_pay":713,"note":33953},"议价","VPC、合规、SLA、私有化（部分）","B 端落地",{"plan":33955,"price":33956,"cn_pay":33957,"note":33958,"limit":13466},"国际版 (coze.com)","免费起步 + 用量计费","需海外卡","可接 GPT\u002FClaude\u002FGemini","免费档 \u002F 专业版按调用计费 \u002F 企业版议价",{"power":314,"ux":321,"price":314,"cn_support":321,"stability":314},{"title":3576,"description":33927},"agent\u002Fplatform\u002Fcoze",[33964,33966,33968,33970,33972],{"title":33965,"url":33163},"Coze 国内版（扣子）",{"title":33967,"url":33169},"Coze 国际版",{"title":33969,"url":33897},"Coze 官方文档",{"title":33971,"url":33182},"Coze vs Dify vs FastGPT 选型 2026",{"title":33973,"url":33664},"BestHub 三平台对比","tools\u002Fagent\u002Fplatform\u002Fcoze",[33976,33977,33978,33979,33980],"想 1 小时做出一个 Bot 的产品 \u002F 运营","需要发布到飞书 \u002F 微信 \u002F 抖音的 Bot","工作流可视化编排（不想写代码）","需要批量调用国内大模型 + 飞书多维表格的工作流","C 端 \u002F 轻量 toB 场景","字节出品的 Agent 搭建平台，国内 \u002F 国际双版本",[33983,11510,10959,33984,24977,33985],"agent-platform","bot-marketplace","no-code","想最快做出一个能用的 Bot，从 Coze 起步。要私有部署或开源协作，去 Dify \u002F FastGPT。","KWtbqzHU1_VGE_xOR2zlayUtxLlYNrVBcFee1O5XH3E",{"id":33989,"title":3579,"alternatives":33990,"api_compatible":20,"body":33991,"category":10199,"chinese_friendly":314,"cover":34932,"description":34933,"domestic":986,"extension":987,"faq":20,"free":986,"github":34263,"languages":34934,"meta":34936,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":3333,"pillar":1005,"platforms":34937,"priceTable":20,"pricing":34938,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":34939,"self_host":317,"seo":34940,"slug":32236,"sources":34941,"stem":34953,"suitable":20,"tagline":34954,"tags":34955,"updated":1029,"verdict":34957,"website":34878,"__hash__":34958},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Fdify.md",[33962,33144,10946,10239],{"type":22,"value":33992,"toc":34910},[33993,33995,34013,34018,34020,34024,34027,34094,34097,34100,34103,34117,34133,34137,34140,34151,34154,34161,34172,34176,34179,34181,34185,34194,34248,34255,34259,34267,34313,34316,34335,34339,34342,34399,34405,34407,34491,34493,34521,34523,34650,34662,34697,34699,34771,34773,34775,34795,34797,34826,34828,34870,34872,34902,34907],[25,33994,28],{"id":27},[18623,33996,33998,34003],{"className":33997},[18626,18627,18628],[30,33999,34000,34002],{},[43,34001,18633],{}," Dify 是开源 LLMOps 平台的事实标准。GitHub 13 万 star、累计 100 万+ 生产 app（据 chatforest.com 2026 评测引用 Dify 官方数据），把\"可视化工作流编排 + RAG 知识库 + Agent + MCP 协议\"打包成一个 Docker Compose 能跑起来的东西。",[30,34004,33175,34005,34008,34009,34012],{},[43,34006,34007],{},"完全开源 + 模型不挑食","——同一个工作流里同时调 OpenAI、Anthropic、Ollama 本地、DeepSeek、Qwen 都行。代价是部署比 ",[912,34010,3576],{"href":34011},"\u002Fagent\u002Fplatform\u002Fcoze.html"," 折腾，新手得读 1-2 小时文档。",[174,34014,34015],{},[30,34016,34017],{},"来源说明：本文基于 docs.dify.ai 官方文档、langgenius\u002Fdify GitHub 仓库、第三方评测（besthub.dev \u002F chatforest.com \u002F joshuaopolko.com \u002F zhihu 知名专栏）综合归纳。版本号会变，部署要求请以官方最新文档为准。",[25,34019,23576],{"id":23576},[18805,34021,34023],{"id":34022},"可视化工作流chatflow-workflow","可视化工作流（Chatflow + Workflow）",[30,34025,34026],{},"Dify 把 LLM 应用拆成两种\"应用类型\"：",[613,34028,34029,34041],{},[616,34030,34031],{},[619,34032,34033,34036,34038],{},[622,34034,34035],{},"类型",[622,34037,32818],{},[622,34039,34040],{},"编排范式",[637,34042,34043,34056,34068,34081],{},[619,34044,34045,34050,34053],{},[642,34046,34047],{},[43,34048,34049],{},"Chatbot",[642,34051,34052],{},"简单对话机器人",[642,34054,34055],{},"prompt + tools",[619,34057,34058,34062,34065],{},[642,34059,34060],{},[43,34061,12970],{},[642,34063,34064],{},"自主多步任务",[642,34066,34067],{},"ReAct \u002F Function Calling",[619,34069,34070,34075,34078],{},[642,34071,34072],{},[43,34073,34074],{},"Chatflow",[642,34076,34077],{},"对话型工作流（多轮 + 分支）",[642,34079,34080],{},"节点 DAG，带聊天上下文",[619,34082,34083,34088,34091],{},[642,34084,34085],{},[43,34086,34087],{},"Workflow",[642,34089,34090],{},"单次输入→输出（API 模式）",[642,34092,34093],{},"节点 DAG，无对话状态",[30,34095,34096],{},"节点类型覆盖：LLM、知识检索、HTTP 请求、代码执行（Python \u002F JS）、条件分支、迭代、变量聚合、参数提取、问题分类——满足\"用拖拽实现可观测的 LLM pipeline\"。",[18805,34098,29214],{"id":34099},"rag-知识库",[30,34101,34102],{},"内置完整 RAG 链路：",[929,34104,34105,34108,34111,34114],{},[65,34106,34107],{},"上传文档（PDF \u002F Word \u002F Markdown \u002F 网页）",[65,34109,34110],{},"自动分块 + embedding（可配置分段策略和 embedding 模型）",[65,34112,34113],{},"混合检索（向量 + 全文 + 重排）",[65,34115,34116],{},"引用溯源（回答末尾自动附原文片段）",[30,34118,34119,34120,34125,34126,34129,34130,34132],{},"注意：根据 ",[912,34121,34124],{"href":34122,"rel":34123},"https:\u002F\u002Fzhuanlan.zhihu.com\u002Fp\u002F1887141987838309480",[938],"知乎 LLM 实战笔记 2025-03 对比"," 的实测，Dify ",[43,34127,34128],{},"社区版默认是基础语义检索","，企业版才解锁多路召回 + 重排。RAG 极致精度场景仍推荐 ",[912,34131,33542],{"href":33541},"（实测准确率高 10+ 个百分点），Dify 胜在工作流而非纯 RAG。",[18805,34134,34136],{"id":34135},"模型生态40-提供商","模型生态：40+ 提供商",[30,34138,34139],{},"Dify 通过插件市场接入主流模型——OpenAI、Anthropic、Google Gemini、Azure、AWS Bedrock、Cohere、xAI、DeepSeek、Qwen、智谱、文心、豆包、月之暗面、Ollama、LM Studio、Replicate、Together AI、OpenRouter……几乎你能数出来的 LLM 提供商都在。",[30,34141,34142,34143,34145,34146,34150],{},"国产模型原生支持（不像 ",[912,34144,33542],{"href":33541}," 需要 ",[912,34147,34149],{"href":34148},"\u002Fcoding\u002Fapi\u002Fone-api.html","OneAPI"," 中转），是 Dify 在国内 toB 场景流行的关键。",[18805,34152,9009],{"id":34153},"mcp-协议支持",[30,34155,34156,34157,34160],{},"Dify 较早接入了 ",[912,34158,34159],{"href":23552},"MCP（Model Context Protocol）","，工作流可以直接调 MCP Server 暴露的 tools。意味着你可以让 Dify 工作流：",[62,34162,34163,34166,34169],{},[65,34164,34165],{},"通过 MCP 调本地 PostgreSQL \u002F SQLite",[65,34167,34168],{},"通过 MCP 调 GitHub \u002F Slack \u002F Linear",[65,34170,34171],{},"通过 MCP 调自家内部系统（写一个 MCP Server 即可）",[18805,34173,34175],{"id":34174},"api-first","API-first",[30,34177,34178],{},"每个 app 自动暴露 REST API，参数和返回结构自动生成 OpenAPI Schema。集成到自家产品里不需要写包装代码，给前端 \u002F 微信小程序 \u002F 飞书机器人调用都方便。",[25,34180,23728],{"id":23728},[18805,34182,34184],{"id":34183},"云版difyai","云版（dify.ai）",[30,34186,34187,34188,34193],{},"根据 ",[912,34189,34192],{"href":34190,"rel":34191},"https:\u002F\u002Fwww.tooljunction.io\u002Fai-tools\u002Fdify-ai",[938],"tooljunction.io 2026 评测"," 引用的官方定价：",[613,34195,34196,34207],{},[616,34197,34198],{},[619,34199,34200,34202,34204],{},[622,34201,23111],{},[622,34203,158],{},[622,34205,34206],{},"主要限制",[637,34208,34209,34219,34229,34239],{},[619,34210,34211,34214,34216],{},[642,34212,34213],{},"Sandbox",[642,34215,3293],{},[642,34217,34218],{},"200 次模型调用，1 app，5MB 知识库",[619,34220,34221,34223,34226],{},[642,34222,29738],{},[642,34224,34225],{},"$59\u002F月起",[642,34227,34228],{},"5000 调用\u002F月，多 app，50MB 知识库",[619,34230,34231,34233,34236],{},[642,34232,1180],{},[642,34234,34235],{},"$159\u002F月起",[642,34237,34238],{},"团队协作、SSO",[619,34240,34241,34243,34245],{},[642,34242,4703],{},[642,34244,2514],{},[642,34246,34247],{},"定制 SLA、私有云",[30,34249,34250,34251,34254],{},"注意：云版价格只是 Dify 平台费，",[43,34252,34253],{},"模型 API 费用另算","（自带 OpenAI \u002F Anthropic key）。",[18805,34256,34258],{"id":34257},"自托管推荐","自托管（推荐）",[30,34260,34261,34266],{},[912,34262,34265],{"href":34263,"rel":34264},"https:\u002F\u002Fgithub.com\u002Flanggenius\u002Fdify",[938],"官方 GitHub 仓库"," 提供 Docker Compose 部署，社区版完全免费可商用：",[258,34268,34270],{"className":260,"code":34269,"language":262,"meta":263,"style":263},"git clone https:\u002F\u002Fgithub.com\u002Flanggenius\u002Fdify.git\ncd dify\u002Fdocker\ncp .env.example .env\ndocker compose up -d\n# 默认 http:\u002F\u002Flocalhost \u002F 端口可在 .env 调整\n",[34,34271,34272,34281,34288,34298,34308],{"__ignoreMap":263},[267,34273,34274,34276,34278],{"class":269,"line":270},[267,34275,3027],{"class":280},[267,34277,4140],{"class":284},[267,34279,34280],{"class":284}," https:\u002F\u002Fgithub.com\u002Flanggenius\u002Fdify.git\n",[267,34282,34283,34285],{"class":269,"line":277},[267,34284,4148],{"class":288},[267,34286,34287],{"class":284}," dify\u002Fdocker\n",[267,34289,34290,34292,34295],{"class":269,"line":308},[267,34291,9227],{"class":280},[267,34293,34294],{"class":284}," .env.example",[267,34296,34297],{"class":284}," .env\n",[267,34299,34300,34302,34304,34306],{"class":269,"line":314},[267,34301,281],{"class":280},[267,34303,15537],{"class":284},[267,34305,15540],{"class":284},[267,34307,15543],{"class":288},[267,34309,34310],{"class":269,"line":321},[267,34311,34312],{"class":273},"# 默认 http:\u002F\u002Flocalhost \u002F 端口可在 .env 调整\n",[30,34314,34315],{},"硬件门槛（社区共识，非官方硬性要求）：",[62,34317,34318,34324,34330],{},[65,34319,34320,34323],{},[43,34321,34322],{},"最低","：2 核 4G，纯外接 API 模式",[65,34325,34326,34329],{},[43,34327,34328],{},"推荐","：4 核 8G + 至少 30GB 磁盘（向量数据 + 文件存储）",[65,34331,34332,34334],{},[43,34333,3680],{},"：8 核 16G+，单机日活上千",[18805,34336,34338],{"id":34337},"真实-tco","真实 TCO",[30,34340,34341],{},"按一家中小团队 3 年场景估算（基于上面引用的多份评测交叉对比）：",[613,34343,34344,34356],{},[616,34345,34346],{},[619,34347,34348,34351,34354],{},[622,34349,34350],{},"成本项",[622,34352,34353],{},"云版 Professional",[622,34355,754],{},[637,34357,34358,34368,34378,34389],{},[619,34359,34360,34363,34366],{},[642,34361,34362],{},"平台费",[642,34364,34365],{},"~$2,100（3 年）",[642,34367,773],{},[619,34369,34370,34373,34375],{},[642,34371,34372],{},"服务器",[642,34374,773],{},[642,34376,34377],{},"~$50\u002F月 × 36 = $1,800",[619,34379,34380,34383,34386],{},[642,34381,34382],{},"模型 API",[642,34384,34385],{},"与下同",[642,34387,34388],{},"与上同",[619,34390,34391,34394,34396],{},[642,34392,34393],{},"运维人力",[642,34395,22991],{},[642,34397,34398],{},"约 0.2 人月",[30,34400,34401,34404],{},[43,34402,34403],{},"结论","：日活 \u003C 100 用云版省心；> 500 或数据敏感场景自托管 ROI 更好。",[25,34406,33481],{"id":33480},[258,34408,34410],{"className":260,"code":34409,"language":262,"meta":263,"style":263},"# 1. 自托管（社区版）\ngit clone https:\u002F\u002Fgithub.com\u002Flanggenius\u002Fdify.git\ncd dify\u002Fdocker\ncp .env.example .env\ndocker compose up -d\n\n# 2. 浏览器打开 http:\u002F\u002Flocalhost\n#    首次会让你创建 admin 账号\n\n# 3. 进入\"设置 → 模型供应商\"，配置 OpenAI \u002F 国产模型 API key\n\n# 4. 在主界面\"创建空白应用\"，选 Chatflow 或 Workflow\n# 5. 拖入\"开始 → LLM → 结束\"节点试一下基础 prompt\n# 6. 满意了点右上\"发布\"，自动生成 API endpoint\n",[34,34411,34412,34417,34425,34431,34439,34449,34453,34458,34463,34467,34472,34476,34481,34486],{"__ignoreMap":263},[267,34413,34414],{"class":269,"line":270},[267,34415,34416],{"class":273},"# 1. 自托管（社区版）\n",[267,34418,34419,34421,34423],{"class":269,"line":277},[267,34420,3027],{"class":280},[267,34422,4140],{"class":284},[267,34424,34280],{"class":284},[267,34426,34427,34429],{"class":269,"line":308},[267,34428,4148],{"class":288},[267,34430,34287],{"class":284},[267,34432,34433,34435,34437],{"class":269,"line":314},[267,34434,9227],{"class":280},[267,34436,34294],{"class":284},[267,34438,34297],{"class":284},[267,34440,34441,34443,34445,34447],{"class":269,"line":321},[267,34442,281],{"class":280},[267,34444,15537],{"class":284},[267,34446,15540],{"class":284},[267,34448,15543],{"class":288},[267,34450,34451],{"class":269,"line":327},[267,34452,318],{"emptyLinePlaceholder":317},[267,34454,34455],{"class":269,"line":5},[267,34456,34457],{"class":273},"# 2. 浏览器打开 http:\u002F\u002Flocalhost\n",[267,34459,34460],{"class":269,"line":338},[267,34461,34462],{"class":273},"#    首次会让你创建 admin 账号\n",[267,34464,34465],{"class":269,"line":347},[267,34466,318],{"emptyLinePlaceholder":317},[267,34468,34469],{"class":269,"line":356},[267,34470,34471],{"class":273},"# 3. 进入\"设置 → 模型供应商\"，配置 OpenAI \u002F 国产模型 API key\n",[267,34473,34474],{"class":269,"line":365},[267,34475,318],{"emptyLinePlaceholder":317},[267,34477,34478],{"class":269,"line":374},[267,34479,34480],{"class":273},"# 4. 在主界面\"创建空白应用\"，选 Chatflow 或 Workflow\n",[267,34482,34483],{"class":269,"line":383},[267,34484,34485],{"class":273},"# 5. 拖入\"开始 → LLM → 结束\"节点试一下基础 prompt\n",[267,34487,34488],{"class":269,"line":392},[267,34489,34490],{"class":273},"# 6. 满意了点右上\"发布\"，自动生成 API endpoint\n",[25,34492,23956],{"id":23956},[929,34494,34495,34501,34507,34513],{},[65,34496,34497,34500],{},[43,34498,34499],{},"云版 dify.ai 直连国内访问稳定但需要付款","——支持国际信用卡 \u002F Stripe",[65,34502,34503,34506],{},[43,34504,34505],{},"自托管 + 国产模型"," = 完全国内闭环，是 Dify 在国内最大优势",[65,34508,34509,34512],{},[43,34510,34511],{},"Docker 镜像拉取","：国内可能慢，建议配 Docker registry 镜像（阿里云 \u002F 网易）",[65,34514,34515,34517,34518,34520],{},[43,34516,3777],{},"：完全自托管时，数据零外泄；某些金融 \u002F 政府客户因此从 ",[912,34519,3576],{"href":34011}," 迁到 Dify",[25,34522,23995],{"id":23995},[613,34524,34525,34545],{},[616,34526,34527],{},[619,34528,34529,34531,34533,34537,34541],{},[622,34530,624],{},[622,34532,3579],{},[622,34534,34535],{},[912,34536,3576],{"href":34011},[622,34538,34539],{},[912,34540,33542],{"href":33541},[622,34542,34543],{},[912,34544,8970],{"href":33842},[637,34546,34547,34560,34572,34585,34597,34610,34624,34636],{},[619,34548,34549,34551,34553,34555,34557],{},[642,34550,4308],{},[642,34552,713],{},[642,34554,688],{},[642,34556,713],{},[642,34558,34559],{},"✅（fair-code）",[619,34561,34562,34564,34566,34568,34570],{},[642,34563,3670],{},[642,34565,713],{},[642,34567,688],{},[642,34569,713],{},[642,34571,713],{},[619,34573,34574,34576,34578,34581,34583],{},[642,34575,28049],{},[642,34577,24066],{},[642,34579,34580],{},"★★☆☆☆ 最简单",[642,34582,24066],{},[642,34584,24052],{},[619,34586,34587,34589,34591,34593,34595],{},[642,34588,33595],{},[642,34590,24044],{},[642,34592,24052],{},[642,34594,24066],{},[642,34596,24044],{},[619,34598,34599,34601,34603,34605,34607],{},[642,34600,33608],{},[642,34602,24052],{},[642,34604,24066],{},[642,34606,24044],{},[642,34608,34609],{},"★★☆☆☆",[619,34611,34612,34615,34617,34619,34622],{},[642,34613,34614],{},"模型生态",[642,34616,24044],{},[642,34618,24052],{},[642,34620,34621],{},"★★★☆☆（OneAPI 中转）",[642,34623,24052],{},[619,34625,34626,34628,34630,34632,34634],{},[642,34627,7123],{},[642,34629,24052],{},[642,34631,24044],{},[642,34633,24052],{},[642,34635,24066],{},[619,34637,34638,34641,34643,34646,34648],{},[642,34639,34640],{},"字节生态绑定",[642,34642,688],{},[642,34644,34645],{},"✅（飞书\u002F抖音深度集成）",[642,34647,688],{},[642,34649,688],{},[30,34651,34652,34654,34655,33667,34658,34661],{},[43,34653,24158],{},"（基于 ",[912,34656,33666],{"href":33664,"rel":34657},[938],[912,34659,33671],{"href":33182,"rel":34660},[938]," 两份选型指南综合）：",[62,34663,34664,34670,34677,34683,34690],{},[65,34665,34666,34669],{},[43,34667,34668],{},"数据必须不出内网 + 工作流复杂"," → Dify",[65,34671,34672,24178,34675],{},[43,34673,34674],{},"个人 \u002F 小团队 \u002F 快速原型 + 字节生态",[912,34676,3576],{"href":34011},[65,34678,34679,24178,34681],{},[43,34680,33691],{},[912,34682,33542],{"href":33541},[65,34684,34685,24178,34688],{},[43,34686,34687],{},"重点是连接外部 SaaS（Slack \u002F Notion \u002F 数据库）",[912,34689,8970],{"href":33842},[65,34691,34692,24178,34695],{},[43,34693,34694],{},"要画图式表达 LangChain pipeline",[912,34696,9648],{"href":33824},[25,34698,19024],{"id":19024},[62,34700,34701,34707,34723,34734,34747,34753,34759,34765],{},[65,34702,34703,34706],{},[43,34704,34705],{},"社区版与企业版差距比想象大","：多路召回 \u002F 重排序 \u002F 单点登录 \u002F 审计日志都在企业版。社区版做生产前心里要有数。",[65,34708,34709,76,34715,34718,34719,34722],{},[43,34710,34711,34714],{},[34,34712,34713],{},".env"," 文件改完忘 restart",[34,34716,34717],{},"docker compose down && up -d","，不是 ",[34,34720,34721],{},"restart","——后者不重新加载 env。",[65,34724,34725,76,34728,34733],{},[43,34726,34727],{},"大版本升级会破坏数据库 schema",[912,34729,34732],{"href":34730,"rel":34731},"https:\u002F\u002Fdocs.dify.ai\u002Fzh-hans",[938],"官方升级文档"," 有详细 migration 步骤，跨大版本（如 0.x → 1.x）务必先备份 PostgreSQL 卷。生产环境强烈建议跑 staging 完整验证后再升。",[65,34735,34736,34739,34740,34742,34743,34746],{},[43,34737,34738],{},"RAG 文件大小社区版默认 15MB","：根据上述知乎实测，超过会失败。改 ",[34,34741,34713],{}," 的 ",[34,34744,34745],{},"UPLOAD_FILE_SIZE_LIMIT"," 并重启容器。",[65,34748,34749,34752],{},[43,34750,34751],{},"代码节点的 Sandbox 性能差","：内置代码执行节点跑在隔离容器里启动慢、内存小。生产高频用建议改成 HTTP 节点调外部服务。",[65,34754,34755,34758],{},[43,34756,34757],{},"工作流\"迭代节点\"循环上限","：默认 10 次，复杂 ReAct agent 容易撞天花板，需要在节点设置里调高。",[65,34760,34761,34764],{},[43,34762,34763],{},"Dify Plugin 系统是新东西","：1.0 后引入的 Plugin 体系替代了原来的 Tools\u002FModels 配置方式，老教程可能已过时——以最新官方文档为准。",[65,34766,34767,34770],{},[43,34768,34769],{},"国内 Docker 拉取镜像慢","：先配国内 registry，否则首次 pull 可能要 30+ 分钟。",[25,34772,872],{"id":871},[30,34774,24262],{},[62,34776,34777,34780,34783,34786,34789,34792],{},[65,34778,34779],{},"中大型企业 LLM 中台建设",[65,34781,34782],{},"需要私有化部署（金融 \u002F 医疗 \u002F 政府）",[65,34784,34785],{},"想做\"AI 工作流即产品\"的开发团队",[65,34787,34788],{},"同时需要 RAG + Agent + Workflow 三件套",[65,34790,34791],{},"想用国产模型 + 国际模型混合编排",[65,34793,34794],{},"已经接受 Docker + 一定运维投入",[30,34796,24282],{},[62,34798,34799,34805,34811,34814,34820],{},[65,34800,34801,34802,34804],{},"纯个人玩家做对话机器人（",[912,34803,3576],{"href":34011}," 更快）",[65,34806,34807,34808,34810],{},"只想做企业知识库 QA（",[912,34809,33542],{"href":33541}," RAG 更专）",[65,34812,34813],{},"团队完全没运维能力（云版还行，自托管会踩坑）",[65,34815,34816,34817,34819],{},"需要深度对接字节飞书 \u002F 抖音（",[912,34818,3576],{"href":34011}," 原生）",[65,34821,34822,34823,34825],{},"工作流核心是连接 100+ SaaS（",[912,34824,8970],{"href":33842}," 节点更全）",[25,34827,906],{"id":906},[62,34829,34830,34840,34851,34862],{},[65,34831,24317,34832,88,34834,88,34836,88,34838],{},[912,34833,3576],{"href":34011},[912,34835,33542],{"href":33541},[912,34837,8970],{"href":33842},[912,34839,9648],{"href":33824},[65,34841,34842,34843,88,34845,88,34847,88,34849],{},"概念基础：",[912,34844,10672],{"href":24337},[912,34846,29410],{"href":33849},[912,34848,1485],{"href":23552},[912,34850,24343],{"href":24342},[65,34852,34853,34854,88,34856,88,34858,88,34860],{},"模型选型：",[912,34855,24350],{"href":24349},[912,34857,24354],{"href":24353},[912,34859,33863],{"href":33862},[912,34861,33869],{"href":33868},[65,34863,24365,34864,88,34868],{},[912,34865,34867],{"href":34866},"\u002Fwiki\u002Ffine-tuning-vs-rag.html","Fine-tuning vs RAG",[912,34869,33030],{"href":33029},[25,34871,927],{"id":927},[62,34873,34874,34880,34886,34892,34899],{},[65,34875,19124,34876],{},[912,34877,34878],{"href":34878,"rel":34879},"https:\u002F\u002Fdify.ai",[938],[65,34881,34882,34883],{},"中文文档：",[912,34884,34730],{"href":34730,"rel":34885},[938],[65,34887,34888,34889],{},"GitHub：",[912,34890,34263],{"href":34263,"rel":34891},[938],[65,34893,34894,34895],{},"官方定价：",[912,34896,34897],{"href":34897,"rel":34898},"https:\u002F\u002Fdify.ai\u002Fpricing",[938],[65,34900,34901],{},"第三方评测：tooljunction.io \u002F chatforest.com \u002F besthub.dev \u002F joshuaopolko.com \u002F 知乎 LLM 实战笔记",[30,34903,34904,34905,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现版本号 \u002F 价格 \u002F 功能与最新官方信息不一致，请通过 ",[912,34906,19146],{"href":19146},[968,34908,34909],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":263,"searchDepth":308,"depth":308,"links":34911},[34912,34913,34920,34925,34926,34927,34928,34929,34930,34931],{"id":27,"depth":277,"text":28},{"id":23576,"depth":277,"text":23576,"children":34914},[34915,34916,34917,34918,34919],{"id":34022,"depth":308,"text":34023},{"id":34099,"depth":308,"text":29214},{"id":34135,"depth":308,"text":34136},{"id":34153,"depth":308,"text":9009},{"id":34174,"depth":308,"text":34175},{"id":23728,"depth":277,"text":23728,"children":34921},[34922,34923,34924],{"id":34183,"depth":308,"text":34184},{"id":34257,"depth":308,"text":34258},{"id":34337,"depth":308,"text":34338},{"id":33480,"depth":277,"text":33481},{"id":23956,"depth":277,"text":23956},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Fdify.webp","Dify 真实评测：开源 LLMOps 平台，工作流编排 + RAG + Agent + MCP 一体，13 万 GitHub star。AIHO 编辑部基于官方文档和社区资料整理，含部署、模型生态、与 Coze \u002F FastGPT 对比、避坑指南。",[3280,1002,34935],"ja",{},[1007,1008,1009,281],"云版 SaaS（免费档 \u002F Professional $59\u002F月起） + 开源自托管完全免费",{"power":321,"ux":314,"price":321,"cn_support":314,"stability":314},{"title":3579,"description":34933},[34942,34944,34946,34948,34950],{"title":34943,"url":34730},"Dify 官方文档（中文）",{"title":34945,"url":34263},"Dify GitHub",{"title":34947,"url":34897},"Dify 官方定价",{"title":34949,"url":33664},"Coze vs Dify vs FastGPT 选型",{"title":34951,"url":34952},"Dify Self-Hosted Guide 2026","https:\u002F\u002Fjoshuaopolko.com\u002Fdify-self-hosted-guide","tools\u002Fagent\u002Fplatform\u002Fdify","开源 LLMOps 平台，私有部署 Agent 首选",[33983,1044,6718,10255,10959,34956,1041],"llmops","想私有部署、想接全球任意模型，Dify 是答案。比 Coze 工程化、上手陡一点；比 FastGPT 工作流强、RAG 略弱。","gwf4SBsWvfS9N5avQlKJfUT4wN-g6Is5WTUZgZy3AVo",{"id":34960,"title":33542,"alternatives":34961,"api_compatible":34964,"body":34965,"category":10199,"chinese_friendly":321,"cover":35952,"description":35953,"domestic":986,"extension":987,"faq":20,"free":986,"github":35917,"languages":35954,"meta":35955,"models":35956,"navigation":317,"notSuitable":35959,"opensource":317,"path":35963,"pillar":1005,"platforms":35964,"priceTable":35965,"pricing":35986,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":35987,"self_host":317,"seo":35988,"slug":33144,"sources":35989,"stem":36000,"suitable":36001,"tagline":36007,"tags":36008,"updated":1029,"verdict":36010,"website":35911,"__hash__":36011},"tools\u002Ftools\u002Fagent\u002Fplatform\u002Ffastgpt.md",[32236,33962,34962,34963],"agent\u002Fplatform\u002Fragflow","agent\u002Fplatform\u002Fanythingllm",[3947],{"type":22,"value":34966,"toc":35934},[34967,34969,34998,35009,35011,35015,35018,35032,35035,35061,35065,35072,35104,35111,35115,35168,35175,35178,35181,35184,35191,35235,35241,35245,35274,35278,35382,35385,35388,35392,35400,35517,35532,35534,35686,35694,35728,35734,35736,35810,35812,35814,35834,35836,35854,35856,35903,35905,35927,35932],[25,34968,28],{"id":27},[18623,34970,34972,34987],{"className":34971},[18626,18627,18628],[30,34973,34974,34976,34977,34982,34983,34986],{},[43,34975,18633],{}," labring 团队开源的 LLM 知识库 RAG 平台，27k+ GitHub star（截至 2026-03 数据，",[912,34978,34981],{"href":34979,"rel":34980},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2632669",[938],"腾讯云 2026-03 教程"," 引用），Apache 2.0 许可证可商用。",[43,34984,34985],{},"核心优势是 RAG 链路工程做得极细","——问题预处理、混合检索、重排序、上下文组装、答案生成每一步都可视化调参。",[30,34988,34989,34990,34993,34994,34997],{},"最大价值在 ",[43,34991,34992],{},"国内企业知识库 + 私有部署"," 场景。代价是 ",[43,34995,34996],{},"配置门槛","：docker 基础 + 网络知识 + 一定运维能力。",[174,34999,35000],{},[30,35001,35002,35003,35008],{},"来源说明：本文基于 fastgpt.io 官方页面、github.com\u002Flabring\u002FFastGPT 仓库、",[912,35004,35007],{"href":35005,"rel":35006},"https:\u002F\u002Fwww.nanhuantech.com\u002Fzh\u002Fai-reviews\u002Ffastgpt-2025-review",[938],"南环 AI 2026-05 评测","、腾讯云开发者社区 2026-03 部署教程综合整理。版本迭代较快，命令和价格请以最新官方文档为准。",[25,35010,23576],{"id":23576},[18805,35012,35014],{"id":35013},"知识库管理核心能力","知识库管理（核心能力）",[30,35016,35017],{},"支持文件类型：",[62,35019,35020,35023,35026,35029],{},[65,35021,35022],{},"文档：PDF \u002F Word \u002F Markdown \u002F TXT \u002F HTML",[65,35024,35025],{},"表格：Excel \u002F CSV",[65,35027,35028],{},"网页：URL 抓取 + 定时同步",[65,35030,35031],{},"API：通过接口推送内容",[30,35033,35034],{},"处理流程：上传 → 文本切分 → 向量化 → 存储 → 可用于问答。支持：",[62,35036,35037,35043,35049,35055],{},[65,35038,35039,35042],{},[43,35040,35041],{},"文件夹分组","：不同主题 \u002F 部门分类",[65,35044,35045,35048],{},[43,35046,35047],{},"多种分块策略","：默认按段落 \u002F 按 token 数 \u002F 自定义",[65,35050,35051,35054],{},[43,35052,35053],{},"批量导入","：脚本化大批量同步",[65,35056,35057,35060],{},[43,35058,35059],{},"定时同步","：网页源自动更新",[18805,35062,35064],{"id":35063},"rag-流程编排最强卖点","RAG 流程编排（最强卖点）",[30,35066,35067,35071],{},[912,35068,35070],{"href":35005,"rel":35069},[938],"南环 AI 2026 评测"," 总结的 FastGPT RAG 链路：",[929,35073,35074,35080,35086,35092,35098],{},[65,35075,35076,35079],{},[43,35077,35078],{},"问题预处理","：改写 \u002F 扩展 \u002F 错词纠正（提升召回率）",[65,35081,35082,35085],{},[43,35083,35084],{},"检索策略","：语义检索 \u002F 关键词 BM25 \u002F 混合检索，可调相似度阈值",[65,35087,35088,35091],{},[43,35089,35090],{},"重排序（Rerank）","：对初步检索结果二次排序，提升相关性",[65,35093,35094,35097],{},[43,35095,35096],{},"上下文组装","：最优 chunk + 问题 → prompt",[65,35099,35100,35103],{},[43,35101,35102],{},"答案生成","：调大模型基于检索结果回答 + 引用标注",[30,35105,35106,35107,35110],{},"每一步都可视化调参，这是 FastGPT 比 Coze \u002F Dify 在 ",[43,35108,35109],{},"纯知识库 QA 精度","上更高的原因。",[18805,35112,35114],{"id":35113},"多模型支持不绑定厂商","多模型支持（不绑定厂商）",[613,35116,35117,35127],{},[616,35118,35119],{},[619,35120,35121,35124],{},[622,35122,35123],{},"模型类别",[622,35125,35126],{},"支持",[637,35128,35129,35137,35144,35152,35160],{},[619,35130,35131,35134],{},[642,35132,35133],{},"国产闭源",[642,35135,35136],{},"豆包 \u002F 通义千问 \u002F 文心一言 \u002F 智谱 GLM \u002F Moonshot Kimi \u002F MiniMax",[619,35138,35139,35141],{},[642,35140,4308],{},[642,35142,35143],{},"LLaMA \u002F Qwen \u002F ChatGLM \u002F DeepSeek 等可自部署",[619,35145,35146,35149],{},[642,35147,35148],{},"OpenAI 系",[642,35150,35151],{},"GPT-5 \u002F GPT-5 mini \u002F o3",[619,35153,35154,35157],{},[642,35155,35156],{},"Claude 系",[642,35158,35159],{},"Sonnet 4 \u002F Opus 4 \u002F Haiku",[619,35161,35162,35165],{},[642,35163,35164],{},"嵌入 \u002F 重排",[642,35166,35167],{},"BGE \u002F m3e \u002F OpenAI text-embedding-3",[30,35169,35170,35171,35174],{},"可以在 ",[43,35172,35173],{},"应用级别","为不同知识库 \u002F 不同场景配置不同模型，做\"低成本 embedding + 高质量 LLM 生成\"组合。",[18805,35176,35177],{"id":35177},"工作流与高级编排",[30,35179,35180],{},"新版本（v4.14.x）支持类似 Dify 的工作流节点编排——条件分支、循环、HTTP 调用、代码节点。能做\"分类 → 路由到不同子知识库 → 不同模型回答\"这类复杂场景。",[18805,35182,35183],{"id":35183},"多向量库选择",[30,35185,35186,35190],{},[912,35187,35189],{"href":34979,"rel":35188},[938],"腾讯云教程"," 公开的 4 种向量后端：",[613,35192,35193,35201],{},[616,35194,35195],{},[619,35196,35197,35199],{},[622,35198,18936],{},[622,35200,12460],{},[637,35202,35203,35211,35219,35227],{},[619,35204,35205,35208],{},[642,35206,35207],{},"PgVector",[642,35209,35210],{},"5000 万索引以下，新手 \u002F 小规模",[619,35212,35213,35216],{},[642,35214,35215],{},"Milvus",[642,35217,35218],{},"亿级以上，高性能",[619,35220,35221,35224],{},[642,35222,35223],{},"Zilliz Cloud",[642,35225,35226],{},"Milvus 全托管 SaaS",[619,35228,35229,35232],{},[642,35230,35231],{},"SeekDB \u002F OceanBase",[642,35233,35234],{},"企业级国产化",[30,35236,35237,35238,12933],{},"部署时选对应 ",[34,35239,35240],{},"docker-compose.{pgvector|milvus|...}.yml",[18805,35242,35244],{"id":35243},"api-与-mcp","API 与 MCP",[62,35246,35247,35253,35259,35268],{},[65,35248,35249,35252],{},[43,35250,35251],{},"对话 API","：流式 \u002F 非流式 HTTP，OpenAI 兼容",[65,35254,35255,35258],{},[43,35256,35257],{},"知识库检索 API","：单独调检索（不走生成）做 hybrid pipeline",[65,35260,35261,35264,35265,35267],{},[43,35262,35263],{},"MCP Server","：3005 端口暴露 MCP SSE 服务，可被 ",[912,35266,5643],{"href":24326}," 等客户端直接接入",[65,35269,35270,35273],{},[43,35271,35272],{},"Webhook","：回调通知",[25,35275,35277],{"id":35276},"部署-10-分钟docker","部署 10 分钟（Docker）",[258,35279,35281],{"className":260,"code":35280,"language":262,"meta":263,"style":263},"# 克隆代码\ngit clone https:\u002F\u002Fgithub.com\u002Flabring\u002FFastGPT.git\ncd FastGPT\n\n# 切到最新稳定版（参考 GitHub releases）\ngit switch -c 4.14.7.2\n\n# 选向量库版本（个人 \u002F 小规模选 pg）\ncd deploy\u002Fdocker\u002Fcn\nwget https:\u002F\u002Fdoc.fastgpt.cn\u002Fdeploy\u002Fconfig\u002Fconfig.json\n\n# 启动\ndocker-compose -f docker-compose.pg.yml up -d\n\n# 访问 http:\u002F\u002F\u003Cip>:3000，默认账号 root \u002F 1234\n",[34,35282,35283,35288,35297,35304,35308,35313,35326,35330,35335,35342,35350,35354,35358,35373,35377],{"__ignoreMap":263},[267,35284,35285],{"class":269,"line":270},[267,35286,35287],{"class":273},"# 克隆代码\n",[267,35289,35290,35292,35294],{"class":269,"line":277},[267,35291,3027],{"class":280},[267,35293,4140],{"class":284},[267,35295,35296],{"class":284}," https:\u002F\u002Fgithub.com\u002Flabring\u002FFastGPT.git\n",[267,35298,35299,35301],{"class":269,"line":308},[267,35300,4148],{"class":288},[267,35302,35303],{"class":284}," FastGPT\n",[267,35305,35306],{"class":269,"line":314},[267,35307,318],{"emptyLinePlaceholder":317},[267,35309,35310],{"class":269,"line":321},[267,35311,35312],{"class":273},"# 切到最新稳定版（参考 GitHub releases）\n",[267,35314,35315,35317,35320,35323],{"class":269,"line":327},[267,35316,3027],{"class":280},[267,35318,35319],{"class":284}," switch",[267,35321,35322],{"class":288}," -c",[267,35324,35325],{"class":288}," 4.14.7.2\n",[267,35327,35328],{"class":269,"line":5},[267,35329,318],{"emptyLinePlaceholder":317},[267,35331,35332],{"class":269,"line":338},[267,35333,35334],{"class":273},"# 选向量库版本（个人 \u002F 小规模选 pg）\n",[267,35336,35337,35339],{"class":269,"line":347},[267,35338,4148],{"class":288},[267,35340,35341],{"class":284}," deploy\u002Fdocker\u002Fcn\n",[267,35343,35344,35347],{"class":269,"line":356},[267,35345,35346],{"class":280},"wget",[267,35348,35349],{"class":284}," https:\u002F\u002Fdoc.fastgpt.cn\u002Fdeploy\u002Fconfig\u002Fconfig.json\n",[267,35351,35352],{"class":269,"line":365},[267,35353,318],{"emptyLinePlaceholder":317},[267,35355,35356],{"class":269,"line":374},[267,35357,5528],{"class":273},[267,35359,35360,35363,35366,35369,35371],{"class":269,"line":383},[267,35361,35362],{"class":280},"docker-compose",[267,35364,35365],{"class":288}," -f",[267,35367,35368],{"class":284}," docker-compose.pg.yml",[267,35370,15540],{"class":284},[267,35372,15543],{"class":288},[267,35374,35375],{"class":269,"line":392},[267,35376,318],{"emptyLinePlaceholder":317},[267,35378,35379],{"class":269,"line":397},[267,35380,35381],{"class":273},"# 访问 http:\u002F\u002F\u003Cip>:3000，默认账号 root \u002F 1234\n",[30,35383,35384],{},"最低配置：2C4G + 20GB 硬盘 + Docker 28+ + Docker Compose 2.20+。",[30,35386,35387],{},"进入后台 → 账号 → 模型提供商 → 配置至少 1 个对话模型 + 1 个嵌入模型 → 即可开始建知识库。",[25,35389,35391],{"id":35390},"云版-vs-自托管对比","云版 vs 自托管对比",[30,35393,35394,35399],{},[912,35395,35398],{"href":35396,"rel":35397},"https:\u002F\u002Ffastgpt.io\u002Fzh\u002Fprice",[938],"fastgpt.io 官方定价"," 公开数据：",[613,35401,35402,35426],{},[616,35403,35404],{},[619,35405,35406,35408,35410,35413,35416,35418,35420,35423],{},[622,35407,23111],{},[622,35409,158],{},[622,35411,35412],{},"AI 积分",[622,35414,35415],{},"知识库索引",[622,35417,13688],{},[622,35419,12970],{},[622,35421,35422],{},"知识库",[622,35424,35425],{},"QPM",[637,35427,35428,35450,35474,35498],{},[619,35429,35430,35432,35434,35437,35440,35442,35444,35447],{},[642,35431,3293],{},[642,35433,11477],{},[642,35435,35436],{},"100",[642,35438,35439],{},"600",[642,35441,12477],{},[642,35443,13601],{},[642,35445,35446],{},"3",[642,35448,35449],{},"30",[619,35451,35452,35454,35457,35460,35463,35466,35469,35471],{},[642,35453,15641],{},[642,35455,35456],{},"¥99\u002F月",[642,35458,35459],{},"4000",[642,35461,35462],{},"6000",[642,35464,35465],{},"5",[642,35467,35468],{},"50",[642,35470,35449],{},[642,35472,35473],{},"300",[619,35475,35476,35479,35482,35485,35488,35490,35493,35495],{},[642,35477,35478],{},"高级",[642,35480,35481],{},"¥599\u002F月",[642,35483,35484],{},"25000",[642,35486,35487],{},"36000",[642,35489,35468],{},[642,35491,35492],{},"200",[642,35494,35436],{},[642,35496,35497],{},"1500",[619,35499,35500,35502,35504,35507,35509,35511,35513,35515],{},[642,35501,23009],{},[642,35503,33951],{},[642,35505,35506],{},"弹性",[642,35508,35506],{},[642,35510,35506],{},[642,35512,35506],{},[642,35514,35506],{},[642,35516,35506],{},[30,35518,35519,35522,35523,35526,35527,35531],{},[43,35520,35521],{},"云版适合","：不想运维、量小、要快速上线\n",[43,35524,35525],{},"自托管适合","：量大（10 万+ 日问答）、数据敏感、要深度定制——按 ",[912,35528,35530],{"href":35005,"rel":35529},[938],"南环评测"," 估算：\"日均 10 万次问答的企业场景，商业 SaaS 年费数十万，自建 FastGPT + 开源模型只需数万硬件投入\"",[25,35533,23995],{"id":23995},[613,35535,35536,35558],{},[616,35537,35538],{},[619,35539,35540,35542,35544,35548,35552,35555],{},[622,35541,624],{},[622,35543,33542],{},[622,35545,35546],{},[912,35547,3579],{"href":33536},[622,35549,35550],{},[912,35551,3576],{"href":34011},[622,35553,35554],{},"RAGFlow",[622,35556,35557],{},"AnythingLLM",[637,35559,35560,35579,35593,35608,35625,35639,35655,35670],{},[619,35561,35562,35564,35567,35570,35573,35576],{},[642,35563,32703],{},[642,35565,35566],{},"知识库 QA",[642,35568,35569],{},"综合 LLMOps",[642,35571,35572],{},"Bot + 工作流",[642,35574,35575],{},"文档解析+RAG",[642,35577,35578],{},"桌面级 KB",[619,35580,35581,35583,35585,35587,35589,35591],{},[642,35582,4308],{},[642,35584,757],{},[642,35586,757],{},[642,35588,688],{},[642,35590,757],{},[642,35592,765],{},[619,35594,35595,35597,35600,35602,35604,35606],{},[642,35596,3670],{},[642,35598,35599],{},"★★★★★ docker",[642,35601,24044],{},[642,35603,33569],{},[642,35605,24052],{},[642,35607,24044],{},[619,35609,35610,35613,35616,35618,35620,35623],{},[642,35611,35612],{},"RAG 深度",[642,35614,35615],{},"★★★★★ 最细",[642,35617,24052],{},[642,35619,24066],{},[642,35621,35622],{},"★★★★★ 文档解析最强",[642,35624,24066],{},[619,35626,35627,35629,35631,35633,35635,35637],{},[642,35628,11284],{},[642,35630,24052],{},[642,35632,24044],{},[642,35634,24052],{},[642,35636,24066],{},[642,35638,34609],{},[619,35640,35641,35643,35646,35648,35651,35653],{},[642,35642,3639],{},[642,35644,35645],{},"★★★☆☆ 需 docker",[642,35647,24052],{},[642,35649,35650],{},"★★★★★ 最简单",[642,35652,24066],{},[642,35654,24052],{},[619,35656,35657,35660,35662,35664,35666,35668],{},[642,35658,35659],{},"中文优化",[642,35661,24044],{},[642,35663,24052],{},[642,35665,24044],{},[642,35667,24052],{},[642,35669,24066],{},[619,35671,35672,35675,35678,35680,35682,35684],{},[642,35673,35674],{},"多平台发布",[642,35676,35677],{},"⚠️ API 为主",[642,35679,24052],{},[642,35681,24044],{},[642,35683,24454],{},[642,35685,24454],{},[30,35687,35688,33661,35690,33222],{},[43,35689,24158],{},[912,35691,35693],{"href":35005,"rel":35692},[938],"南环 AI 评测",[62,35695,35696,35702,35709,35716,35722],{},[65,35697,35698,35701],{},[43,35699,35700],{},"核心需求是 RAG 精度"," → FastGPT",[65,35703,35704,24178,35707],{},[43,35705,35706],{},"需要丰富插件 + 复杂工作流 + 多平台发布",[912,35708,3579],{"href":33536},[65,35710,35711,24178,35714],{},[43,35712,35713],{},"零代码、快速发布到飞书 \u002F 微信",[912,35715,3576],{"href":34011},[65,35717,35718,35721],{},[43,35719,35720],{},"文档解析（含 OCR \u002F 表格 \u002F 公式）是瓶颈"," → RAGFlow",[65,35723,35724,35727],{},[43,35725,35726],{},"桌面 \u002F 单机使用"," → AnythingLLM",[30,35729,35730,35733],{},[43,35731,35732],{},"很多企业同时用","：FastGPT 做知识库底座 + Coze 做前端 Bot 发布 \u002F 工作流编排。",[25,35735,19024],{"id":19024},[62,35737,35738,35751,35760,35766,35776,35788,35794,35800],{},[65,35739,35740,76,35743,35746,35747,35750],{},[43,35741,35742],{},"docker-compose 镜像 tag 不一致",[912,35744,35189],{"href":34979,"rel":35745},[938]," 实测的坑——某些版本编排文件的 image tag 与最新 release 不一致，启动报\"镜像找不到\"，手动改 ",[34,35748,35749],{},"image:"," 行为正确版本即可",[65,35752,35753,35756,35757,35759],{},[43,35754,35755],{},"3000 端口冲突","：默认占用 3000（主服务）\u002F 9000（S3 \u002F MinIO）\u002F 3005（MCP）；改 ",[34,35758,35362],{}," 的 ports 映射端口",[65,35761,35762,35765],{},[43,35763,35764],{},"PostgreSQL pgvector 不够用就换 Milvus","：单库索引超 5000 万时 pgvector 查询性能下降，切 Milvus",[65,35767,35768,35771,35772,35775],{},[43,35769,35770],{},"向量库选错代价大","：先评估索引量再选向量后端，迁移要重新 embedding 整库，按 ",[912,35773,35530],{"href":35005,"rel":35774},[938],"：\"新手 \u002F 小规模 PgVector，中大规模 Milvus，企业 \u002F 国产 OceanBase\"",[65,35777,35778,76,35781,35784,35785],{},[43,35779,35780],{},"MinIO 默认密码",[34,35782,35783],{},"minioadmin\u002Fminioadmin","，",[43,35786,35787],{},"部署到公网前必须改",[65,35789,35790,35793],{},[43,35791,35792],{},"分段策略影响巨大","：默认分段对长法律 \u002F 医疗文档不友好，需调\"按章节\"或\"自定义\"",[65,35795,35796,35799],{},[43,35797,35798],{},"嵌入模型 ≠ 对话模型","：经常有人只配 GPT-4 没配 embedding 模型，知识库无法索引——必须同时配两类",[65,35801,35802,35805,35806,2349],{},[43,35803,35804],{},"云版 AI 积分会过期","：未用完不能跨月累积（按 ",[912,35807,35809],{"href":35396,"rel":35808},[938],"fastgpt.io 定价 FAQ",[25,35811,872],{"id":871},[30,35813,24262],{},[62,35815,35816,35819,35822,35825,35828,35831],{},[65,35817,35818],{},"企业内部知识库（员工手册 \u002F 制度 \u002F 流程）",[65,35820,35821],{},"产品 FAQ \u002F 用户手册问答",[65,35823,35824],{},"医疗 \u002F 法律 \u002F 金融垂直领域知识系统",[65,35826,35827],{},"数据严格不出网 + Apache 2.0 商用",[65,35829,35830],{},"有 docker 运维基础的技术团队",[65,35832,35833],{},"需要把 RAG 当后端服务的开发者（API 接入业务系统）",[30,35835,24282],{},[62,35837,35838,35843,35848,35851],{},[65,35839,35840,35841,2349],{},"完全非技术用户（去 ",[912,35842,3576],{"href":34011},[65,35844,35845,35846,2349],{},"主要需求是工作流 + 插件集成（去 ",[912,35847,3579],{"href":33536},[65,35849,35850],{},"文档解析 \u002F OCR 是首要痛点（RAGFlow）",[65,35852,35853],{},"不想自己运维 + 量很小（FastGPT 云免费版起步即可）",[25,35855,906],{"id":906},[62,35857,35858,35867,35883,35897],{},[65,35859,24317,35860,88,35862,35864,35865],{},[912,35861,3579],{"href":33536},[912,35863,3576],{"href":34011}," \u002F RAGFlow \u002F AnythingLLM \u002F ",[912,35866,8970],{"href":33842},[65,35868,24334,35869,88,35871,88,35875,88,35878,88,35881],{},[912,35870,29410],{"href":33849},[912,35872,35874],{"href":35873},"\u002Fwiki\u002Fembedding.html","Embedding",[912,35876,35877],{"href":35873},"Vector Database",[912,35879,35880],{"href":33849},"Reranker",[912,35882,10672],{"href":24337},[65,35884,24346,35885,88,35887,88,35889,88,35891,88,35895],{},[912,35886,33863],{"href":33862},[912,35888,33024],{"href":33023},[912,35890,33869],{"href":33868},[912,35892,35894],{"href":35893},"\u002Fmodels\u002Fkimi-k2.html","Kimi K2",[912,35896,33859],{"href":33858},[65,35898,24365,35899,88,35901],{},[912,35900,33030],{"href":33029},[912,35902,24373],{"href":24372},[25,35904,927],{"id":927},[62,35906,35907,35913,35919,35924],{},[65,35908,19124,35909],{},[912,35910,35911],{"href":35911,"rel":35912},"https:\u002F\u002Ffastgpt.io",[938],[65,35914,34888,35915],{},[912,35916,35917],{"href":35917,"rel":35918},"https:\u002F\u002Fgithub.com\u002Flabring\u002FFastGPT",[938],[65,35920,24386,35921],{},[912,35922,35396],{"href":35396,"rel":35923},[938],[65,35925,35926],{},"第三方评测：南环 AI \u002F 腾讯云开发者社区 \u002F 飞书 AGI 掘金知识库",[30,35928,35929,35930,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 命令 \u002F 功能与最新官方信息不一致，请通过 ",[912,35931,19146],{"href":19146},[968,35933,1734],{},{"title":263,"searchDepth":308,"depth":308,"links":35935},[35936,35937,35945,35946,35947,35948,35949,35950,35951],{"id":27,"depth":277,"text":28},{"id":23576,"depth":277,"text":23576,"children":35938},[35939,35940,35941,35942,35943,35944],{"id":35013,"depth":308,"text":35014},{"id":35063,"depth":308,"text":35064},{"id":35113,"depth":308,"text":35114},{"id":35177,"depth":308,"text":35177},{"id":35183,"depth":308,"text":35183},{"id":35243,"depth":308,"text":35244},{"id":35276,"depth":277,"text":35277},{"id":35390,"depth":277,"text":35391},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Ffastgpt.webp","FastGPT 真实评测：开源 LLM 知识库 RAG 平台，labring 团队出品，27k+ GitHub star。一键 docker-compose 部署、RAG 流程编排可视化、多向量库支持。AIHO 编辑部基于官方文档与社区资料整理，含与 Dify\u002FCoze 对比、避坑指南。",[3280,1002],{},[33932,33083,33931,35957,33081,35958],"gpt-4o","kimi",[35960,35961,35962],"完全零代码 \u002F 不懂 docker 的用户（去 Coze）","Bot 多平台一键发布场景（Coze 强项）","插件 \u002F 工作流复杂集成（去 Dify）","\u002Ftools\u002Fagent\u002Fplatform\u002Ffastgpt",[1007,1008,1009],[35966,35970,35974,35978,35982],{"plan":35967,"price":3293,"limit":35968,"cn_pay":13466,"note":35969},"Self-host 开源","全功能 + 全数据本地","Apache 2.0 可商用",{"plan":35971,"price":35972,"limit":35973,"cn_pay":13466,"note":2506},"云免费版","¥0\u002F月","100 AI 积分 + 600 索引 + 3 知识库",{"plan":35975,"price":35456,"limit":35976,"cn_pay":33948,"note":35977},"云基础版","4000 积分 + 6000 索引 + 50 Agent","中小团队 SaaS",{"plan":35979,"price":35481,"limit":35980,"cn_pay":713,"note":35981},"云高级版","25000 积分 + 36000 索引 + 50 成员 + 200 Agent + 1500 QPM","企业级生产",{"plan":35983,"price":33951,"limit":35984,"cn_pay":713,"note":35985},"云定制版","弹性资源 + 深度技术支持 + 专属客户经理","中大型企业","自托管开源免费 \u002F 云版 ¥0-¥599\u002F月",{"power":314,"ux":314,"price":321,"cn_support":321,"stability":314},{"title":33542,"description":35953},[35990,35992,35994,35996,35998],{"title":35991,"url":35911},"FastGPT 官网",{"title":35993,"url":35917},"FastGPT GitHub",{"title":35995,"url":35396},"FastGPT 定价页",{"title":35997,"url":35005},"FastGPT 2025 测评（南环 AI）",{"title":35999,"url":34979},"FastGPT 部署教程（腾讯云）","tools\u002Fagent\u002Fplatform\u002Ffastgpt",[36002,36003,36004,36005,36006],"企业内部知识库（员工手册、规章、流程）","产品文档智能问答（FAQ \u002F 用户手册）","垂直领域知识库（医疗、法律、金融）","数据严格不出网的合规场景","需要精细 RAG 流程编排（重排序、混合检索、阈值调节）","开源知识库问答系统，国内私有部署友好",[33983,1044,6718,10255,22539,7823,36009],"labring","国内企业知识库私有化首选。RAG 召回工程做得很细，可视化调试好用，docker-compose 一键部署。生态插件不如 Dify 丰富。","3Y-t3FufM7dDfe0ULmUOTcEtW1ydhA6kARH98gHmn7E",{"id":36013,"title":5646,"alternatives":36014,"api_compatible":20,"body":36018,"category":12865,"chinese_friendly":308,"cover":36908,"description":36909,"domestic":986,"extension":987,"faq":20,"free":986,"github":36428,"languages":36910,"meta":36911,"models":20,"navigation":317,"notSuitable":20,"opensource":317,"path":5261,"pillar":12861,"platforms":36912,"priceTable":20,"pricing":36913,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":36914,"self_host":317,"seo":36915,"slug":36916,"sources":36917,"stem":36930,"suitable":20,"tagline":36931,"tags":36932,"updated":1029,"verdict":36935,"website":36844,"__hash__":36936},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[36015,36016,36017],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Fcline",{"type":22,"value":36019,"toc":36891},[36020,36022,36044,36049,36051,36055,36058,36093,36097,36105,36125,36128,36169,36174,36177,36185,36255,36258,36262,36265,36267,36416,36418,36460,36470,36472,36509,36511,36634,36638,36660,36662,36758,36760,36762,36787,36789,36803,36805,36836,36838,36883,36888],[25,36021,28],{"id":27},[18623,36023,36025,36034],{"className":36024},[18626,18627,18628],[30,36026,36027,36029,36030,36033],{},[43,36028,18633],{}," Aider 把 \"AI 编辑代码\" 这件事拆成了 git 操作——每次对话结束自动 commit，回滚一行 ",[34,36031,36032],{},"git reset --hard HEAD~1"," 就行。没有 GUI、没有 IDE 插件、没有 Composer 那种漂亮 diff 面板，但你能拿到对开源项目最友好的工作流：bring your own key、bring your own model、bring your own editor。",[30,36035,36036,36037,36040,36041,36043],{},"代价是",[43,36038,36039],{},"学习曲线最陡","。第一次跑起来要花 10 分钟读文档，但跑顺了之后 ",[912,36042,5643],{"href":24326}," 用户都觉得\"为啥不直接 aider\"。",[174,36045,36046],{},[30,36047,36048],{},"来源说明：本文事实点基于 aider.chat 官方文档（modes.html \u002F llms.html \u002F HISTORY.html）和 GitHub 仓库归纳，命令、参数、模型列表以官方为准。",[25,36050,23576],{"id":23576},[18805,36052,36054],{"id":36053},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[30,36056,36057],{},"这是 Aider 与所有竞品的最大区别。其他 AI 编程工具改完文件丢给你看 diff，让你手动 stage \u002F commit；Aider 把 git 集成到工作流里：",[62,36059,36060,36070,36080,36090],{},[65,36061,36062,36063,3140,36066,36069],{},"每次对话改完代码，自动 ",[34,36064,36065],{},"git add",[34,36067,36068],{},"git commit","，commit message 由 weak-model 生成",[65,36071,36072,36073,36076,36077],{},"想撤回上一步：",[34,36074,36075],{},"\u002Fundo"," 或者直接 ",[34,36078,36079],{},"git reset",[65,36081,36082,36083,36086,36087,36089],{},"改坏了想从分叉点重来：",[34,36084,36085],{},"git checkout \u003Chash>"," 后继续 ",[34,36088,5260],{},"，对话上下文还在",[65,36091,36092],{},"这也是为什么官方推荐 Aider 用在 git 仓库里——非 git 目录功能受限",[18805,36094,36096],{"id":36095},"architect-模式两个模型分工","Architect 模式：两个模型分工",[30,36098,36099,36100,76],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[912,36101,36104],{"href":36102,"rel":36103},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[938],"官方 modes 文档",[62,36106,36107,36113,36119],{},[65,36108,36109,36112],{},[34,36110,36111],{},"--model","（architect）：负责高层方案推理。适合 o1 \u002F o3 \u002F DeepSeek R1 \u002F Claude Opus 这类强推理模型",[65,36114,36115,36118],{},[34,36116,36117],{},"--editor-model","：负责把方案落地成具体文件 diff。适合 GPT-4o \u002F Claude Sonnet 这类编辑能力强但推理一般的模型",[65,36120,36121,36124],{},[34,36122,36123],{},"--weak-model","（可选）：用来生成 commit message \u002F 简单重构。可以指定便宜模型省钱",[30,36126,36127],{},"启动示例：",[258,36129,36131],{"className":260,"code":36130,"language":262,"meta":263,"style":263},"aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n",[34,36132,36133,36142,36151,36161],{"__ignoreMap":263},[267,36134,36135,36137,36140],{"class":269,"line":270},[267,36136,5260],{"class":280},[267,36138,36139],{"class":288}," --architect",[267,36141,305],{"class":288},[267,36143,36144,36146,36149],{"class":269,"line":277},[267,36145,4250],{"class":288},[267,36147,36148],{"class":284}," deepseek\u002Fdeepseek-reasoner",[267,36150,305],{"class":288},[267,36152,36153,36156,36159],{"class":269,"line":308},[267,36154,36155],{"class":288},"  --editor-model",[267,36157,36158],{"class":284}," claude-3-5-sonnet-20241022",[267,36160,305],{"class":288},[267,36162,36163,36166],{"class":269,"line":314},[267,36164,36165],{"class":288},"  --weak-model",[267,36167,36168],{"class":284}," gpt-4o-mini\n",[174,36170,36171],{},[30,36172,36173],{},"据 Aider 官方 benchmark，DeepSeek R1（架构师）+ Claude 3.5 Sonnet（编辑器）的 Architect 组合，比任一模型单跑高约 10%。本数据来自 aider.chat\u002FHISTORY.html 与 pixelsham.com 的 2025-07 评测笔记。",[18805,36175,36176],{"id":36176},"几乎能接所有模型",[30,36178,36179,36184],{},[912,36180,36183],{"href":36181,"rel":36182},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[938],"Aider 官方推荐"," 的\"最佳模型清单\"：",[613,36186,36187,36200],{},[616,36188,36189],{},[619,36190,36191,36194,36197],{},[622,36192,36193],{},"厂商",[622,36195,36196],{},"推荐模型",[622,36198,36199],{},"备注",[637,36201,36202,36212,36222,36233,36245],{},[619,36203,36204,36206,36209],{},[642,36205,7569],{},[642,36207,36208],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[642,36210,36211],{},"编辑能力最稳",[619,36213,36214,36217,36219],{},[642,36215,36216],{},"Google",[642,36218,24362],{},[642,36220,36221],{},"超长上下文",[619,36223,36224,36227,36230],{},[642,36225,36226],{},"DeepSeek",[642,36228,36229],{},"R1 + V3",[642,36231,36232],{},"性价比之王",[619,36234,36235,36237,36242],{},[642,36236,7566],{},[642,36238,36239,36240],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[912,36241,24350],{"href":24349},[642,36243,36244],{},"reasoning 路径",[619,36246,36247,36249,36252],{},[642,36248,13851],{},[642,36250,36251],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[642,36253,36254],{},"完全离线",[30,36256,36257],{},"接入方式靠 LiteLLM 适配层，OpenRouter \u002F Bedrock \u002F Vertex \u002F xAI \u002F Groq \u002F Cohere \u002F Azure \u002F 私有 OpenAI 兼容端点 都支持——你能想到的 base_url，基本都行。",[18805,36259,36261],{"id":36260},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[30,36263,36264],{},"Aider 用 tree-sitter 解析整个 git 仓库，生成一份压缩版的 \"repo map\"——把符号定义、函数签名、类层级提取出来塞进 prompt。模型不需要看到所有源代码就能理解项目结构。这是 Aider 在 polyglot benchmark 上能打过很多带 Composer 的工具的关键原因。",[25,36266,18852],{"id":18851},[258,36268,36270],{"className":260,"code":36269,"language":262,"meta":263,"style":263},"# 1. 安装（要 Python 3.9+）\npython -m pip install -U --upgrade-strategy only-if-needed aider-chat\n\n# 2. 进入 git 仓库\ncd your-project\n\n# 3. 设置 API key（任选其一）\nexport ANTHROPIC_API_KEY=sk-ant-...\nexport DEEPSEEK_API_KEY=sk-...\nexport OPENAI_API_KEY=sk-...\n\n# 4. 启动（默认会用环境变量里第一个能识别的 key）\naider\n\n# 或指定模型\naider --model deepseek\u002Fdeepseek-chat\naider --model claude-3-5-sonnet-20241022\n\n# 5. 在 aider 里直接用自然语言下指令\n> 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[34,36271,36272,36277,36300,36304,36309,36316,36320,36325,36336,36348,36358,36362,36367,36372,36376,36381,36391,36400,36404,36409],{"__ignoreMap":263},[267,36273,36274],{"class":269,"line":270},[267,36275,36276],{"class":273},"# 1. 安装（要 Python 3.9+）\n",[267,36278,36279,36281,36283,36286,36288,36291,36294,36297],{"class":269,"line":277},[267,36280,4240],{"class":280},[267,36282,9176],{"class":288},[267,36284,36285],{"class":284}," pip",[267,36287,1283],{"class":284},[267,36289,36290],{"class":288}," -U",[267,36292,36293],{"class":288}," --upgrade-strategy",[267,36295,36296],{"class":284}," only-if-needed",[267,36298,36299],{"class":284}," aider-chat\n",[267,36301,36302],{"class":269,"line":308},[267,36303,318],{"emptyLinePlaceholder":317},[267,36305,36306],{"class":269,"line":314},[267,36307,36308],{"class":273},"# 2. 进入 git 仓库\n",[267,36310,36311,36313],{"class":269,"line":321},[267,36312,4148],{"class":288},[267,36314,36315],{"class":284}," your-project\n",[267,36317,36318],{"class":269,"line":327},[267,36319,318],{"emptyLinePlaceholder":317},[267,36321,36322],{"class":269,"line":5},[267,36323,36324],{"class":273},"# 3. 设置 API key（任选其一）\n",[267,36326,36327,36329,36331,36333],{"class":269,"line":338},[267,36328,5498],{"class":488},[267,36330,5501],{"class":298},[267,36332,5504],{"class":488},[267,36334,36335],{"class":298},"sk-ant-...\n",[267,36337,36338,36340,36343,36345],{"class":269,"line":347},[267,36339,5498],{"class":488},[267,36341,36342],{"class":298}," DEEPSEEK_API_KEY",[267,36344,5504],{"class":488},[267,36346,36347],{"class":298},"sk-...\n",[267,36349,36350,36352,36354,36356],{"class":269,"line":356},[267,36351,5498],{"class":488},[267,36353,5514],{"class":298},[267,36355,5504],{"class":488},[267,36357,36347],{"class":298},[267,36359,36360],{"class":269,"line":365},[267,36361,318],{"emptyLinePlaceholder":317},[267,36363,36364],{"class":269,"line":374},[267,36365,36366],{"class":273},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[267,36368,36369],{"class":269,"line":383},[267,36370,36371],{"class":280},"aider\n",[267,36373,36374],{"class":269,"line":392},[267,36375,318],{"emptyLinePlaceholder":317},[267,36377,36378],{"class":269,"line":397},[267,36379,36380],{"class":273},"# 或指定模型\n",[267,36382,36383,36385,36388],{"class":269,"line":403},[267,36384,5260],{"class":280},[267,36386,36387],{"class":288}," --model",[267,36389,36390],{"class":284}," deepseek\u002Fdeepseek-chat\n",[267,36392,36393,36395,36397],{"class":269,"line":409},[267,36394,5260],{"class":280},[267,36396,36387],{"class":288},[267,36398,36399],{"class":284}," claude-3-5-sonnet-20241022\n",[267,36401,36402],{"class":269,"line":417},[267,36403,318],{"emptyLinePlaceholder":317},[267,36405,36406],{"class":269,"line":429},[267,36407,36408],{"class":273},"# 5. 在 aider 里直接用自然语言下指令\n",[267,36410,36411,36413],{"class":269,"line":438},[267,36412,4223],{"class":488},[267,36414,36415],{"class":298}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[25,36417,23728],{"id":23728},[62,36419,36420,36432,36443],{},[65,36421,36422,36425,36426,36431],{},[43,36423,36424],{},"Aider 本体","：开源免费（",[912,36427,36430],{"href":36428,"rel":36429},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[938],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[65,36433,36434,36437,36438,88,36440,36442],{},[43,36435,36436],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[912,36439,4920],{"href":24010},[912,36441,24016],{"href":24015}," 最大的商业模式差异",[65,36444,36445,36446],{},"单次会话典型消耗：\n",[62,36447,36448,36451,36454],{},[65,36449,36450],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[65,36452,36453],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[65,36455,36456,36457,36459],{},"用 ",[912,36458,24350],{"href":24349}," reasoning：根据推理深度，可能到 $3-8",[30,36461,36462,36463,3140,36465,36469],{},"走 ",[912,36464,33863],{"href":33862},[912,36466,36468],{"href":36102,"rel":36467},[938],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[25,36471,23956],{"id":23956},[929,36473,36474,36483,36489,36503],{},[65,36475,36476,36479,36480],{},[43,36477,36478],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[34,36481,36482],{},"HTTPS_PROXY",[65,36484,36485,36488],{},[43,36486,36487],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[65,36490,36491,36494,36495,36498,36499,36502],{},[43,36492,36493],{},"支持自定义 base_url","：通过 ",[34,36496,36497],{},"OPENAI_API_BASE"," 环境变量接 ",[912,36500,36501],{"href":34148},"国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[65,36504,36505,36508],{},[43,36506,36507],{},"Ollama 本地模型零网络依赖","——隐私场景首选，模型质量取决于本机",[25,36510,23995],{"id":23995},[613,36512,36513,36533],{},[616,36514,36515],{},[619,36516,36517,36519,36521,36525,36529],{},[622,36518,624],{},[622,36520,5646],{},[622,36522,36523],{},[912,36524,5643],{"href":24326},[622,36526,36527],{},[912,36528,5649],{"href":24331},[622,36530,36531],{},[912,36532,13235],{"href":23988},[637,36534,36535,36547,36562,36577,36590,36604,36617],{},[619,36536,36537,36539,36541,36543,36545],{},[642,36538,4308],{},[642,36540,713],{},[642,36542,688],{},[642,36544,688],{},[642,36546,713],{},[619,36548,36549,36551,36554,36557,36560],{},[642,36550,24102],{},[642,36552,36553],{},"任意",[642,36555,36556],{},"仅 Anthropic",[642,36558,36559],{},"仅 OpenAI",[642,36561,36553],{},[619,36563,36564,36567,36570,36573,36575],{},[642,36565,36566],{},"自带 API key",[642,36568,36569],{},"✅ 必须",[642,36571,36572],{},"可选（订阅替代）",[642,36574,21757],{},[642,36576,36569],{},[619,36578,36579,36582,36584,36586,36588],{},[642,36580,36581],{},"Git 集成",[642,36583,24044],{},[642,36585,24066],{},[642,36587,34609],{},[642,36589,24066],{},[619,36591,36592,36595,36598,36600,36602],{},[642,36593,36594],{},"学习曲线",[642,36596,36597],{},"★★★★☆ 陡",[642,36599,34609],{},[642,36601,34609],{},[642,36603,24066],{},[619,36605,36606,36609,36611,36613,36615],{},[642,36607,36608],{},"Architect 双模型",[642,36610,710],{},[642,36612,688],{},[642,36614,688],{},[642,36616,688],{},[619,36618,36619,36622,36625,36628,36631],{},[642,36620,36621],{},"VS Code 集成",[642,36623,36624],{},"通过第三方插件",[642,36626,36627],{},"通过 Cursor 等",[642,36629,36630],{},"仅 CLI",[642,36632,36633],{},"★★★★★ 原生",[30,36635,36636,76],{},[43,36637,24158],{},[62,36639,36640,36643,36648,36653],{},[65,36641,36642],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[65,36644,36645,36646],{},"已经买 Claude Pro \u002F Max 订阅 → ",[912,36647,5643],{"href":24326},[65,36649,36650,36651],{},"已经买 ChatGPT Plus \u002F Pro → ",[912,36652,5649],{"href":24331},[65,36654,36655,36656,88,36658],{},"习惯 VS Code 不想离开 GUI → ",[912,36657,13235],{"href":23988},[912,36659,4920],{"href":24010},[25,36661,19024],{"id":19024},[62,36663,36664,36677,36693,36712,36721,36736,36744],{},[65,36665,36666,36669,36670,36673,36674,36676],{},[43,36667,36668],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[34,36671,36672],{},"git init"," 后再用，否则 ",[34,36675,36075],{}," 不能用，自动 commit 也无意义。",[65,36678,36679,36685,36686,36688,36689,36692],{},[43,36680,36681,36684],{},[34,36682,36683],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[34,36687,12964],{}," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[34,36690,36691],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[65,36694,36695,36698,36699,36704,36705,36708,36709,36711],{},[43,36696,36697],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[912,36700,36703],{"href":36701,"rel":36702},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[938],"#5058","（2026 年 4 月报告），如果让 architect 读取 untrusted 仓库（如 README 被人塞了攻击指令），可能被诱导让 editor 生成后门代码。建议：在 ",[34,36706,36707],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[34,36710,36707],{}," 组合。",[65,36713,36714,36720],{},[43,36715,36716,36719],{},[34,36717,36718],{},"--yes-always"," 太激进","：会跳过所有确认，包括\"是否要把这个文件加入 chat\"——容易让 Aider 偷偷读你不想给模型看的文件。生产环境慎用。",[65,36722,36723,36726,36727,36729,36730,36735],{},[43,36724,36725],{},"token 限制错误的判断不可靠","：Ollama 本地模型超 context 不会报错而是静默截断，会让你以为\"模型忘了我加的文件\"。明确配置 ",[34,36728,28845],{},"（见 ",[912,36731,36734],{"href":36732,"rel":36733},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[938],"DeepSeek alternative providers 一文","）。",[65,36737,36738,36743],{},[43,36739,36740,36742],{},[34,36741,36117],{}," 比想象重要","：架构师推理再强，editor 写不出合法 diff 一样白搭。优先选 Claude Sonnet 系列做 editor，不要让推理模型自己做 editor。",[65,36745,36746,36749,36750,36753,36754,36757],{},[43,36747,36748],{},"中文 commit message 默认不开","：可以 ",[34,36751,36752],{},"aider --commit-prompt \"...中文....\""," 或 ",[34,36755,36756],{},".aider.conf.yml"," 配置中改。",[25,36759,872],{"id":871},[30,36761,24262],{},[62,36763,36764,36767,36770,36773,36776,36779],{},[65,36765,36766],{},"命令行重度用户、tmux \u002F Neovim 工作流",[65,36768,36769],{},"多模型试用 \u002F 比价场景（一行命令切换）",[65,36771,36772],{},"开源项目维护者（git 工作流原生融入）",[65,36774,36775],{},"想要完全离线（Ollama + 本地模型）",[65,36777,36778],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[65,36780,36781,36782,2349],{},"跨语言项目（",[912,36783,36786],{"href":36784,"rel":36785},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[938],"官方支持 100+ 语言",[30,36788,24282],{},[62,36790,36791,36794,36797,36800],{},[65,36792,36793],{},"习惯 GUI \u002F 不愿读命令行文档的人",[65,36795,36796],{},"想\"一键智能\"、不愿配置环境变量",[65,36798,36799],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[65,36801,36802],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[25,36804,906],{"id":906},[62,36806,36807,36815,36824,36831],{},[65,36808,24317,36809,88,36811,88,36813],{},[912,36810,5643],{"href":24326},[912,36812,5649],{"href":24331},[912,36814,13235],{"href":23988},[65,36816,36817,36818,88,36822],{},"推理模型选择：",[912,36819,36821],{"href":36820},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[912,36823,24350],{"href":24349},[65,36825,36826,36827,88,36829],{},"协议生态：",[912,36828,1485],{"href":23552},[912,36830,24343],{"href":24342},[65,36832,36833,36834],{},"工作流：",[912,36835,33030],{"href":33029},[25,36837,927],{"id":927},[62,36839,36840,36846,36852,36858,36864,36869,36876],{},[65,36841,19124,36842],{},[912,36843,36844],{"href":36844,"rel":36845},"https:\u002F\u002Faider.chat",[938],[65,36847,33894,36848],{},[912,36849,36850],{"href":36850,"rel":36851},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[938],[65,36853,36854,36855],{},"Chat Modes 文档：",[912,36856,36102],{"href":36102,"rel":36857},[938],[65,36859,36860,36861],{},"LLM 兼容列表：",[912,36862,36181],{"href":36181,"rel":36863},[938],[65,36865,34888,36866],{},[912,36867,36428],{"href":36428,"rel":36868},[938],[65,36870,36871,36872],{},"发布历史：",[912,36873,36874],{"href":36874,"rel":36875},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[938],[65,36877,36878,36879],{},"PyPI：",[912,36880,36881],{"href":36881,"rel":36882},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[938],[30,36884,36885,36886,24408],{},"本卡片由 AIHO 编辑部根据官方公开资料整理。如有更新请通过 ",[912,36887,19146],{"href":19146},[968,36889,36890],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":263,"searchDepth":308,"depth":308,"links":36892},[36893,36894,36900,36901,36902,36903,36904,36905,36906,36907],{"id":27,"depth":277,"text":28},{"id":23576,"depth":277,"text":23576,"children":36895},[36896,36897,36898,36899],{"id":36053,"depth":308,"text":36054},{"id":36095,"depth":308,"text":36096},{"id":36176,"depth":308,"text":36176},{"id":36260,"depth":308,"text":36261},{"id":18851,"depth":277,"text":18852},{"id":23728,"depth":277,"text":23728},{"id":23956,"depth":277,"text":23956},{"id":23995,"depth":277,"text":23995},{"id":19024,"depth":277,"text":19024},{"id":871,"depth":277,"text":872},{"id":906,"depth":277,"text":906},{"id":927,"depth":277,"text":927},"\u002Fimg\u002Ftools\u002Faider.webp","Aider 真实评测：Git 原生 AI 编程 CLI，每次改动自动 commit、回滚成本极低。AIHO 编辑部基于官方文档与社区资料整理，含 Architect 双模型模式、支持模型清单、安装与配置实操。",[3280,1002],{},[1007,1008,1009],"开源免费 \u002F 自带 API key",{"power":314,"ux":308,"price":321,"cn_support":308,"stability":321},{"title":5646,"description":36909},"coding\u002Fcli\u002Faider",[36918,36920,36922,36924,36926,36928],{"title":36919,"url":36850},"Aider 官方文档",{"title":36921,"url":36102},"Aider Chat Modes 文档",{"title":36923,"url":36181},"Aider 支持的 LLM 列表",{"title":36925,"url":36428},"Aider GitHub 仓库",{"title":36927,"url":36874},"Aider Release History",{"title":36929,"url":36881},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[12865,1005,1044,36933,36934],"git-native","architect-mode","极客派最爱。每次改动自动 commit、回滚成本极低。学习曲线最陡。","GFtIV9h15OvUqrrlQPTHmZR9x9n38Nl0gELROjfspIU",{"id":36938,"title":5643,"alternatives":36939,"api_compatible":36940,"body":36941,"category":12865,"chinese_friendly":308,"cover":38018,"description":38019,"domestic":986,"extension":987,"faq":20,"free":986,"github":37977,"languages":38020,"meta":38021,"models":38022,"navigation":317,"notSuitable":38025,"opensource":986,"path":5258,"pillar":12861,"platforms":38029,"priceTable":38030,"pricing":38047,"published":33106,"relatedPlaybooks":20,"relatedReviews":20,"score":38048,"self_host":986,"seo":38049,"slug":36015,"sources":38050,"stem":38061,"suitable":38062,"tagline":38068,"tags":38069,"updated":1029,"verdict":38072,"website":37965,"__hash__":38073},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[36016,36916,36017],[2546],{"type":22,"value":36942,"toc":38001},[36943,36945,36966,36971,36973,36977,36987,37012,37015,37019,37026,37055,37064,37068,37071,37226,37244,37248,37257,37317,37320,37324,37338,37340,37353,37430,37433,37444,37452,37454,37596,37598,37630,37632,37774,37779,37793,37798,37817,37819,37915,37917,37957,37959,37994,37998],[25,36944,28],{"id":27},[18623,36946,36948,36956],{"className":36947},[18626,18627,18628],[30,36949,36950,36952,36953,36955],{},[43,36951,18633],{}," Anthropic 官方 CLI Agent，终端原生，长任务执行能力是目前体感最稳的一档。装好后在任何项目根目录跑 ",[34,36954,2547],{},"，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[30,36957,33175,36958,36961,36962,36965],{},[43,36959,36960],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[43,36963,36964],{},"国内三大门槛","：账号要海外手机、支付要海外卡、网络要稳定代理。",[174,36967,36968],{},[30,36969,36970],{},"来源说明：本文基于 code.claude.com 官方文档、Anthropic 定价页面、第三方独立评测（laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com）综合整理。Anthropic 模型版本迭代快，命令和价格请以最新官方文档为准。",[25,36972,23576],{"id":23576},[18805,36974,36976],{"id":36975},"终端原生的-agent-体验","终端原生的 Agent 体验",[30,36978,36979,36980,36983,36984,36986],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[43,36981,36982],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[34,36985,2547],{},"，就进入了一个能读你整个 codebase 的对话环境。",[258,36988,36990],{"className":260,"code":36989,"language":262,"meta":263,"style":263},"cd your-project\nclaude                          # 进入交互模式\n> 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[34,36991,36992,36998,37005],{"__ignoreMap":263},[267,36993,36994,36996],{"class":269,"line":270},[267,36995,4148],{"class":288},[267,36997,36315],{"class":284},[267,36999,37000,37002],{"class":269,"line":277},[267,37001,2547],{"class":280},[267,37003,37004],{"class":273},"                          # 进入交互模式\n",[267,37006,37007,37009],{"class":269,"line":308},[267,37008,4223],{"class":488},[267,37010,37011],{"class":298}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[30,37013,37014],{},"它会自动：列出相关文件 → 给出计划 → 等你按回车确认 → 一次改多个文件 → 跑测试 → 报告结果。整个过程你可以在另一个窗口干别的，Claude Code 不抢编辑器焦点。",[18805,37016,37018],{"id":37017},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[30,37020,37021,37022,37025],{},"Claude Code 2.x 引入了 ",[912,37023,37024],{"href":24337},"子代理"," 机制：主对话可以派发独立的子任务到隔离 context 中跑，结果摘要返回主线。典型场景：",[258,37027,37029],{"className":260,"code":37028,"language":262,"meta":263,"style":263},"\u002Fagents              # 管理子代理\n\u002Fbatch              # 把大改动拆成独立单元，每个跑在自己的 git worktree\n\u002Ftasks              # 列出后台运行的子代理\n",[34,37030,37031,37039,37047],{"__ignoreMap":263},[267,37032,37033,37036],{"class":269,"line":270},[267,37034,37035],{"class":280},"\u002Fagents",[267,37037,37038],{"class":273},"              # 管理子代理\n",[267,37040,37041,37044],{"class":269,"line":277},[267,37042,37043],{"class":280},"\u002Fbatch",[267,37045,37046],{"class":273},"              # 把大改动拆成独立单元，每个跑在自己的 git worktree\n",[267,37048,37049,37052],{"class":269,"line":308},[267,37050,37051],{"class":280},"\u002Ftasks",[267,37053,37054],{"class":273},"              # 列出后台运行的子代理\n",[30,37056,37057,37058,37063],{},"据 ",[912,37059,37062],{"href":37060,"rel":37061},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[938],"computingforgeeks.com 2026 cheat sheet"," 整理，子代理让\"一边改前端，一边改后端\"这种并行操作不会污染主对话上下文。",[18805,37065,37067],{"id":37066},"slash-命令生产力关键","Slash 命令（生产力关键）",[30,37069,37070],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[613,37072,37073,37083],{},[616,37074,37075],{},[619,37076,37077,37080],{},[622,37078,37079],{},"命令",[622,37081,37082],{},"用途",[637,37084,37085,37099,37109,37122,37132,37142,37152,37162,37172,37182,37192,37202,37212],{},[619,37086,37087,37092],{},[642,37088,37089],{},[34,37090,37091],{},"\u002Finit",[642,37093,37094,37095,37098],{},"第一次进入仓库时跑，生成 ",[34,37096,37097],{},"CLAUDE.md","（项目记忆）",[619,37100,37101,37106],{},[642,37102,37103],{},[34,37104,37105],{},"\u002Fmemory",[642,37107,37108],{},"编辑长期记忆",[619,37110,37111,37116],{},[642,37112,37113],{},[34,37114,37115],{},"\u002Fclear",[642,37117,37118,37119,2349],{},"清空当前对话，重新开始（",[43,37120,37121],{},"最被低估的命令",[619,37123,37124,37129],{},[642,37125,37126],{},[34,37127,37128],{},"\u002Fcompact",[642,37130,37131],{},"长对话压缩，挽救快爆炸的 context window",[619,37133,37134,37139],{},[642,37135,37136],{},[34,37137,37138],{},"\u002Fcontext",[642,37140,37141],{},"显示当前 context 用量",[619,37143,37144,37149],{},[642,37145,37146],{},[34,37147,37148],{},"\u002Fplan",[642,37150,37151],{},"切到 plan 模式（只规划不执行）",[619,37153,37154,37159],{},[642,37155,37156],{},[34,37157,37158],{},"\u002Fmodel",[642,37160,37161],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[619,37163,37164,37169],{},[642,37165,37166],{},[34,37167,37168],{},"\u002Fdiff",[642,37170,37171],{},"看本轮所有改动",[619,37173,37174,37179],{},[642,37175,37176],{},[34,37177,37178],{},"\u002Fcode-review",[642,37180,37181],{},"对 diff 跑代码审查",[619,37183,37184,37189],{},[642,37185,37186],{},[34,37187,37188],{},"\u002Frewind",[642,37190,37191],{},"回滚到任意 checkpoint（代码 + 对话）",[619,37193,37194,37199],{},[642,37195,37196],{},[34,37197,37198],{},"\u002Fmcp",[642,37200,37201],{},"管理 MCP 服务器",[619,37203,37204,37209],{},[642,37205,37206],{},[34,37207,37208],{},"\u002Fdoctor",[642,37210,37211],{},"排查环境问题",[619,37213,37214,37223],{},[642,37215,37216,37219,37220],{},[34,37217,37218],{},"\u002Fresume"," ",[34,37221,37222],{},"\u002Fbranch",[642,37224,37225],{},"回到 \u002F fork 历史对话",[30,37227,37228,37233,37234,37236,37237,37239,37240,37243],{},[912,37229,37232],{"href":37230,"rel":37231},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[938],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[34,37235,37128],{},"（每 20-30 分钟一次防止 context drift）、",[34,37238,37115],{},"（新任务开新会话）、自定义命令（写在 ",[34,37241,37242],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[18805,37245,37247],{"id":37246},"mcp-集成一等公民","MCP 集成（一等公民）",[30,37249,37250,37252,37253,37256],{},[912,37251,1485],{"href":23552}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[34,37254,37255],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[258,37258,37260],{"className":4823,"code":37259,"language":4825,"meta":263,"style":263},"{\n  \"mcpServers\": {\n    \"postgres\": {\n      \"command\": \"npx\",\n      \"args\": [\"@modelcontextprotocol\u002Fserver-postgres\", \"postgresql:\u002F\u002F...\"]\n    }\n  }\n}\n",[34,37261,37262,37266,37272,37279,37289,37305,37309,37313],{"__ignoreMap":263},[267,37263,37264],{"class":269,"line":270},[267,37265,558],{"class":298},[267,37267,37268,37270],{"class":269,"line":277},[267,37269,564],{"class":288},[267,37271,4838],{"class":298},[267,37273,37274,37277],{"class":269,"line":308},[267,37275,37276],{"class":288},"    \"postgres\"",[267,37278,4838],{"class":298},[267,37280,37281,37283,37285,37287],{"class":269,"line":314},[267,37282,4850],{"class":288},[267,37284,4853],{"class":298},[267,37286,4856],{"class":284},[267,37288,4859],{"class":298},[267,37290,37291,37293,37295,37298,37300,37303],{"class":269,"line":321},[267,37292,4864],{"class":288},[267,37294,4867],{"class":298},[267,37296,37297],{"class":284},"\"@modelcontextprotocol\u002Fserver-postgres\"",[267,37299,4873],{"class":298},[267,37301,37302],{"class":284},"\"postgresql:\u002F\u002F...\"",[267,37304,4884],{"class":298},[267,37306,37307],{"class":269,"line":327},[267,37308,4889],{"class":298},[267,37310,37311],{"class":269,"line":5},[267,37312,595],{"class":298},[267,37314,37315],{"class":269,"line":338},[267,37316,601],{"class":298},[30,37318,37319],{},"之后你就能直接说\"查一下 users 表里最近 7 天注册的人数\"——Claude Code 自动通过 MCP 跑 SQL，结果返回对话里继续讨论。",[18805,37321,37323],{"id":37322},"后台-远程模式","后台 \u002F 远程模式",[30,37325,37326,37329,37330,37333,37334,37337],{},[34,37327,37328],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[34,37331,37332],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[34,37335,37336],{},"\u002Fremote-control"," 从手机或另一台机器接管这台机器的 Claude Code 会话。这套体系是面向\"agent 长时间跑\"设计的，区别于 Cursor 的\"实时交互\"。",[25,37339,23728],{"id":23728},[30,37341,34187,37342,33667,37347,37352],{},[912,37343,37346],{"href":37344,"rel":37345},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[938],"explainx.ai 2026-06 评测",[912,37348,37351],{"href":37349,"rel":37350},"https:\u002F\u002Fclaude.com\u002Fpricing",[938],"Anthropic 官方定价"," 整理：",[613,37354,37355,37366],{},[616,37356,37357],{},[619,37358,37359,37361,37363],{},[622,37360,12991],{},[622,37362,158],{},[622,37364,37365],{},"适用场景",[637,37367,37368,37381,37393,37405,37417],{},[619,37369,37370,37375,37378],{},[642,37371,37372],{},[43,37373,37374],{},"BYOK（自带 API key）",[642,37376,37377],{},"按 token 计费",[642,37379,37380],{},"全自由，但单月烧到 $500+ 也常见",[619,37382,37383,37387,37390],{},[642,37384,37385],{},[43,37386,1174],{},[642,37388,37389],{},"$20\u002F月（年付 ~$17）",[642,37391,37392],{},"个人开发者，每天 1-4 小时",[619,37394,37395,37400,37402],{},[642,37396,37397],{},[43,37398,37399],{},"Max 5x",[642,37401,5213],{},[642,37403,37404],{},"重度用户 + Opus 模型访问",[619,37406,37407,37412,37414],{},[642,37408,37409],{},[43,37410,37411],{},"Max 20x",[642,37413,5217],{},[642,37415,37416],{},"8h+ agentic 工作流 \u002F 团队共享",[619,37418,37419,37424,37427],{},[642,37420,37421],{},[43,37422,37423],{},"Team Premium",[642,37425,37426],{},"$100\u002Fseat 年付 \u002F $125 月付",[642,37428,37429],{},"团队，含管理",[30,37431,37432],{},"API token 价格（2026 Q2 公开数据）：",[62,37434,37435,37438,37441],{},[65,37436,37437],{},"Sonnet 4.x：input $3 \u002F output $15 per 1M token",[65,37439,37440],{},"Opus 4.x：input $15 \u002F output $75 per 1M token",[65,37442,37443],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[30,37445,37446,37451],{},[912,37447,37450],{"href":37448,"rel":37449},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[938],"ksred 博客真实使用日志","：作者 8 个月用 ~100 亿 token，API 价折合 $15,000+，订阅实际只花 $800——订阅模式对重度用户极度划算，但前提是能搞定支付。",[25,37453,18852],{"id":18851},[258,37455,37457],{"className":260,"code":37456,"language":262,"meta":263,"style":263},"# macOS \u002F Linux \u002F Windows (WSL)\ncurl -fsSL https:\u002F\u002Fclaude.ai\u002Finstall.sh | bash\n\n# macOS 用 Homebrew\nbrew install --cask claude-code\n\n# Windows PowerShell\nirm https:\u002F\u002Fclaude.ai\u002Finstall.ps1 | iex\n\n# 验证 + 登录\nclaude --version\nclaude auth login          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n# 或用 API key\nexport ANTHROPIC_API_KEY=sk-ant-...\n\n# 进项目，启动\ncd your-project\nclaude \u002Finit               # 生成 CLAUDE.md\nclaude                     # 进入交互模式\n",[34,37458,37459,37464,37480,37484,37489,37501,37505,37510,37523,37527,37532,37538,37549,37554,37564,37568,37573,37579,37589],{"__ignoreMap":263},[267,37460,37461],{"class":269,"line":270},[267,37462,37463],{"class":273},"# macOS \u002F Linux \u002F Windows (WSL)\n",[267,37465,37466,37468,37471,37474,37477],{"class":269,"line":277},[267,37467,16228],{"class":280},[267,37469,37470],{"class":288}," -fsSL",[267,37472,37473],{"class":284}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[267,37475,37476],{"class":488}," |",[267,37478,37479],{"class":280}," bash\n",[267,37481,37482],{"class":269,"line":308},[267,37483,318],{"emptyLinePlaceholder":317},[267,37485,37486],{"class":269,"line":314},[267,37487,37488],{"class":273},"# macOS 用 Homebrew\n",[267,37490,37491,37493,37495,37498],{"class":269,"line":321},[267,37492,5440],{"class":280},[267,37494,1283],{"class":284},[267,37496,37497],{"class":288}," --cask",[267,37499,37500],{"class":284}," claude-code\n",[267,37502,37503],{"class":269,"line":327},[267,37504,318],{"emptyLinePlaceholder":317},[267,37506,37507],{"class":269,"line":5},[267,37508,37509],{"class":273},"# Windows PowerShell\n",[267,37511,37512,37515,37518,37520],{"class":269,"line":338},[267,37513,37514],{"class":280},"irm",[267,37516,37517],{"class":284}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[267,37519,37476],{"class":488},[267,37521,37522],{"class":280}," iex\n",[267,37524,37525],{"class":269,"line":347},[267,37526,318],{"emptyLinePlaceholder":317},[267,37528,37529],{"class":269,"line":356},[267,37530,37531],{"class":273},"# 验证 + 登录\n",[267,37533,37534,37536],{"class":269,"line":365},[267,37535,2547],{"class":280},[267,37537,6199],{"class":288},[267,37539,37540,37542,37544,37546],{"class":269,"line":374},[267,37541,2547],{"class":280},[267,37543,23919],{"class":284},[267,37545,23922],{"class":284},[267,37547,37548],{"class":273},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[267,37550,37551],{"class":269,"line":383},[267,37552,37553],{"class":273},"# 或用 API key\n",[267,37555,37556,37558,37560,37562],{"class":269,"line":392},[267,37557,5498],{"class":488},[267,37559,5501],{"class":298},[267,37561,5504],{"class":488},[267,37563,36335],{"class":298},[267,37565,37566],{"class":269,"line":397},[267,37567,318],{"emptyLinePlaceholder":317},[267,37569,37570],{"class":269,"line":403},[267,37571,37572],{"class":273},"# 进项目，启动\n",[267,37574,37575,37577],{"class":269,"line":409},[267,37576,4148],{"class":288},[267,37578,36315],{"class":284},[267,37580,37581,37583,37586],{"class":269,"line":417},[267,37582,2547],{"class":280},[267,37584,37585],{"class":284}," \u002Finit",[267,37587,37588],{"class":273},"               # 生成 CLAUDE.md\n",[267,37590,37591,37593],{"class":269,"line":429},[267,37592,2547],{"class":280},[267,37594,37595],{"class":273},"                     # 进入交互模式\n",[25,37597,23956],{"id":23956},[929,37599,37600,37605,37610,37615],{},[65,37601,37602,37604],{},[43,37603,23963],{},"：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[65,37606,37607,37609],{},[43,37608,23979],{},"：Pro \u002F Max 订阅只收海外信用卡（MasterCard \u002F Visa）+ 海外账单地址。第三方平台（如老张 \u002F DMXAPI）可用支付宝走 API 代理，但是 BYOK 模式",[65,37611,37612,37614],{},[43,37613,23969],{},"：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[65,37616,37617,5812,37619,36753,37622,37624,37625,88,37627,37629],{},[43,37618,23985],{},[912,37620,5646],{"href":37621},"\u002Fcoding\u002Fcli\u002Faider.html",[912,37623,13235],{"href":23988}," 接 ",[912,37626,33863],{"href":33862},[912,37628,33869],{"href":33868}," 是国内最经济的\"Claude Code 平替\"思路",[25,37631,23995],{"id":23995},[613,37633,37634,37654],{},[616,37635,37636],{},[619,37637,37638,37640,37642,37646,37650],{},[622,37639,624],{},[622,37641,5643],{},[622,37643,37644],{},[912,37645,4920],{"href":24010},[622,37647,37648],{},[912,37649,5649],{"href":24331},[622,37651,37652],{},[912,37653,5646],{"href":37621},[637,37655,37656,37669,37682,37700,37719,37732,37745,37760],{},[619,37657,37658,37660,37663,37665,37667],{},[642,37659,6380],{},[642,37661,37662],{},"CLI（IDE 无关）",[642,37664,24032],{},[642,37666,13255],{},[642,37668,13255],{},[619,37670,37671,37674,37676,37678,37680],{},[642,37672,37673],{},"长任务能力",[642,37675,24044],{},[642,37677,24052],{},[642,37679,24052],{},[642,37681,24066],{},[619,37683,37684,37687,37694,37696,37698],{},[642,37685,37686],{},"上下文管理",[642,37688,37689,37690,37219,37692],{},"★★★★★ ",[34,37691,37128],{},[34,37693,37115],{},[642,37695,24052],{},[642,37697,24052],{},[642,37699,24066],{},[619,37701,37702,37705,37712,37715,37717],{},[642,37703,37704],{},"子代理 \u002F 并行",[642,37706,37707,37708,37219,37710,2349],{},"✅（",[34,37709,37035],{},[34,37711,37043],{},[642,37713,37714],{},"部分（Bug bot）",[642,37716,33401],{},[642,37718,688],{},[619,37720,37721,37723,37726,37728,37730],{},[642,37722,5295],{},[642,37724,37725],{},"★★★★★ 一等公民",[642,37727,24052],{},[642,37729,24066],{},[642,37731,688],{},[619,37733,37734,37736,37738,37740,37742],{},[642,37735,36581],{},[642,37737,24052],{},[642,37739,24066],{},[642,37741,24066],{},[642,37743,37744],{},"★★★★★ 每改即 commit",[619,37746,37747,37749,37752,37755,37757],{},[642,37748,23567],{},[642,37750,37751],{},"高（账号+支付+网络）",[642,37753,37754],{},"高（账号+支付）",[642,37756,2190],{},[642,37758,37759],{},"低（BYOK 国产模型）",[619,37761,37762,37764,37767,37769,37771],{},[642,37763,158],{},[642,37765,37766],{},"$20-$200\u002F月",[642,37768,5013],{},[642,37770,37766],{},[642,37772,37773],{},"仅 API 成本",[30,37775,37776,76],{},[43,37777,37778],{},"选 Claude Code 如果你",[62,37780,37781,37784,37787,37790],{},[65,37782,37783],{},"重视长任务自主性 + 上下文管理",[65,37785,37786],{},"JetBrains \u002F Vim 用户，不想换 IDE",[65,37788,37789],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[65,37791,37792],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[30,37794,37795,76],{},[43,37796,37797],{},"别选 Claude Code 如果你",[62,37799,37800,37806,37811],{},[65,37801,37802,37803,37805],{},"国内、个人、预算紧（去 ",[912,37804,5646],{"href":37621}," + DeepSeek）",[65,37807,37808,37809,2349],{},"想要纯 IDE 内 inline 体验（",[912,37810,4920],{"href":24010},[65,37812,37813,37814,2349],{},"主要写补全而非 agent 任务（",[912,37815,23531],{"href":37816},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html",[25,37818,19024],{"id":19024},[62,37820,37821,37834,37849,37863,37871,37889,37903,37909],{},[65,37822,37823,37829,37830,37833],{},[43,37824,37825,37828],{},[34,37826,37827],{},"ANTHROPIC_API_KEY"," 优先级最高","：你以为在用 Pro 订阅，但 env 里有 key 时实际走 API 计费——卡崩之前先 ",[34,37831,37832],{},"env | grep ANTHROPIC"," 检查",[65,37835,37836,37842,37843,37845,37846,37848],{},[43,37837,37838,37839,37841],{},"长会话不 ",[34,37840,37128],{}," 会越来越笨","：context 接近上限时，模型会开始忘记前面约定。社区共识：每 20-30 分钟 ",[34,37844,37128],{}," 一次或 ",[34,37847,37115],{}," 开新会话",[65,37850,37851,37856,37857,37862],{},[43,37852,37853,37855],{},[34,37854,37158],{}," 切换是个坑","：跨模型切会丢部分 context ",[912,37858,37861],{"href":37859,"rel":37860},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[938],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[65,37864,37865,37870],{},[43,37866,37867,37869],{},[34,37868,37091],{}," 生成的 CLAUDE.md 要 review","：自动生成的会有冗余\u002F错误，第一次进项目花 5 分钟整理",[65,37872,37873,37878,37879,37219,37882,37219,37885,37888],{},[43,37874,37875,37877],{},[34,37876,37242],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[34,37880,37881],{},"\u002Fdeploy",[34,37883,37884],{},"\u002Fmigrate",[34,37886,37887],{},"\u002Freview-pr","，提交进 git",[65,37890,37891,37894,37895,37898,37899,37902],{},[43,37892,37893],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[34,37896,37897],{},"--permission-mode plan"," 或开 ",[34,37900,37901],{},"acceptEdits"," 但配合 git worktree",[65,37904,37905,37908],{},[43,37906,37907],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[65,37910,37911,37914],{},[43,37912,37913],{},"API token 烧钱速度","：BYOK 模式下，复杂 refactor 单次任务可能消耗几百万 token",[25,37916,906],{"id":906},[62,37918,37919,37931,37941,37951],{},[65,37920,24317,37921,88,37923,88,37925,88,37927,88,37929],{},[912,37922,4920],{"href":24010},[912,37924,24016],{"href":24015},[912,37926,5649],{"href":24331},[912,37928,5646],{"href":37621},[912,37930,13235],{"href":23988},[65,37932,24334,37933,88,37935,88,37937,88,37939],{},[912,37934,10672],{"href":24337},[912,37936,24343],{"href":24342},[912,37938,1485],{"href":23552},[912,37940,33030],{"href":33029},[65,37942,24346,37943,88,37945,88,37947],{},[912,37944,24358],{"href":24357},[912,37946,24354],{"href":24353},[912,37948,37950],{"href":37949},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[65,37952,24365,37953,88,37955],{},[912,37954,24369],{"href":24368},[912,37956,24373],{"href":24372},[25,37958,927],{"id":927},[62,37960,37961,37967,37973,37979,37986,37991],{},[65,37962,19124,37963],{},[912,37964,37965],{"href":37965,"rel":37966},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[938],[65,37968,33894,37969],{},[912,37970,37971],{"href":37971,"rel":37972},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[938],[65,37974,34888,37975],{},[912,37976,37977],{"href":37977,"rel":37978},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[938],[65,37980,37981,37982],{},"CLI Reference：",[912,37983,37984],{"href":37984,"rel":37985},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[938],[65,37987,34894,37988],{},[912,37989,37349],{"href":37349,"rel":37990},[938],[65,37992,37993],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F 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