[{"data":1,"prerenderedAt":25277},["ShallowReactive",2],{"header-counts":3,"pillar-tools-coding":6,"footer-counts":25276},{"tools":4,"reviews":5},65,7,[7,590,1218,1753,2250,2964,3704,4444,5115,5634,6420,7058,7734,8207,8743,9221,10193,11377,11929,12635,13236,13781,14274,14769,15690,16176,16636,17160,17643,18123,18688,19110,19851,20322,20789,21266,21752,22216,22681,23175,23732,24240,24750],{"id":8,"title":9,"alternatives":10,"api_compatible":22,"body":23,"category":519,"chinese_friendly":509,"cover":520,"description":521,"domestic":522,"extension":523,"faq":524,"free":522,"github":22,"languages":537,"meta":539,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":541,"pillar":542,"platforms":543,"priceTable":547,"pricing":558,"published":559,"relatedPlaybooks":560,"relatedReviews":22,"score":567,"self_host":522,"seo":570,"slug":571,"sources":572,"stem":580,"suitable":22,"tagline":581,"tags":582,"updated":575,"verdict":587,"website":588,"__hash__":589},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Faugment.md","Augment Code",[11,14,17,20],{"name":12,"url":13},"github-copilot","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",{"name":15,"url":16},"cursor","\u002Ftools\u002Fcoding\u002Fide\u002Fcursor",{"name":18,"url":19},"claude-code","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",{"name":21,"url":13},"tabnine",null,{"type":24,"value":25,"toc":504},"minimark",[26,31,40,43,46,49,71,78,82,183,189,207,210,214,220,234,239,256,259,284,287,391,394,426,430,450,453,477,480],[27,28,30],"h2",{"id":29},"tldr","TL;DR",[32,33,34,35,39],"p",{},"Augment Code 是企业级 AI 编程平台，最大差异点是 ",[36,37,38],"strong",{},"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。",[32,41,42],{},"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）。",[27,44,45],{"id":45},"它是什么",[32,47,48],{},"Augment 把 AI 编程产品拆成三件套：",[50,51,52,59,65],"ol",{},[53,54,55,58],"li",{},[36,56,57],{},"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。",[53,60,61,64],{},[36,62,63],{},"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。",[53,66,67,70],{},[36,68,69],{},"Auggie CLI + Async Cloud Agent","：terminal 里跑同步任务，或扔到 Cloud（Cosmos sandbox）异步跑大任务。",[32,72,73,74,77],{},"底层 LLM 走 ",[36,75,76],{},"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%。",[27,79,81],{"id":80},"价格2026-06","价格（2026-06）",[83,84,85,107],"table",{},[86,87,88],"thead",{},[89,90,91,95,98,101,104],"tr",{},[92,93,94],"th",{},"Plan",[92,96,97],{},"价格",[92,99,100],{},"Credits",[92,102,103],{},"团队规模",[92,105,106],{},"适用",[108,109,110,130,149,167],"tbody",{},[89,111,112,118,121,124,127],{},[113,114,115],"td",{},[36,116,117],{},"Indie",[113,119,120],{},"$20\u002F月",[113,122,123],{},"40k",[113,125,126],{},"1",[113,128,129],{},"个人开发者",[89,131,132,137,140,143,146],{},[113,133,134],{},[36,135,136],{},"Standard",[113,138,139],{},"$60\u002F席\u002F月",[113,141,142],{},"130k\u002F席（池化）",[113,144,145],{},"≤20",[113,147,148],{},"中小生产团队",[89,150,151,156,159,162,164],{},[113,152,153],{},[36,154,155],{},"Max",[113,157,158],{},"$200\u002F席\u002F月",[113,160,161],{},"450k\u002F席（池化）",[113,163,145],{},[113,165,166],{},"重度 + 异步任务多",[89,168,169,172,175,177,180],{},[113,170,171],{},"Enterprise",[113,173,174],{},"Custom",[113,176,174],{},[113,178,179],{},"∞",[113,181,182],{},"大型企业",[32,184,185,188],{},[36,186,187],{},"credits 单价","（一次中等任务）：",[190,191,192,195,198,201,204],"ul",{},[53,193,194],{},"Haiku 4.5：~88 credits",[53,196,197],{},"Sonnet 4.6：~293 credits",[53,199,200],{},"Opus 4.7：~488 credits",[53,202,203],{},"Gemini 3.1 Pro：~268 credits",[53,205,206],{},"GPT-5.1：~219 credits",[32,208,209],{},"超额 top-up：$15 \u002F 24k credits（≈ 80 次 Sonnet 任务）。Cosmos cloud sandbox 另算 300 credits\u002F小时。",[27,211,213],{"id":212},"实测在-80-万行-go-typescript-monorepo-上","实测（在 ~80 万行 Go + TypeScript monorepo 上）",[32,215,216,219],{},[36,217,218],{},"亮点","：",[190,221,222,225,228,231],{},[53,223,224],{},"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",[53,226,227],{},"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",[53,229,230],{},"Auggie CLI 配合 Slack 用很顺——丢个任务、等 PR",[53,232,233],{},"SOC 2 Type II 合规对企业采购友好",[32,235,236,219],{},[36,237,238],{},"踩坑",[190,240,241,244,247,250,253],{},[53,242,243],{},"索引初始化慢：80 万行项目首次扫了约 40 分钟",[53,245,246],{},"credit 烧得快：用 Opus 跑复杂任务，单天烧掉 $30+ credits 不稀奇",[53,248,249],{},"中文几乎不支持：UI 英文，prompt 中文回英文 + 偶尔识别错关键词",[53,251,252],{},"国内访问偶发抖动（CDN 美国）",[53,254,255],{},"小项目用不出 Context Engine 优势——和 Cursor 没差别但贵 3 倍",[27,257,258],{"id":258},"上手",[50,260,261,264,267,270,273,276],{},[53,262,263],{},"augmentcode.com 注册（GitHub OAuth），Indie 起付 $20",[53,265,266],{},"VS Code \u002F JetBrains 装 Augment 扩展，登录账号",[53,268,269],{},"选要 onboard 的 repo（个人 1 个、Standard 起 unlimited）",[53,271,272],{},"等首次索引（10 分钟–1 小时取决于规模）",[53,274,275],{},"Chat 模式让它 explore 仓库；Agent 模式让它做改动",[53,277,278,279,283],{},"进阶：装 Auggie CLI（",[280,281,282],"code",{},"npm i -g @augmentcode\u002Fauggie","），terminal 里用",[27,285,286],{"id":286},"对比一览",[83,288,289,308],{},[86,290,291],{},[89,292,293,296,299,302,305],{},[92,294,295],{},"维度",[92,297,298],{},"Augment",[92,300,301],{},"Cursor",[92,303,304],{},"Copilot Enterprise",[92,306,307],{},"Claude Code",[108,309,310,327,344,360,376],{},[89,311,312,315,318,321,324],{},[113,313,314],{},"Context 覆盖",[113,316,317],{},"整个 monorepo + 跨仓",[113,319,320],{},"单仓库 + 文件 @",[113,322,323],{},"单仓库 + indexing",[113,325,326],{},"单仓 + 上下文",[89,328,329,332,335,338,341],{},[113,330,331],{},"起步价（团队）",[113,333,334],{},"$60\u002F席",[113,336,337],{},"$40\u002F席（Business）",[113,339,340],{},"$39\u002F席",[113,342,343],{},"$20\u002F账号",[89,345,346,349,352,355,358],{},[113,347,348],{},"Async cloud agent",[113,350,351],{},"✅",[113,353,354],{},"部分",[113,356,357],{},"❌",[113,359,357],{},[89,361,362,365,368,371,374],{},[113,363,364],{},"合规",[113,366,367],{},"SOC 2 II ✅",[113,369,370],{},"SOC 2 ✅",[113,372,373],{},"SOC 2 + GDPR ✅",[113,375,370],{},[89,377,378,381,384,387,389],{},[113,379,380],{},"中文",[113,382,383],{},"2\u002F5",[113,385,386],{},"3\u002F5",[113,388,386],{},[113,390,386],{},[27,392,393],{"id":393},"避坑",[190,395,396,402,408,414,420],{},[53,397,398,401],{},[36,399,400],{},"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",[53,403,404,407],{},[36,405,406],{},"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",[53,409,410,413],{},[36,411,412],{},"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",[53,415,416,419],{},[36,417,418],{},"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",[53,421,422,425],{},[36,423,424],{},"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",[27,427,429],{"id":428},"适合-不适合","适合 \u002F 不适合",[190,431,432,435,438,441,444,447],{},[53,433,434],{},"✅ 海外大型工程团队、monorepo > 30 万行",[53,436,437],{},"✅ 合规严（金融 \u002F 医疗），需要 SOC 2 + 审计",[53,439,440],{},"✅ 多仓库强引用，希望 agent 跨仓改代码",[53,442,443],{},"❌ 个人开发者 \u002F 创业初期小项目",[53,445,446],{},"❌ 主语言为中文的国内团队",[53,448,449],{},"❌ 预算敏感（同样钱够 3 个 Cursor 席位）",[27,451,452],{"id":452},"相关阅读",[190,454,455,461,466,471],{},[53,456,457],{},[458,459,460],"a",{"href":13},"GitHub Copilot 评测",[53,462,463],{},[458,464,465],{"href":16},"Cursor 评测",[53,467,468],{},[458,469,470],{"href":19},"Claude Code 评测",[53,472,473],{},[458,474,476],{"href":475},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[27,478,479],{"id":479},"来源",[50,481,482,490,497],{},[53,483,484,485],{},"AgentDeals — Augment Code Pricing 2026（2026-06-06）",[458,486,487],{"href":487,"rel":488},"https:\u002F\u002Fagentdeals.dev\u002Fvendor\u002Faugment-code",[489],"nofollow",[53,491,492,493],{},"CheckThat.ai — Augment Code Pricing & TCO（2026-03-30）",[458,494,495],{"href":495,"rel":496},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Faugment-code\u002Fpricing",[489],[53,498,499,500],{},"UsagePricing — Augment Code Blueprint（2026-06-02）",[458,501,502],{"href":502,"rel":503},"https:\u002F\u002Fwww.usagepricing.com\u002Fblueprint\u002Faugment-code",[489],{"title":505,"searchDepth":506,"depth":506,"links":507},"",3,[508,510,511,512,513,514,515,516,517,518],{"id":29,"depth":509,"text":30},2,{"id":45,"depth":509,"text":45},{"id":80,"depth":509,"text":81},{"id":212,"depth":509,"text":213},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"agent","\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。",false,"md",[525,528,531,534],{"q":526,"a":527},"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":529,"a":530},"credit 怎么算？","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":532,"a":533},"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":535,"a":536},"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。",[538],"en",{},true,"\u002Ftools\u002Fcoding\u002Fagent\u002Faugment","coding",[544,545,546],"vscode","jetbrains","cli",[548,550,553,556],{"plan":117,"price":120,"seats":126,"credits":123,"notes":549},"解决方案给个人开发者，每月 40K credits 池",{"plan":136,"price":139,"seats":145,"credits":551,"notes":552},"130k\u002F席","团队池化、共享 agent、SOC 2",{"plan":155,"price":158,"seats":145,"credits":554,"notes":555},"450k\u002F席","重度任务、async cloud agent 优先",{"plan":171,"price":174,"seats":179,"credits":174,"notes":557},"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","2026-06-19",[561,564],{"name":562,"url":563},"大型重构 + AI Agent 实战","\u002Fplaybook\u002Frefactor\u002Flarge-refactor-with-ai-agent",{"name":565,"url":566},"Context Engineering Wiki","\u002Fwiki\u002Fcontext-engineering",{"power":568,"ux":569,"price":509,"cn_support":509,"stability":569},5,4,{"title":9,"description":521},"coding\u002Fagent\u002Faugment",[573,576,578],{"name":574,"url":487,"accessed":575},"AgentDeals — Augment Code Pricing 2026","2026-06-24",{"name":577,"url":495,"accessed":575},"CheckThat.ai — Augment Code Pricing & TCO",{"name":579,"url":502,"accessed":575},"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",[583,584,585,519,546,586],"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":591,"title":592,"alternatives":593,"api_compatible":22,"body":603,"category":519,"chinese_friendly":569,"cover":1155,"description":1156,"domestic":522,"extension":523,"faq":1157,"free":522,"github":1170,"languages":1171,"meta":1173,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":1174,"pillar":542,"platforms":1175,"priceTable":1176,"pricing":1191,"published":559,"relatedPlaybooks":1192,"relatedReviews":22,"score":1199,"self_host":540,"seo":1200,"slug":1201,"sources":1202,"stem":1209,"suitable":22,"tagline":1210,"tags":1211,"updated":575,"verdict":1215,"website":1216,"__hash__":1217},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue.md","Continue.dev",[594,595,597,600],{"name":15,"url":16},{"name":596,"url":475},"cline",{"name":598,"url":599},"aider","\u002Ftools\u002Fcoding\u002Fcli\u002Faider",{"name":601,"url":602},"roo-code","\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code",{"type":24,"value":604,"toc":1143},[605,607,610,621,623,626,660,667,671,733,736,739,744,765,769,786,788,923,925,1037,1039,1073,1075,1092,1094,1114,1116,1139],[27,606,30],{"id":29},[32,608,609],{},"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。",[32,611,612,613,616,617,620],{},"2026 年的剧情转折：",[36,614,615],{},"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。",[36,618,619],{},"短期内开源版仍是 BYOK \u002F 自托管的最佳选择","。",[27,622,45],{"id":45},[32,624,625],{},"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：",[190,627,628,634,640,654],{},[53,629,630,633],{},[36,631,632],{},"Autocomplete","：行内 ghost text 补全（轻量模型如 DeepSeek Coder、Qwen Coder）",[53,635,636,639],{},[36,637,638],{},"Edit","：选中代码 → 自然语言指令 → 替换",[53,641,642,645,646,649,650,653],{},[36,643,644],{},"Chat","：侧边栏对话，带 ",[280,647,648],{},"@file"," \u002F ",[280,651,652],{},"@codebase"," 上下文",[53,655,656,659],{},[36,657,658],{},"Agent","：通过 MCP 连外部工具，能跑命令 \u002F 读 DB \u002F 调 API",[32,661,662,663,666],{},"最大卖点是",[36,664,665],{},"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。",[27,668,670],{"id":669},"价格2026-年-6-月","价格（2026 年 6 月）",[83,672,673,686],{},[86,674,675],{},[89,676,677,680,683],{},[92,678,679],{},"路径",[92,681,682],{},"成本",[92,684,685],{},"适合",[108,687,688,701,712,723],{},[89,689,690,695,698],{},[113,691,692],{},[36,693,694],{},"OSS + BYOK 自托管",[113,696,697],{},"$0 + LLM API 自付",[113,699,700],{},"个人、隐私敏感、合规场景",[89,702,703,706,709],{},[113,704,705],{},"Hub Starter",[113,707,708],{},"$3 \u002F M tokens（PAYG）",[113,710,711],{},"不想自己管 key 的轻度用户",[89,713,714,717,720],{},[113,715,716],{},"Hub Team",[113,718,719],{},"$20\u002F席\u002F月（含 $10 credits）",[113,721,722],{},"小团队、需私有 agent",[89,724,725,728,730],{},[113,726,727],{},"Hub Company",[113,729,174],{},[113,731,732],{},"企业、BYOK + SSO",[32,734,735],{},"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。",[27,737,738],{"id":738},"实测",[32,740,741,219],{},[36,742,743],{},"好的地方",[190,745,746,749,752,755,762],{},[53,747,748],{},"BYOK 灵活：白天用 Claude 3.5 干活、晚上切 DeepSeek 省钱、Sensitive 项目走 Ollama 本地",[53,750,751],{},"VS Code \u002F JetBrains 原生扩展，不用换 IDE",[53,753,754],{},"MCP agent 模式可定制——接自家内部 API 当 tool",[53,756,757,758,761],{},"配置走 ",[280,759,760],{},"config.json","，纯文本 + 可 git 管理 \u002F 团队共享",[53,763,764],{},"国内可直连 DeepSeek \u002F 通义 \u002F Kimi \u002F GLM endpoint，无墙",[32,766,767,219],{},[36,768,238],{},[190,770,771,774,777,780,783],{},[53,772,773],{},"默认配置门槛：BYOK 第一次配 5+ 个字段（model \u002F provider \u002F api_base \u002F context length）",[53,775,776],{},"Autocomplete 延迟比 Cursor 高（取决于你选的模型 \u002F endpoint 距离）",[53,778,779],{},"被 Cursor 收购后，新功能节奏明显放缓",[53,781,782],{},"Agent 模式（MCP）配置文档零散，需要踩坑",[53,784,785],{},"嵌入式 Web preview \u002F 内置 diff UI 不如 Cursor 精致",[27,787,258],{"id":258},[50,789,790,793,900,907,920],{},[53,791,792],{},"VS Code → 装 \"Continue\" 扩展（或 JetBrains plugin）",[53,794,795,796,799,800],{},"编辑 ",[280,797,798],{},"~\u002F.continue\u002Fconfig.json"," 配 model：\n",[801,802,806],"pre",{"className":803,"code":804,"language":805,"meta":505,"style":505},"language-json shiki shiki-themes github-light github-dark","{\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","json",[280,807,808,817,826,841,853,865,878,888,894],{"__ignoreMap":505},[809,810,813],"span",{"class":811,"line":812},"line",1,[809,814,816],{"class":815},"sVt8B","{\n",[809,818,819,823],{"class":811,"line":509},[809,820,822],{"class":821},"sj4cs","  \"models\"",[809,824,825],{"class":815},": [{\n",[809,827,828,831,834,838],{"class":811,"line":506},[809,829,830],{"class":821},"    \"title\"",[809,832,833],{"class":815},": ",[809,835,837],{"class":836},"sZZnC","\"DeepSeek V3\"",[809,839,840],{"class":815},",\n",[809,842,843,846,848,851],{"class":811,"line":569},[809,844,845],{"class":821},"    \"provider\"",[809,847,833],{"class":815},[809,849,850],{"class":836},"\"openai\"",[809,852,840],{"class":815},[809,854,855,858,860,863],{"class":811,"line":568},[809,856,857],{"class":821},"    \"model\"",[809,859,833],{"class":815},[809,861,862],{"class":836},"\"deepseek-chat\"",[809,864,840],{"class":815},[809,866,868,871,873,876],{"class":811,"line":867},6,[809,869,870],{"class":821},"    \"apiBase\"",[809,872,833],{"class":815},[809,874,875],{"class":836},"\"https:\u002F\u002Fapi.deepseek.com\u002Fv1\"",[809,877,840],{"class":815},[809,879,880,883,885],{"class":811,"line":5},[809,881,882],{"class":821},"    \"apiKey\"",[809,884,833],{"class":815},[809,886,887],{"class":836},"\"sk-xxx\"\n",[809,889,891],{"class":811,"line":890},8,[809,892,893],{"class":815},"  }]\n",[809,895,897],{"class":811,"line":896},9,[809,898,899],{"class":815},"}\n",[53,901,902,903,906],{},"配 ",[280,904,905],{},"tabAutocompleteModel","（推荐 DeepSeek Coder 或 Qwen Coder）",[53,908,909,912,913,916,917,919],{},[280,910,911],{},"Ctrl+I"," Edit、",[280,914,915],{},"Ctrl+L"," Chat、",[280,918,652],{}," 全库检索",[53,921,922],{},"进阶：装 MCP server（filesystem、postgres、github）让 Agent 用",[27,924,286],{"id":286},[83,926,927,944],{},[86,928,929],{},[89,930,931,933,936,938,941],{},[92,932,295],{},[92,934,935],{},"Continue",[92,937,301],{},[92,939,940],{},"Cline",[92,942,943],{},"Aider",[108,945,946,963,977,991,1008,1023],{},[89,947,948,951,954,957,960],{},[113,949,950],{},"形态",[113,952,953],{},"VS Code\u002FJB 扩展",[113,955,956],{},"IDE fork",[113,958,959],{},"VS Code 扩展",[113,961,962],{},"CLI",[89,964,965,968,971,973,975],{},[113,966,967],{},"开源",[113,969,970],{},"Apache 2.0 ✅",[113,972,357],{},[113,974,970],{},[113,976,351],{},[89,978,979,982,985,987,989],{},[113,980,981],{},"BYOK",[113,983,984],{},"任意模型",[113,986,354],{},[113,988,984],{},[113,990,984],{},[89,992,993,996,999,1002,1005],{},[113,994,995],{},"主要模式",[113,997,998],{},"Autocomplete + Chat + Agent",[113,1000,1001],{},"全套",[113,1003,1004],{},"Agent 为主",[113,1006,1007],{},"CLI Edit",[89,1009,1010,1013,1016,1019,1021],{},[113,1011,1012],{},"月成本",[113,1014,1015],{},"$0 + API",[113,1017,1018],{},"$20+",[113,1020,1015],{},[113,1022,1015],{},[89,1024,1025,1028,1031,1033,1035],{},[113,1026,1027],{},"中文友好",[113,1029,1030],{},"4\u002F5",[113,1032,386],{},[113,1034,1030],{},[113,1036,386],{},[27,1038,393],{"id":393},[190,1040,1041,1047,1053,1061,1067],{},[53,1042,1043,1046],{},[36,1044,1045],{},"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",[53,1048,1049,1052],{},[36,1050,1051],{},"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",[53,1054,1055,1060],{},[36,1056,1057,1059],{},[280,1058,652],{}," 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",[53,1062,1063,1066],{},[36,1064,1065],{},"MCP server 慎装","：第三方 MCP 等于给 LLM 一把 shell 钥匙，先看代码再启用",[53,1068,1069,1072],{},[36,1070,1071],{},"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」",[27,1074,429],{"id":428},[190,1076,1077,1080,1083,1086,1089],{},[53,1078,1079],{},"✅ 想要 Cursor 体验但坚持开源 \u002F BYOK 的开发者",[53,1081,1082],{},"✅ 合规 \u002F 隐私敏感场景（本地 Ollama 推理）",[53,1084,1085],{},"✅ 国内开发者（直连 DeepSeek \u002F 通义不被墙）",[53,1087,1088],{},"❌ 嫌配置麻烦、想开箱即用 → 选 Cursor",[53,1090,1091],{},"❌ 需要完整 IDE 体验（多窗口、文件树、Composer 全套）→ 选 Cursor",[27,1093,452],{"id":452},[190,1095,1096,1100,1104,1109],{},[53,1097,1098],{},[458,1099,465],{"href":16},[53,1101,1102],{},[458,1103,476],{"href":475},[53,1105,1106],{},[458,1107,1108],{"href":599},"Aider 评测",[53,1110,1111],{},[458,1112,1113],{"href":602},"Roo Code 评测",[27,1115,479],{"id":479},[50,1117,1118,1125,1132],{},[53,1119,1120,1121],{},"Continue.dev 官方 pricing 页（含 Cursor 收购公告）",[458,1122,1123],{"href":1123,"rel":1124},"https:\u002F\u002Fwww.continue.dev\u002Fpricing",[489],[53,1126,1127,1128],{},"Milestone — Continue.dev features & pricing（2026-04-21）",[458,1129,1130],{"href":1130,"rel":1131},"https:\u002F\u002Fmstone.ai\u002Ftools-wizard\u002Fcontinue-dev-features-pricing",[489],[53,1133,1134,1135],{},"AIProductivity — Continue Pricing 2026 ",[458,1136,1137],{"href":1137,"rel":1138},"https:\u002F\u002Faiproductivity.ai\u002Fpricing\u002Fcontinue\u002F",[489],[1140,1141,1142],"style",{},"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":505,"searchDepth":506,"depth":506,"links":1144},[1145,1146,1147,1148,1149,1150,1151,1152,1153,1154],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":669,"depth":509,"text":670},{"id":738,"depth":509,"text":738},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[1158,1161,1164,1167],{"q":1159,"a":1160},"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":1162,"a":1163},"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":1165,"a":1166},"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":1168,"a":1169},"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",[1172,538],"zh",{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fcontinue",[544,545,546],[1177,1182,1185,1189],{"plan":1178,"price":1179,"seats":1180,"notes":1181},"OSS 自托管","$0","—","BYOK，自付 LLM API 费，Apache 2.0",{"plan":705,"price":1183,"seats":126,"notes":1184},"$3\u002FM tokens","PAYG，托管模型 + 共享 agent",{"plan":716,"price":1186,"seats":1187,"notes":1188},"$20\u002F席\u002F月","≥2","$10 credits\u002F席、SSO、私有 agent",{"plan":727,"price":174,"seats":1180,"notes":1190},"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",[1193,1196],{"name":1194,"url":1195},"Cursor MCP 数据库集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-database",{"name":1197,"url":1198},"MCP 协议入门 Wiki","\u002Fwiki\u002Fmcp",{"power":569,"ux":569,"price":568,"cn_support":569,"stability":569},{"title":592,"description":1156},"coding\u002Fagent\u002Fcontinue",[1203,1205,1207],{"name":1204,"url":1123,"accessed":575},"Continue.dev 官方 pricing 页（收购公告）",{"name":1206,"url":1130,"accessed":575},"Milestone — Continue.dev features & pricing",{"name":1208,"url":1137,"accessed":575},"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",[1212,1213,544,545,519,1214],"opensource","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":1219,"title":1220,"alternatives":1221,"api_compatible":22,"body":1229,"category":519,"chinese_friendly":509,"cover":1692,"description":1693,"domestic":522,"extension":523,"faq":1694,"free":522,"github":22,"languages":1707,"meta":1708,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":1709,"pillar":542,"platforms":1710,"priceTable":1713,"pricing":1724,"published":559,"relatedPlaybooks":1725,"relatedReviews":22,"score":1732,"self_host":522,"seo":1733,"slug":1734,"sources":1735,"stem":1744,"suitable":22,"tagline":1745,"tags":1746,"updated":575,"verdict":1750,"website":1751,"__hash__":1752},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md","Devin",[1222,1225,1228],{"name":1223,"url":1224},"openhands","\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands",{"name":1226,"url":1227},"manus","\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus",{"name":18,"url":19},{"type":24,"value":1230,"toc":1680},[1231,1233,1236,1239,1241,1244,1268,1271,1275,1280,1350,1355,1409,1412,1414,1418,1432,1436,1453,1455,1472,1474,1575,1577,1608,1610,1627,1629,1648,1650],[27,1232,30],{"id":29},[32,1234,1235],{},"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。",[32,1237,1238],{},"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。",[27,1240,45],{"id":45},[32,1242,1243],{},"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：",[50,1245,1246,1253,1259,1262,1265],{},[53,1247,1248,1249,1252],{},"进 sandbox、",[280,1250,1251],{},"git clone"," 仓库、看 README、构建 Devin Wiki",[53,1254,1255,1258],{},[36,1256,1257],{},"Interactive Planning","：跟你确认实现方案",[53,1260,1261],{},"写代码、跑测试、调浏览器看结果",[53,1263,1264],{},"失败自己排查、改、再试（带 citations 引用代码行）",[53,1266,1267],{},"提 PR、回 Slack「搞定」",[32,1269,1270],{},"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。",[27,1272,1274],{"id":1273},"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）",[32,1276,1277],{},[36,1278,1279],{},"Cloud Devin（按 ACU 计费）",[83,1281,1282,1300],{},[86,1283,1284],{},[89,1285,1286,1288,1291,1294,1297],{},[92,1287,94],{},[92,1289,1290],{},"月费",[92,1292,1293],{},"ACU 价",[92,1295,1296],{},"并发",[92,1298,1299],{},"关键能力",[108,1301,1302,1321,1337],{},[89,1303,1304,1309,1312,1315,1318],{},[113,1305,1306],{},[36,1307,1308],{},"Core",[113,1310,1311],{},"$20 起步（PAYG）",[113,1313,1314],{},"$2.25\u002FACU",[113,1316,1317],{},"10",[113,1319,1320],{},"Devin IDE、Ask Devin、Wiki",[89,1322,1323,1326,1329,1332,1334],{},[113,1324,1325],{},"Team",[113,1327,1328],{},"$500 含 250 ACU",[113,1330,1331],{},"$2\u002FACU（含内）",[113,1333,179],{},[113,1335,1336],{},"API、专属 Slack 频道、early access",[89,1338,1339,1341,1343,1345,1347],{},[113,1340,171],{},[113,1342,174],{},[113,1344,174],{},[113,1346,179],{},[113,1348,1349],{},"VPC、SSO、Custom Devins",[32,1351,1352],{},[36,1353,1354],{},"Devin Desktop（2026-06 Windsurf 改名后）",[83,1356,1357,1367],{},[86,1358,1359],{},[89,1360,1361,1363,1365],{},[92,1362,94],{},[92,1364,97],{},[92,1366,106],{},[108,1368,1369,1379,1388,1398],{},[89,1370,1371,1374,1376],{},[113,1372,1373],{},"Free",[113,1375,1179],{},[113,1377,1378],{},"轻量配额",[89,1380,1381,1384,1386],{},[113,1382,1383],{},"Pro",[113,1385,120],{},[113,1387,129],{},[89,1389,1390,1392,1395],{},[113,1391,155],{},[113,1393,1394],{},"$200\u002F月",[113,1396,1397],{},"重度用户",[89,1399,1400,1403,1406],{},[113,1401,1402],{},"Teams",[113,1404,1405],{},"$80\u002F月 + $40\u002F席",[113,1407,1408],{},"团队",[32,1410,1411],{},"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。",[27,1413,738],{"id":738},[32,1415,1416,219],{},[36,1417,743],{},[190,1419,1420,1423,1426,1429],{},[53,1421,1422],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[53,1424,1425],{},"Devin Wiki 自动生成的代码库地图很有用",[53,1427,1428],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[53,1430,1431],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[32,1433,1434,219],{},[36,1435,238],{},[190,1437,1438,1441,1444,1447,1450],{},[53,1439,1440],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[53,1442,1443],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[53,1445,1446],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[53,1448,1449],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[53,1451,1452],{},"Free trial 没有，最低要先付 $20 才能试",[27,1454,258],{"id":258},[50,1456,1457,1460,1463,1466,1469],{},[53,1458,1459],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[53,1461,1462],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[53,1464,1465],{},"给一个 issue + 验收标准（越具体越省 ACU）",[53,1467,1468],{},"Interactive Planning：审一遍方案",[53,1470,1471],{},"Devin 自动跑、PR 自动开、等 review",[27,1473,286],{"id":286},[83,1475,1476,1492],{},[86,1477,1478],{},[89,1479,1480,1482,1484,1487,1490],{},[92,1481,295],{},[92,1483,1220],{},[92,1485,1486],{},"OpenHands",[92,1488,1489],{},"Manus",[92,1491,307],{},[108,1493,1494,1511,1528,1543,1559],{},[89,1495,1496,1499,1502,1505,1508],{},[113,1497,1498],{},"模式",[113,1500,1501],{},"异步 Cloud Agent",[113,1503,1504],{},"自托管 \u002F Cloud",[113,1506,1507],{},"异步 Cloud",[113,1509,1510],{},"同步 CLI",[89,1512,1513,1516,1519,1522,1525],{},[113,1514,1515],{},"起步价",[113,1517,1518],{},"$20 + ACU",[113,1520,1521],{},"免费（开源）",[113,1523,1524],{},"$39\u002F月",[113,1526,1527],{},"Pro $20\u002F月",[89,1529,1530,1532,1535,1538,1541],{},[113,1531,1296],{},[113,1533,1534],{},"10–∞",[113,1536,1537],{},"自托管无限",[113,1539,1540],{},"5+",[113,1542,126],{},[89,1544,1545,1547,1550,1553,1556],{},[113,1546,380],{},[113,1548,1549],{},"弱",[113,1551,1552],{},"强（社区维护）",[113,1554,1555],{},"强（国产）",[113,1557,1558],{},"中",[89,1560,1561,1564,1567,1570,1572],{},[113,1562,1563],{},"沙箱",[113,1565,1566],{},"内置云端",[113,1568,1569],{},"Docker \u002F Cloud",[113,1571,1566],{},[113,1573,1574],{},"本地",[27,1576,393],{"id":393},[190,1578,1579,1585,1591,1597,1603],{},[53,1580,1581,1584],{},[36,1582,1583],{},"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」",[53,1586,1587,1590],{},[36,1588,1589],{},"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",[53,1592,1593,1596],{},[36,1594,1595],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[53,1598,1599,1602],{},[36,1600,1601],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[53,1604,1605,1607],{},[36,1606,418],{},"：网络、定价、语言成本叠加后，单位产出 ROI 不一定胜过 Cursor + Claude",[27,1609,429],{"id":428},[190,1611,1612,1615,1618,1621,1624],{},[53,1613,1614],{},"✅ 海外团队、英文项目、批量化的中小 task",[53,1616,1617],{},"✅ 想做「夜跑 agent」流水线的工程团队",[53,1619,1620],{},"❌ 中文项目、国内个人开发者",[53,1622,1623],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[53,1625,1626],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[27,1628,452],{"id":452},[190,1630,1631,1637,1643],{},[53,1632,1633,1636],{},[458,1634,1635],{"href":1224},"OpenHands 评测","（Devin 的开源平替）",[53,1638,1639,1642],{},[458,1640,1641],{"href":1227},"Manus 评测","（国产 cloud agent）",[53,1644,1645,1647],{},[458,1646,470],{"href":19},"（同步替代方案）",[27,1649,479],{"id":479},[50,1651,1652,1659,1666,1673],{},[53,1653,1654,1655],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[458,1656,1657],{"href":1657,"rel":1658},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[489],[53,1660,1661,1662],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[458,1663,1664],{"href":1664,"rel":1665},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[489],[53,1667,1668,1669],{},"eesel — Cognition AI Pricing Explained ",[458,1670,1671],{"href":1671,"rel":1672},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[489],[53,1674,1675,1676],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[458,1677,1678],{"href":1678,"rel":1679},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[489],{"title":505,"searchDepth":506,"depth":506,"links":1681},[1682,1683,1684,1685,1686,1687,1688,1689,1690,1691],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":1273,"depth":509,"text":1274},{"id":738,"depth":509,"text":738},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[1695,1698,1701,1704],{"q":1696,"a":1697},"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":1699,"a":1700},"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":1702,"a":1703},"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":1705,"a":1706},"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。",[538],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin",[1711,1712],"cloud","desktop",[1714,1718,1722],{"plan":1715,"price":1716,"seats":126,"notes":1717},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":1325,"price":1719,"seats":1720,"notes":1721},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":171,"price":174,"seats":1180,"notes":1723},"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",[1726,1729],{"name":1727,"url":1728},"AI PR Review Pipeline","\u002Fplaybook\u002Freview\u002Fai-pr-review-pipeline",{"name":1730,"url":1731},"AI Agent 概念入门 Wiki","\u002Fwiki\u002Fai-agent",{"power":568,"ux":569,"price":509,"cn_support":509,"stability":569},{"title":1220,"description":1693},"coding\u002Fagent\u002Fdevin",[1736,1738,1740,1742],{"name":1737,"url":1657,"accessed":575},"SiliconAngle — Devin 2.0 launch",{"name":1739,"url":1664,"accessed":575},"CostBench — Devin AI Pricing 2026",{"name":1741,"url":1671,"accessed":575},"eesel — Cognition AI Pricing",{"name":1743,"url":1678,"accessed":575},"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",[519,1747,1711,1748,1749],"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":1754,"title":1486,"alternatives":1755,"api_compatible":22,"body":1761,"category":519,"chinese_friendly":569,"cover":2196,"description":2197,"domestic":522,"extension":523,"faq":2198,"free":522,"github":2211,"languages":2212,"meta":2213,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":1224,"pillar":542,"platforms":2214,"priceTable":2216,"pricing":2223,"published":559,"relatedPlaybooks":2224,"relatedReviews":22,"score":2229,"self_host":540,"seo":2230,"slug":2231,"sources":2232,"stem":2241,"suitable":22,"tagline":2242,"tags":2243,"updated":575,"verdict":2247,"website":2248,"__hash__":2249},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md",[1756,1758,1759,1760],{"name":1757,"url":1709},"devin",{"name":598,"url":599},{"name":596,"url":475},{"name":1226,"url":1227},{"type":24,"value":1762,"toc":2184},[1763,1765,1772,1775,1777,1780,1803,1806,1833,1835,1881,1884,1888,1892,1913,1917,1937,1939,1968,1970,2068,2070,2110,2112,2129,2131,2152,2154],[27,1764,30],{"id":29},[32,1766,1767,1768,1771],{},"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：",[36,1769,1770],{},"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。",[32,1773,1774],{},"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。",[27,1776,45],{"id":45},[32,1778,1779],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[190,1781,1782,1785,1788,1791,1794,1797],{},[53,1783,1784],{},"文件编辑（多文件 diff\u002Fedit）",[53,1786,1787],{},"shell command 执行（Docker sandbox 隔离）",[53,1789,1790],{},"浏览器自动化（点击、表单、截图）",[53,1792,1793],{},"API 调用 \u002F HTTP 请求",[53,1795,1796],{},"Git 仓库操作（clone、commit、PR）",[53,1798,1799,1802],{},[36,1800,1801],{},"MCP 协议","：可挂载任意第三方 tool",[32,1804,1805],{},"四种使用入口：",[50,1807,1808,1816,1822,1827],{},[53,1809,1810,219,1812,1815],{},[36,1811,1178],{},[280,1813,1814],{},"docker run"," 一行起，本地 Web GUI + CLI",[53,1817,1818,1821],{},[36,1819,1820],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[53,1823,1824,1826],{},[36,1825,171],{},"：私有云 + 多用户 + RBAC + 集中 billing",[53,1828,1829,1832],{},[36,1830,1831],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[27,1834,81],{"id":80},[83,1836,1837,1848],{},[86,1838,1839],{},[89,1840,1841,1843,1845],{},[92,1842,94],{},[92,1844,97],{},[92,1846,1847],{},"限制",[108,1849,1850,1861,1872],{},[89,1851,1852,1856,1858],{},[113,1853,1854],{},[36,1855,1178],{},[113,1857,1179],{},[113,1859,1860],{},"BYOK，单用户，自己付 LLM 费",[89,1862,1863,1867,1869],{},[113,1864,1865],{},[36,1866,1820],{},[113,1868,1179],{},[113,1870,1871],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[89,1873,1874,1876,1878],{},[113,1875,171],{},[113,1877,174],{},[113,1879,1880],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[32,1882,1883],{},"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。",[27,1885,1887],{"id":1886},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[32,1889,1890,219],{},[36,1891,743],{},[190,1893,1894,1901,1904,1907,1910],{},[53,1895,1896,1897,1900],{},"起步快：",[280,1898,1899],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[53,1902,1903],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[53,1905,1906],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[53,1908,1909],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[53,1911,1912],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[32,1914,1915,219],{},[36,1916,238],{},[190,1918,1919,1925,1928,1931,1934],{},[53,1920,1921,1924],{},[36,1922,1923],{},"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",[53,1926,1927],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[53,1929,1930],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[53,1932,1933],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[53,1935,1936],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[27,1938,258],{"id":258},[50,1940,1941,1944,1949,1955,1958,1961],{},[53,1942,1943],{},"装 Docker（含 docker-in-docker 支持）",[53,1945,1946],{},[280,1947,1948],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[53,1950,1951,1952],{},"一行启动（官方推荐命令在 docs），打开 ",[280,1953,1954],{},"localhost:3000",[53,1956,1957],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[53,1959,1960],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[53,1962,1963,1964,1967],{},"进阶：编辑 ",[280,1965,1966],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[27,1969,286],{"id":286},[83,1971,1972,1986],{},[86,1973,1974],{},[89,1975,1976,1978,1980,1982,1984],{},[92,1977,295],{},[92,1979,1486],{},[92,1981,1220],{},[92,1983,943],{},[92,1985,1489],{},[108,1987,1988,2001,2014,2026,2040,2053],{},[89,1989,1990,1992,1995,1997,1999],{},[113,1991,967],{},[113,1993,1994],{},"✅ MIT",[113,1996,357],{},[113,1998,351],{},[113,2000,357],{},[89,2002,2003,2006,2008,2010,2012],{},[113,2004,2005],{},"自托管",[113,2007,351],{},[113,2009,357],{},[113,2011,351],{},[113,2013,357],{},[89,2015,2016,2018,2020,2022,2024],{},[113,2017,1515],{},[113,2019,1179],{},[113,2021,1518],{},[113,2023,1179],{},[113,2025,1524],{},[89,2027,2028,2030,2032,2035,2037],{},[113,2029,380],{},[113,2031,1030],{},[113,2033,2034],{},"1\u002F5",[113,2036,386],{},[113,2038,2039],{},"5\u002F5",[89,2041,2042,2045,2047,2049,2051],{},[113,2043,2044],{},"Browser use",[113,2046,351],{},[113,2048,351],{},[113,2050,357],{},[113,2052,351],{},[89,2054,2055,2058,2061,2064,2066],{},[113,2056,2057],{},"上手成本",[113,2059,2060],{},"中（需 Docker）",[113,2062,2063],{},"低",[113,2065,2063],{},[113,2067,2063],{},[27,2069,393],{"id":393},[190,2071,2072,2078,2084,2098,2104],{},[53,2073,2074,2077],{},[36,2075,2076],{},"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",[53,2079,2080,2083],{},[36,2081,2082],{},"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",[53,2085,2086,2089,2090,2093,2094,2097],{},[36,2087,2088],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[280,2091,2092],{},"summarize the repo","，把结果存到 ",[280,2095,2096],{},"microagents\u002F","，后续任务上下文更准",[53,2099,2100,2103],{},[36,2101,2102],{},"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",[53,2105,2106,2109],{},[36,2107,2108],{},"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",[27,2111,429],{"id":428},[190,2113,2114,2117,2120,2123,2126],{},[53,2115,2116],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[53,2118,2119],{},"✅ 合规 \u002F 私有云部署",[53,2121,2122],{},"✅ 想做企业内部 AI 开发平台的底座",[53,2124,2125],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[53,2127,2128],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[27,2130,452],{"id":452},[190,2132,2133,2139,2143,2147],{},[53,2134,2135,2138],{},[458,2136,2137],{"href":1709},"Devin 评测","（闭源同类）",[53,2140,2141],{},[458,2142,1108],{"href":599},[53,2144,2145],{},[458,2146,476],{"href":475},[53,2148,2149,2151],{},[458,2150,1641],{"href":1227},"（国产 Cloud 替代）",[27,2153,479],{"id":479},[50,2155,2156,2163,2170,2177],{},[53,2157,2158,2159],{},"OpenHands 官方 Pricing ",[458,2160,2161],{"href":2161,"rel":2162},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[489],[53,2164,2165,2166],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[458,2167,2168],{"href":2168,"rel":2169},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[489],[53,2171,2172,2173],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[458,2174,2175],{"href":2175,"rel":2176},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[489],[53,2178,2179,2180],{},"OSS-AI-SWE 项目目录 ",[458,2181,2182],{"href":2182,"rel":2183},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[489],{"title":505,"searchDepth":506,"depth":506,"links":2185},[2186,2187,2188,2189,2190,2191,2192,2193,2194,2195],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":80,"depth":509,"text":81},{"id":1886,"depth":509,"text":1887},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[2199,2202,2205,2208],{"q":2200,"a":2201},"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":2203,"a":2204},"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":2206,"a":2207},"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":2209,"a":2210},"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",[1172,538],{},[2215,1711,546],"docker",[2217,2219,2221],{"plan":1178,"price":1179,"seats":126,"notes":2218},"MIT，Docker 起，BYOK，单用户",{"plan":1820,"price":1179,"seats":126,"notes":2220},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":171,"price":174,"seats":179,"notes":2222},"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",[2225,2228],{"name":2226,"url":2227},"Legacy 代码库 AI Onboarding","\u002Fplaybook\u002Fonboarding\u002Flegacy-codebase-onboarding",{"name":1730,"url":1731},{"power":569,"ux":506,"price":568,"cn_support":569,"stability":506},{"title":1486,"description":2197},"coding\u002Fagent\u002Fopenhands",[2233,2235,2237,2239],{"name":2234,"url":2161,"accessed":575},"OpenHands 官方 pricing",{"name":2236,"url":2168,"accessed":575},"AISO Tools — OpenHands Pricing 2026",{"name":2238,"url":2175,"accessed":575},"AI Tool Finder — OpenHands Review 2026",{"name":2240,"url":2182,"accessed":575},"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）",[519,1747,1212,2244,2245,2246,1213],"mit","sandbox","mcp","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":2251,"title":2252,"alternatives":2253,"api_compatible":22,"body":2266,"category":519,"chinese_friendly":812,"cover":2905,"description":2906,"domestic":522,"extension":523,"faq":2907,"free":522,"github":22,"languages":2920,"meta":2921,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":2922,"pillar":542,"platforms":2923,"priceTable":2925,"pricing":2936,"published":559,"relatedPlaybooks":2937,"relatedReviews":22,"score":2941,"self_host":540,"seo":2942,"slug":2943,"sources":2944,"stem":2953,"suitable":22,"tagline":2954,"tags":2955,"updated":575,"verdict":2961,"website":2962,"__hash__":2963},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fraga.md","RagaAI Catalyst",[2254,2257,2260,2263],{"name":2255,"url":2256},"helicone","\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone",{"name":2258,"url":2259},"portkey","\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey",{"name":2261,"url":2262},"litellm","\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm",{"name":2264,"url":2265},"langflow","\u002Ftools\u002Fagent\u002Flangflow",{"type":24,"value":2267,"toc":2893},[2268,2270,2273,2276,2279,2335,2337,2356,2362,2366,2371,2391,2396,2419,2421,2440,2593,2596,2754,2756,2806,2808,2834,2836,2858,2860,2890],[27,2269,30],{"id":29},[32,2271,2272],{},"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。",[32,2274,2275],{},"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）。",[27,2277,2278],{"id":2278},"核心能力",[190,2280,2281,2287,2293,2299,2305,2311,2317,2323,2329],{},[53,2282,2283,2286],{},[36,2284,2285],{},"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）",[53,2288,2289,2292],{},[36,2290,2291],{},"多 agent tracing","：每次 LLM \u002F tool \u002F sub-agent 调用都可追溯 + 时序回放",[53,2294,2295,2298],{},[36,2296,2297],{},"多 agent debug","：复杂 agent 失败时回放每个决策点 + 上下文",[53,2300,2301,2304],{},[36,2302,2303],{},"Python SDK","：包装 LangChain \u002F LlamaIndex \u002F 自家框架自动埋点",[53,2306,2307,2310],{},[36,2308,2309],{},"风险量化","：每个测试出风险分 + 影响面 + 修复建议",[53,2312,2313,2316],{},[36,2314,2315],{},"数据集管理","：build eval dataset + 跑 regression",[53,2318,2319,2322],{},[36,2320,2321],{},"报告 \u002F 仪表盘","：团队级风险仪表盘 + 趋势 + CI\u002FCD 集成",[53,2324,2325,2328],{},[36,2326,2327],{},"自托管 SDK + Cloud 协同","：SDK 本地跑、Cloud 集中可视化",[53,2330,2331,2334],{},[36,2332,2333],{},"合规友好","：私有部署 + SSO + 审计（Enterprise）",[27,2336,97],{"id":97},[190,2338,2339,2345,2351],{},[53,2340,2341,2344],{},[36,2342,2343],{},"Catalyst OSS Python SDK","：$0；功能含 tracing + 部分 eval",[53,2346,2347,2350],{},[36,2348,2349],{},"Cloud","：Custom（联系销售）；含全 300+ 测试库 + 仪表盘 + 协作",[53,2352,2353,2355],{},[36,2354,171],{},"：Custom + SSO + 私有部署 + SLA",[2357,2358,2359],"blockquote",{},[32,2360,2361],{},"真实场景：先用 OSS SDK 跑 trace 评估价值，进 PoC 后再谈 Cloud 价格。",[27,2363,2365],{"id":2364},"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）",[32,2367,2368],{},[36,2369,2370],{},"亮点：",[190,2372,2373,2376,2379,2382,2385,2388],{},[53,2374,2375],{},"300+ 测试库省去 reinvent 各种 eval metric 的工作",[53,2377,2378],{},"RAG faithfulness \u002F context precision 测试对反 hallucination 很有用",[53,2380,2381],{},"多 agent trace + 回放在调试复杂协作链时是救命工具",[53,2383,2384],{},"风险评分给业务方一个 quantitative 沟通口径",[53,2386,2387],{},"Catalyst SDK 开源，预算紧团队也能先用上",[53,2389,2390],{},"与 LangChain \u002F LlamaIndex 集成顺滑",[32,2392,2393],{},[36,2394,2395],{},"踩坑：",[190,2397,2398,2401,2404,2407,2410,2413,2416],{},[53,2399,2400],{},"文档对高级配置 + 自定义测试覆盖不足，社区反馈一致",[53,2402,2403],{},"Cloud 定价不透明，PoC 才能拿到报价",[53,2405,2406],{},"报告 \u002F UI 偏英文 + 印度产品风格，中文场景弱",[53,2408,2409],{},"多 agent trace 在超大调用图（>500 step）下渲染慢",[53,2411,2412],{},"测试结果质量依赖 dataset 质量，garbage in \u002F garbage out",[53,2414,2415],{},"比 Langfuse 更偏『测试』少偏『日常 observability』，两个工具有时要叠用",[53,2417,2418],{},"国内访问 Cloud 延迟 + 合规需要评估",[27,2420,258],{"id":258},[801,2422,2426],{"className":2423,"code":2424,"language":2425,"meta":505,"style":505},"language-bash shiki shiki-themes github-light github-dark","pip install ragaai-catalyst\n","bash",[280,2427,2428],{"__ignoreMap":505},[809,2429,2430,2434,2437],{"class":811,"line":812},[809,2431,2433],{"class":2432},"sScJk","pip",[809,2435,2436],{"class":836}," install",[809,2438,2439],{"class":836}," ragaai-catalyst\n",[801,2441,2445],{"className":2442,"code":2443,"language":2444,"meta":505,"style":505},"language-python shiki shiki-themes github-light github-dark","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","python",[280,2446,2447,2462,2467,2478,2491,2502,2512,2517,2521,2552,2558,2563,2570,2576,2581,2587],{"__ignoreMap":505},[809,2448,2449,2453,2456,2459],{"class":811,"line":812},[809,2450,2452],{"class":2451},"szBVR","from",[809,2454,2455],{"class":815}," ragaai_catalyst ",[809,2457,2458],{"class":2451},"import",[809,2460,2461],{"class":815}," RagaAICatalyst, Tracer\n",[809,2463,2464],{"class":811,"line":509},[809,2465,2466],{"emptyLinePlaceholder":540},"\n",[809,2468,2469,2472,2475],{"class":811,"line":506},[809,2470,2471],{"class":815},"catalyst ",[809,2473,2474],{"class":2451},"=",[809,2476,2477],{"class":815}," RagaAICatalyst(\n",[809,2479,2480,2484,2486,2489],{"class":811,"line":569},[809,2481,2483],{"class":2482},"s4XuR","    access_key",[809,2485,2474],{"class":2451},[809,2487,2488],{"class":836},"\"...\"",[809,2490,840],{"class":815},[809,2492,2493,2496,2498,2500],{"class":811,"line":568},[809,2494,2495],{"class":2482},"    secret_key",[809,2497,2474],{"class":2451},[809,2499,2488],{"class":836},[809,2501,840],{"class":815},[809,2503,2504,2507,2509],{"class":811,"line":867},[809,2505,2506],{"class":2482},"    base_url",[809,2508,2474],{"class":2451},[809,2510,2511],{"class":836},"\"https:\u002F\u002Fcatalyst.raga.ai\"\n",[809,2513,2514],{"class":811,"line":5},[809,2515,2516],{"class":815},")\n",[809,2518,2519],{"class":811,"line":890},[809,2520,2466],{"emptyLinePlaceholder":540},[809,2522,2523,2526,2528,2531,2534,2536,2539,2542,2545,2547,2550],{"class":811,"line":896},[809,2524,2525],{"class":815},"tracer ",[809,2527,2474],{"class":2451},[809,2529,2530],{"class":815}," Tracer(",[809,2532,2533],{"class":2482},"project_name",[809,2535,2474],{"class":2451},[809,2537,2538],{"class":836},"\"my-rag-app\"",[809,2540,2541],{"class":815},", ",[809,2543,2544],{"class":2482},"tracer_type",[809,2546,2474],{"class":2451},[809,2548,2549],{"class":836},"\"langchain\"",[809,2551,2516],{"class":815},[809,2553,2555],{"class":811,"line":2554},10,[809,2556,2557],{"class":815},"tracer.start()\n",[809,2559,2561],{"class":811,"line":2560},11,[809,2562,2466],{"emptyLinePlaceholder":540},[809,2564,2566],{"class":811,"line":2565},12,[809,2567,2569],{"class":2568},"sJ8bj","# 你的 LangChain \u002F LlamaIndex \u002F 自家 agent 代码\n",[809,2571,2573],{"class":811,"line":2572},13,[809,2574,2575],{"class":2568},"# tracer 自动捕获 LLM \u002F tool \u002F sub-agent 调用\n",[809,2577,2579],{"class":811,"line":2578},14,[809,2580,2466],{"emptyLinePlaceholder":540},[809,2582,2584],{"class":811,"line":2583},15,[809,2585,2586],{"class":815},"tracer.stop()\n",[809,2588,2590],{"class":811,"line":2589},16,[809,2591,2592],{"class":2568},"# 登录 Catalyst Cloud 看 trace + 跑 300+ 测试\n",[27,2594,2595],{"id":2595},"对比",[83,2597,2598,2615],{},[86,2599,2600],{},[89,2601,2602,2604,2606,2609,2612],{},[92,2603,295],{},[92,2605,2252],{},[92,2607,2608],{},"Langfuse",[92,2610,2611],{},"Helicone",[92,2613,2614],{},"Portkey",[108,2616,2617,2634,2649,2664,2678,2692,2708,2721,2738],{},[89,2618,2619,2622,2625,2628,2631],{},[113,2620,2621],{},"主打",[113,2623,2624],{},"测试 + 风险量化",[113,2626,2627],{},"Tracing + eval",[113,2629,2630],{},"Proxy 观测 + gateway",[113,2632,2633],{},"Gateway + 观测",[89,2635,2636,2639,2642,2644,2647],{},[113,2637,2638],{},"自动化测试库",[113,2640,2641],{},"✅ 300+",[113,2643,354],{},[113,2645,2646],{},"浅",[113,2648,2646],{},[89,2650,2651,2654,2657,2660,2662],{},[113,2652,2653],{},"Agentic debug",[113,2655,2656],{},"✅ 强",[113,2658,2659],{},"✅ nested span",[113,2661,2646],{},[113,2663,1558],{},[89,2665,2666,2669,2671,2674,2676],{},[113,2667,2668],{},"RAG 专项测试",[113,2670,2656],{},[113,2672,2673],{},"✅ 中",[113,2675,1549],{},[113,2677,1549],{},[89,2679,2680,2683,2685,2687,2689],{},[113,2681,2682],{},"Proxy \u002F gateway",[113,2684,357],{},[113,2686,357],{},[113,2688,351],{},[113,2690,2691],{},"✅ 250+",[89,2693,2694,2697,2700,2703,2705],{},[113,2695,2696],{},"自托管 OSS",[113,2698,2699],{},"SDK 部分",[113,2701,2702],{},"✅ MIT 19K+",[113,2704,351],{},[113,2706,2707],{},"OSS Gateway only",[89,2709,2710,2713,2715,2717,2719],{},[113,2711,2712],{},"中文生态",[113,2714,357],{},[113,2716,357],{},[113,2718,357],{},[113,2720,357],{},[89,2722,2723,2726,2729,2732,2735],{},[113,2724,2725],{},"定价透明",[113,2727,2728],{},"❌ Custom",[113,2730,2731],{},"✅ $0\u002F$29\u002FEnterprise",[113,2733,2734],{},"✅ $0\u002F$79\u002F$799",[113,2736,2737],{},"✅ $0\u002F$49\u002F$799",[89,2739,2740,2742,2745,2748,2751],{},[113,2741,685],{},[113,2743,2744],{},"pre-prod testing + agentic",[113,2746,2747],{},"日常 tracing + eval",[113,2749,2750],{},"改 URL 快上手",[113,2752,2753],{},"gateway + 治理",[27,2755,393],{"id":393},[190,2757,2758,2764,2770,2776,2782,2788,2794,2800],{},[53,2759,2760,2763],{},[36,2761,2762],{},"OSS SDK ≠ 完整 Cloud","：300+ 测试库主要在 Cloud，OSS 主要 tracing + 部分 eval",[53,2765,2766,2769],{},[36,2767,2768],{},"dataset 质量决定测试质量","：建 eval dataset 时务必含 edge case \u002F adversarial 例",[53,2771,2772,2775],{},[36,2773,2774],{},"大 trace 渲染慢","：>500 step 的 agent 用 filter \u002F sampling",[53,2777,2778,2781],{},[36,2779,2780],{},"Cloud 定价 PoC 谈","：先 SDK 跑两月有数据再谈合同",[53,2783,2784,2787],{},[36,2785,2786],{},"不替代日常 observability","：复杂场景叠 Langfuse \u002F Helicone",[53,2789,2790,2793],{},[36,2791,2792],{},"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",[53,2795,2796,2799],{},[36,2797,2798],{},"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",[53,2801,2802,2805],{},[36,2803,2804],{},"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",[27,2807,429],{"id":428},[190,2809,2810,2813,2816,2819,2822,2825,2828,2831],{},[53,2811,2812],{},"✅ 生产级 agentic 系统 \u002F RAG pipeline 的中大型团队",[53,2814,2815],{},"✅ 金融 \u002F 医疗 \u002F 政企需要风险量化沟通",[53,2817,2818],{},"✅ 多 agent 协作系统需要 trace + debug",[53,2820,2821],{},"✅ 想把 LLM eval 从手工脚本升级成系统化平台",[53,2823,2824],{},"❌ 单一 LLM 调用 + 简单观测",[53,2826,2827],{},"❌ 预算紧 + 不要 Cloud（OSS SDK 部分能力够）",[53,2829,2830],{},"❌ 中文 \u002F 国内合规为主",[53,2832,2833],{},"❌ 不愿走企业销售流程",[27,2835,452],{"id":452},[190,2837,2838,2843,2848,2853],{},[53,2839,2840],{},[458,2841,2842],{"href":2256},"Helicone 评测",[53,2844,2845],{},[458,2846,2847],{"href":2259},"Portkey 评测",[53,2849,2850],{},[458,2851,2852],{"href":2262},"LiteLLM 评测",[53,2854,2855],{},[458,2856,2857],{"href":2265},"Langflow 评测",[27,2859,479],{"id":479},[50,2861,2862,2869,2876,2883],{},[53,2863,2864,2865],{},"F6S — RagaAI Catalyst 产品概览 ",[458,2866,2867],{"href":2867,"rel":2868},"https:\u002F\u002Fwww.f6s.com\u002Fsoftware\u002Fragaai-catalyst",[489],[53,2870,2871,2872],{},"AIIndigo — RagaAI Catalyst 评测 + 定价 + 替代品 2026 ",[458,2873,2874],{"href":2874,"rel":2875},"https:\u002F\u002Faiindigo.com\u002Ftool\u002Fragaai-catalyst",[489],[53,2877,2878,2879],{},"SwitchTools — RagaAI Inc 平台（300+ 测试 \u002F 90% 风险下降）",[458,2880,2881],{"href":2881,"rel":2882},"https:\u002F\u002Fwww.switchtools.io\u002Ftool\u002Fragaai-inc",[489],[53,2884,2885,2886],{},"SoftwareSuggest — RagaAI Details \u002F Pricing 2026 ",[458,2887,2888],{"href":2888,"rel":2889},"https:\u002F\u002Fwww.softwaresuggest.com\u002Fragaai",[489],[1140,2891,2892],{},"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":505,"searchDepth":506,"depth":506,"links":2894},[2895,2896,2897,2898,2899,2900,2901,2902,2903,2904],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":2364,"depth":509,"text":2365},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[2908,2911,2914,2917],{"q":2909,"a":2910},"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":2912,"a":2913},"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":2915,"a":2916},"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":2918,"a":2919},"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。",[538],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fraga",[2444,2924,1711],"sdk",[2926,2930,2933],{"plan":2927,"price":1179,"features":2928,"notes":2929},"Catalyst OSS","Python SDK + agent \u002F LLM \u002F tool tracing + 多 agent debug + 部分 eval","github.com\u002Fraga-ai-hub\u002FRagaAI-Catalyst",{"plan":2349,"price":174,"features":2931,"notes":2932},"300+ 自动化测试库 + RAG \u002F LLM \u002F Agentic 全景 + 报告 \u002F 仪表盘 + 协作","联系销售",{"plan":171,"price":174,"features":2934,"notes":2935},"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",[2938],{"name":2939,"url":2940},"RAG Pipeline 搭建","\u002Fplaybook\u002Fonboarding\u002Frag-pipeline-build",{"power":568,"ux":506,"price":506,"cn_support":812,"stability":569},{"title":2252,"description":2906},"coding\u002Fagent\u002Fraga",[2945,2947,2949,2951],{"name":2946,"url":2867,"accessed":575},"F6S — RagaAI Catalyst 概览",{"name":2948,"url":2874,"accessed":575},"AIIndigo — RagaAI Catalyst 评测 2026",{"name":2950,"url":2881,"accessed":575},"SwitchTools — RagaAI Inc 平台 + 90% 风险下降",{"name":2952,"url":2888,"accessed":575},"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%』",[2956,2957,2958,2959,2960,1212],"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":2965,"title":2611,"alternatives":2966,"api_compatible":22,"body":2975,"category":3640,"chinese_friendly":509,"cover":3641,"description":3642,"domestic":522,"extension":523,"faq":3643,"free":522,"github":22,"languages":3656,"meta":3657,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":2256,"pillar":542,"platforms":3658,"priceTable":3661,"pricing":3676,"published":559,"relatedPlaybooks":3677,"relatedReviews":22,"score":3679,"self_host":540,"seo":3680,"slug":3681,"sources":3682,"stem":3693,"suitable":22,"tagline":3694,"tags":3695,"updated":575,"verdict":3701,"website":3702,"__hash__":3703},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fhelicone.md",[2967,2968,2969,2972],{"name":2258,"url":2259},{"name":2261,"url":2262},{"name":2970,"url":2971},"openrouter","\u002Ftools\u002Fcoding\u002Fapi\u002Fopenrouter",{"name":2973,"url":2974},"one-api","\u002Ftools\u002Fcoding\u002Fapi\u002Fone-api",{"type":24,"value":2976,"toc":3628},[2977,2979,2982,2985,2987,3064,3066,3089,3094,3098,3102,3125,3129,3155,3157,3273,3316,3318,3481,3483,3533,3535,3564,3566,3586,3588,3625],[27,2978,30],{"id":29},[32,2980,2981],{},"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。",[32,2983,2984],{},"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）。",[27,2986,2278],{"id":2278},[190,2988,2989,2995,3001,3007,3013,3018,3024,3030,3035,3041,3047,3053,3058],{},[53,2990,2991,2994],{},[36,2992,2993],{},"Proxy 模式","：改 baseURL，零 SDK 改造",[53,2996,2997,3000],{},[36,2998,2999],{},"Async 模式","：SDK 异步上报，0 延迟 + 容错",[53,3002,3003,3006],{},[36,3004,3005],{},"Request logging","：每条请求 + 响应 + cost + token + latency",[53,3008,3009,3012],{},[36,3010,3011],{},"Custom properties + sessions","：把多步工作流分组看",[53,3014,3015],{},[36,3016,3017],{},"Prompt management + playground",[53,3019,3020,3023],{},[36,3021,3022],{},"Custom scoring","：基础打分 + 数据集",[53,3025,3026,3029],{},[36,3027,3028],{},"AI Gateway","（Rust 写）：100+ 模型 + caching + fallback + rate limit",[53,3031,3032],{},[36,3033,3034],{},"OpenAI \u002F Anthropic \u002F Azure \u002F LiteLLM \u002F Anyscale \u002F Together \u002F OpenRouter 集成",[53,3036,3037,3040],{},[36,3038,3039],{},"Trace API","：手动 POST 多步 trace 数据（弥补 proxy 看不到 agent 内部）",[53,3042,3043,3046],{},[36,3044,3045],{},"Dashboard API","：查 dashboard 数据",[53,3048,3049,3052],{},[36,3050,3051],{},"Self-host","：Docker \u002F Kubernetes，开源 MIT",[53,3054,3055,3057],{},[36,3056,364],{},"：SOC 2 + GDPR；Team+ HIPAA",[53,3059,3060,3063],{},[36,3061,3062],{},"导出","：webhook + 外部 reporting",[27,3065,97],{"id":97},[190,3067,3068,3074,3079,3084],{},[53,3069,3070,3073],{},[36,3071,3072],{},"Hobby","：$0 \u002F 10K req\u002F月 \u002F 7 天 retention \u002F 1 seat \u002F 1GB 存储",[53,3075,3076,3078],{},[36,3077,1383],{},"：$79\u002F月 \u002F 10K 起 + usage \u002F 1 月 retention \u002F unlimited seats \u002F alerts \u002F HQL",[53,3080,3081,3083],{},[36,3082,1325],{},"：$799\u002F月 \u002F 10K 起 + usage \u002F 3 月 retention \u002F SOC 2 + HIPAA \u002F 5 orgs",[53,3085,3086,3088],{},[36,3087,171],{},"：Custom \u002F 自定义 retention \u002F 永久存储 \u002F SSO \u002F on-prem",[2357,3090,3091],{},[32,3092,3093],{},"自托管版（OSS）= $0 + 无限 logs，但运维 \u002F Postgres \u002F Clickhouse 全要自己搞。",[27,3095,3097],{"id":3096},"实测早期-saas-5-人团队","实测（早期 SaaS \u002F 5 人团队）",[32,3099,3100],{},[36,3101,2370],{},[190,3103,3104,3107,3110,3113,3116,3119,3122],{},[53,3105,3106],{},"5 分钟接入，OpenAI SDK 改 baseURL + 加 Helicone-Auth header",[53,3108,3109],{},"Dashboard 看 cost \u002F latency \u002F error 第一天就帮发现 prompt 失控",[53,3111,3112],{},"Custom properties 给每个 user \u002F feature 打标，分摊成本清晰",[53,3114,3115],{},"Sessions 把 multi-step workflow 串起来（不像 Langfuse 是真 trace，但够小项目用）",[53,3117,3118],{},"AI Gateway 给 fallback \u002F caching 一站式提供",[53,3120,3121],{},"开源自托管对预算紧团队是真救命",[53,3123,3124],{},"与 LiteLLM 集成顺滑",[32,3126,3127],{},[36,3128,2395],{},[190,3130,3131,3134,3137,3140,3143,3146,3149,3152],{},[53,3132,3133],{},"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",[53,3135,3136],{},"Proxy 模式 5–20ms 延迟在高 QPS 场景叠加可观",[53,3138,3139],{},"Proxy 看不到 agent 内部 tool \u002F sub-agent \u002F retries——复杂 agent 调试不够",[53,3141,3142],{},"Custom scoring 浅，不如 Langfuse 的 LLM-as-judge + 数据集 eval 体系完整",[53,3144,3145],{},"Free tier 10K req 小型生产几天就用完",[53,3147,3148],{},"文档自 Mintlify 收购后部分整合到 Mintlify Docs，导航变化",[53,3150,3151],{},"中文场景体验有限",[53,3153,3154],{},"Prompt caching 需要 cache-aware prompt design（含 timestamp \u002F nonce 命中率为 0）",[27,3156,258],{"id":258},[801,3158,3160],{"className":2442,"code":3159,"language":2444,"meta":505,"style":505},"# 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",[280,3161,3162,3167,3174,3184,3195,3207,3216,3237,3249,3259,3264,3268],{"__ignoreMap":505},[809,3163,3164],{"class":811,"line":812},[809,3165,3166],{"class":2568},"# Proxy 模式\n",[809,3168,3169,3171],{"class":811,"line":509},[809,3170,2458],{"class":2451},[809,3172,3173],{"class":815}," openai\n",[809,3175,3176,3179,3181],{"class":811,"line":506},[809,3177,3178],{"class":815},"client ",[809,3180,2474],{"class":2451},[809,3182,3183],{"class":815}," openai.OpenAI(\n",[809,3185,3186,3188,3190,3193],{"class":811,"line":569},[809,3187,2506],{"class":2482},[809,3189,2474],{"class":2451},[809,3191,3192],{"class":836},"\"https:\u002F\u002Foai.helicone.ai\u002Fv1\"",[809,3194,840],{"class":815},[809,3196,3197,3200,3202,3205],{"class":811,"line":568},[809,3198,3199],{"class":2482},"    api_key",[809,3201,2474],{"class":2451},[809,3203,3204],{"class":821},"OPENAI_KEY",[809,3206,840],{"class":815},[809,3208,3209,3212,3214],{"class":811,"line":867},[809,3210,3211],{"class":2482},"    default_headers",[809,3213,2474],{"class":2451},[809,3215,816],{"class":815},[809,3217,3218,3221,3223,3226,3229,3232,3235],{"class":811,"line":5},[809,3219,3220],{"class":836},"        \"Helicone-Auth\"",[809,3222,833],{"class":815},[809,3224,3225],{"class":2451},"f",[809,3227,3228],{"class":836},"\"Bearer ",[809,3230,3231],{"class":821},"{HELICONE_KEY}",[809,3233,3234],{"class":836},"\"",[809,3236,840],{"class":815},[809,3238,3239,3242,3244,3247],{"class":811,"line":890},[809,3240,3241],{"class":836},"        \"Helicone-User-Id\"",[809,3243,833],{"class":815},[809,3245,3246],{"class":836},"\"user_123\"",[809,3248,840],{"class":815},[809,3250,3251,3254,3256],{"class":811,"line":896},[809,3252,3253],{"class":836},"        \"Helicone-Property-Feature\"",[809,3255,833],{"class":815},[809,3257,3258],{"class":836},"\"summarize\"\n",[809,3260,3261],{"class":811,"line":2554},[809,3262,3263],{"class":815},"    }\n",[809,3265,3266],{"class":811,"line":2560},[809,3267,2516],{"class":815},[809,3269,3270],{"class":811,"line":2565},[809,3271,3272],{"class":2568},"# 立刻在 https:\u002F\u002Fus.helicone.ai 看到 cost \u002F latency \u002F log\n",[801,3274,3276],{"className":2423,"code":3275,"language":2425,"meta":505,"style":505},"# 自托管\ngit clone https:\u002F\u002Fgithub.com\u002FHelicone\u002Fhelicone\ncd helicone && docker compose up -d\n",[280,3277,3278,3283,3294],{"__ignoreMap":505},[809,3279,3280],{"class":811,"line":812},[809,3281,3282],{"class":2568},"# 自托管\n",[809,3284,3285,3288,3291],{"class":811,"line":509},[809,3286,3287],{"class":2432},"git",[809,3289,3290],{"class":836}," clone",[809,3292,3293],{"class":836}," https:\u002F\u002Fgithub.com\u002FHelicone\u002Fhelicone\n",[809,3295,3296,3299,3302,3305,3307,3310,3313],{"class":811,"line":506},[809,3297,3298],{"class":821},"cd",[809,3300,3301],{"class":836}," helicone",[809,3303,3304],{"class":815}," && ",[809,3306,2215],{"class":2432},[809,3308,3309],{"class":836}," compose",[809,3311,3312],{"class":836}," up",[809,3314,3315],{"class":821}," -d\n",[27,3317,2595],{"id":2595},[83,3319,3320,3332],{},[86,3321,3322],{},[89,3323,3324,3326,3328,3330],{},[92,3325,295],{},[92,3327,2611],{},[92,3329,2608],{},[92,3331,2614],{},[108,3333,3334,3348,3361,3374,3386,3400,3414,3426,3439,3453,3467],{},[89,3335,3336,3339,3342,3345],{},[113,3337,3338],{},"架构",[113,3340,3341],{},"Proxy \u002F Async",[113,3343,3344],{},"SDK",[113,3346,3347],{},"Gateway",[89,3349,3350,3353,3356,3359],{},[113,3351,3352],{},"接入时间",[113,3354,3355],{},"分钟（改 URL）",[113,3357,3358],{},"小时（代码改造）",[113,3360,3355],{},[89,3362,3363,3366,3369,3372],{},[113,3364,3365],{},"Tracing 深度",[113,3367,3368],{},"浅（请求级）",[113,3370,3371],{},"✅ 深 nested",[113,3373,1558],{},[89,3375,3376,3379,3382,3384],{},[113,3377,3378],{},"Multi-provider routing",[113,3380,3381],{},"✅ 基础 fallback",[113,3383,357],{},[113,3385,2691],{},[89,3387,3388,3391,3394,3397],{},[113,3389,3390],{},"Prompt mgmt",[113,3392,3393],{},"playground + 基础版本",[113,3395,3396],{},"✅ 版本 + playground",[113,3398,3399],{},"模板 + 管理",[89,3401,3402,3405,3408,3411],{},[113,3403,3404],{},"Eval",[113,3406,3407],{},"基础 scoring",[113,3409,3410],{},"✅ LLM-as-judge + datasets",[113,3412,3413],{},"基础",[89,3415,3416,3418,3421,3424],{},[113,3417,3051],{},[113,3419,3420],{},"✅ OSS 完整",[113,3422,3423],{},"✅ MIT 19K+ stars",[113,3425,2707],{},[89,3427,3428,3430,3433,3436],{},[113,3429,364],{},[113,3431,3432],{},"SOC2 + HIPAA (Team+)",[113,3434,3435],{},"SOC2 (Enterprise)",[113,3437,3438],{},"SOC2 + HIPAA + ISO27001",[89,3440,3441,3444,3447,3450],{},[113,3442,3443],{},"Free tier",[113,3445,3446],{},"10K req\u002F月",[113,3448,3449],{},"50K events\u002F月",[113,3451,3452],{},"10K logs\u002F月",[89,3454,3455,3458,3461,3464],{},[113,3456,3457],{},"Paid 起价",[113,3459,3460],{},"$79",[113,3462,3463],{},"$29",[113,3465,3466],{},"$49",[89,3468,3469,3472,3475,3478],{},[113,3470,3471],{},"路线图",[113,3473,3474],{},"⚠️ 维护模式",[113,3476,3477],{},"✅ 活跃",[113,3479,3480],{},"✅ 活跃（PANW 收购）",[27,3482,393],{"id":393},[190,3484,3485,3491,3497,3503,3509,3515,3521,3527],{},[53,3486,3487,3490],{},[36,3488,3489],{},"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",[53,3492,3493,3496],{},[36,3494,3495],{},"Proxy 延迟 + SPOF","：Helicone 挂了，业务也挂；敏感链路用 async",[53,3498,3499,3502],{},[36,3500,3501],{},"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",[53,3504,3505,3508],{},[36,3506,3507],{},"Hobby 10K 跑不久","：小型生产几天用完，预算够直接上 Pro",[53,3510,3511,3514],{},[36,3512,3513],{},"Cache-aware prompt 设计","：prompt 含 timestamp \u002F random nonce 命中率 = 0",[53,3516,3517,3520],{},[36,3518,3519],{},"Custom scoring 浅","：复杂 eval 用 Langfuse 数据集 + LLM-as-judge",[53,3522,3523,3526],{},[36,3524,3525],{},"Air-gapped 价格","：自托管时部分模型价格表要手动维护",[53,3528,3529,3532],{},[36,3530,3531],{},"PII 路径敏感","：所有 prompt 经过 Helicone，要 review PII 处理 + retention + 自托管选项",[27,3534,429],{"id":428},[190,3536,3537,3540,3543,3546,3549,3552,3555,3558,3561],{},[53,3538,3539],{},"✅ 早期产品 + 想 5 分钟接入观测",[53,3541,3542],{},"✅ 改 baseURL 模式偏好 \u002F 不想 SDK 改造",[53,3544,3545],{},"✅ 预算紧 + 自托管接受",[53,3547,3548],{},"✅ 想用 Rust AI Gateway 做 fallback + caching",[53,3550,3551],{},"✅ SOC2 \u002F HIPAA Team+ 合规",[53,3553,3554],{},"❌ 复杂 agent 多步骤调试（用 Langfuse）",[53,3556,3557],{},"❌ 要 250+ 模型 + MCP + 强治理（用 Portkey）",[53,3559,3560],{},"❌ 长期路线图敏感（维护模式 risk）",[53,3562,3563],{},"❌ 中文运营（社区 \u002F 文档 \u002F UI 均英文）",[27,3565,452],{"id":452},[190,3567,3568,3572,3576,3581],{},[53,3569,3570],{},[458,3571,2847],{"href":2259},[53,3573,3574],{},[458,3575,2852],{"href":2262},[53,3577,3578],{},[458,3579,3580],{"href":2971},"OpenRouter 评测",[53,3582,3583],{},[458,3584,3585],{"href":2974},"One-API 评测",[27,3587,479],{"id":479},[50,3589,3590,3597,3604,3611,3618],{},[53,3591,3592,3593],{},"Inference.net — Helicone Pricing & Alternatives 2026（含 Mintlify 收购 + 维护模式细节）",[458,3594,3595],{"href":3595,"rel":3596},"https:\u002F\u002Finference.net\u002Fcontent\u002Fhelicone-pricing-alternatives",[489],[53,3598,3599,3600],{},"Helicone 官网 ",[458,3601,3602],{"href":3602,"rel":3603},"https:\u002F\u002Fwww.helicone.ai\u002F",[489],[53,3605,3606,3607],{},"QASkills — Helicone LLM Monitoring Complete Guide 2026 ",[458,3608,3609],{"href":3609,"rel":3610},"https:\u002F\u002Fqaskills.sh\u002Fblog\u002Fhelicone-llm-monitoring-complete-guide",[489],[53,3612,3613,3614],{},"AiPedia — Helicone Features Pricing & Failure Modes ",[458,3615,3616],{"href":3616,"rel":3617},"https:\u002F\u002Fwww.aipedia.wiki\u002Ftools\u002Fhelicone\u002F",[489],[53,3619,3620,3621],{},"BuildMVPFast — Langfuse vs Helicone vs Portkey ",[458,3622,3623],{"href":3623,"rel":3624},"https:\u002F\u002Fwww.buildmvpfast.com\u002Fblog\u002Fllm-observability-stack-langfuse-helicone-portkey-2026",[489],[1140,3626,3627],{},"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":505,"searchDepth":506,"depth":506,"links":3629},[3630,3631,3632,3633,3634,3635,3636,3637,3638,3639],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":3096,"depth":509,"text":3097},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"api","\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。",[3644,3647,3650,3653],{"q":3645,"a":3646},"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":3648,"a":3649},"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":3651,"a":3652},"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":3654,"a":3655},"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。",[538],{},[3659,3660,3640,2924],"saas","self-host",[3662,3665,3669,3673],{"plan":3072,"price":1179,"features":3663,"notes":3664},"10K req\u002F月 + 7 天 retention + 1 seat + 1GB storage + 基础 dashboards","Free trial \u002F hobby \u002F 验证",{"plan":1383,"price":3666,"features":3667,"notes":3668},"$79\u002F月","10K + usage + 1 月 retention + unlimited seats + alerts + HQL + prompt management","中小生产",{"plan":1325,"price":3670,"features":3671,"notes":3672},"$799\u002F月","10K + usage + 3 月 retention + SOC-2 + HIPAA + 5 orgs","中大型 + 合规",{"plan":171,"price":174,"features":3674,"notes":3675},"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",[3678],{"name":2939,"url":2940},{"power":569,"ux":568,"price":569,"cn_support":509,"stability":506},{"title":2611,"description":3642},"coding\u002Fapi\u002Fhelicone",[3683,3685,3687,3689,3691],{"name":3684,"url":3595,"accessed":575},"Inference.net — Helicone Pricing & Alternatives (Jun 2026)",{"name":3686,"url":3602,"accessed":575},"Helicone 官网",{"name":3688,"url":3609,"accessed":575},"QASkills — Helicone LLM Monitoring Guide 2026",{"name":3690,"url":3616,"accessed":575},"AiPedia — Helicone 评测 + 失败模式",{"name":3692,"url":3623,"accessed":575},"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",[3696,3697,3698,1212,3699,586,3700],"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":3705,"title":3706,"alternatives":3707,"api_compatible":22,"body":3712,"category":3640,"chinese_friendly":506,"cover":4392,"description":4393,"domestic":522,"extension":523,"faq":4394,"free":522,"github":22,"languages":4407,"meta":4408,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":2262,"pillar":542,"platforms":4409,"priceTable":4411,"pricing":4420,"published":559,"relatedPlaybooks":4421,"relatedReviews":22,"score":4423,"self_host":540,"seo":4424,"slug":4425,"sources":4426,"stem":4435,"suitable":22,"tagline":4436,"tags":4437,"updated":575,"verdict":4441,"website":4442,"__hash__":4443},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Flitellm.md","LiteLLM",[3708,3709,3710,3711],{"name":2970,"url":2971},{"name":2973,"url":2974},{"name":2258,"url":2259},{"name":2255,"url":2256},{"type":24,"value":3713,"toc":4380},[3714,3716,3723,3726,3728,3823,3825,3841,3846,3850,3854,3877,3881,3906,3910,4078,4080,4231,4233,4297,4299,4325,4327,4345,4347,4377],[27,3715,30],{"id":29},[32,3717,3718,3719,3722],{},"LiteLLM 是开源 LLM 网关里事实标准：MIT 协议，BerriAI 维护，双形态——SDK（",[280,3720,3721],{},"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。",[32,3724,3725],{},"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）。",[27,3727,2278],{"id":2278},[190,3729,3730,3736,3745,3754,3763,3772,3778,3784,3793,3799,3805,3811,3817],{},[53,3731,3732,3735],{},[36,3733,3734],{},"100+ providers","：OpenAI \u002F Anthropic \u002F Google \u002F AWS Bedrock \u002F Azure \u002F vLLM \u002F Ollama \u002F Together \u002F HuggingFace 等",[53,3737,3738,3741,3742],{},[36,3739,3740],{},"统一 OpenAI 接口","：所有模型走 ",[280,3743,3744],{},"\u002Fv1\u002Fchat\u002Fcompletions",[53,3746,3747,219,3750,3753],{},[36,3748,3749],{},"SDK 模式",[280,3751,3752],{},"from litellm import completion","，适合嵌入",[53,3755,3756,3758,3759,3762],{},[36,3757,2993],{},"：HTTP 服务 + Postgres + admin UI（",[280,3760,3761],{},"\u002Fui","）",[53,3764,3765,219,3768,3771],{},[36,3766,3767],{},"虚拟 Key",[280,3769,3770],{},"\u002Fkey\u002Fgenerate"," 给团队 \u002F 服务签发独立 Key + 预算 + 模型白名单",[53,3773,3774,3777],{},[36,3775,3776],{},"三类 fallback","：错误 \u002F 内容政策 \u002F context window",[53,3779,3780,3783],{},[36,3781,3782],{},"重试 + 超时 + cooldown","：完整 SRE 配套",[53,3785,3786,219,3789,3792],{},[36,3787,3788],{},"Cost tracking",[280,3790,3791],{},"\u002Fglobal\u002Fspend\u002Freport"," + admin UI 看每团队 \u002F Key \u002F 模型成本",[53,3794,3795,3798],{},[36,3796,3797],{},"回调","：Langfuse \u002F Prometheus \u002F Slack 一键挂载",[53,3800,3801,3804],{},[36,3802,3803],{},"Guardrails","：Presidio PII masking \u002F 自定义内容检查",[53,3806,3807,3810],{},[36,3808,3809],{},"缓存","：Redis 内置 + 语义缓存",[53,3812,3813,3816],{},[36,3814,3815],{},"Routing strategy","：cost-based \u002F latency-based \u002F round-robin",[53,3818,3819,3822],{},[36,3820,3821],{},"MIT 协议","：完全自由商用 + 修改",[27,3824,97],{"id":97},[190,3826,3827,3833,3838],{},[53,3828,3829,3832],{},[36,3830,3831],{},"OSS","：$0；自托管成本 = 1 台 Postgres + 1 台 LiteLLM container（~2GB RAM）",[53,3834,3835,3837],{},[36,3836,171],{},"：Custom；SSO \u002F SAML \u002F 审计 \u002F SLA \u002F on-prem 部署支持",[53,3839,3840],{},"模型成本走各厂商直接结算（BYOK）",[2357,3842,3843],{},[32,3844,3845],{},"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。",[27,3847,3849],{"id":3848},"实测10-人-saas-微服务架构","实测（10 人 SaaS \u002F 微服务架构）",[32,3851,3852],{},[36,3853,2370],{},[190,3855,3856,3859,3862,3865,3868,3871,3874],{},[53,3857,3858],{},"Docker Compose 40 分钟拉起完整生产栈",[53,3860,3861],{},"虚拟 Key + 预算让微服务团队成本归因清晰",[53,3863,3864],{},"三类 fallback 配齐后可用率从 99.2% → 99.8%",[53,3866,3867],{},"admin UI 看每团队每天成本省了一堆自研 dashboard",[53,3869,3870],{},"Postgres + master key 模式，密钥 + 配置一致性高",[53,3872,3873],{},"与 Langfuse 集成做 trace + cost 双视角",[53,3875,3876],{},"多语言客户端（Python \u002F Node \u002F Go \u002F Rust）走同一 endpoint 体验一致",[32,3878,3879],{},[36,3880,2395],{},[190,3882,3883,3890,3893,3896,3903],{},[53,3884,3885,3886,3889],{},"2026-03 供应链事件让团队对 ",[280,3887,3888],{},":latest"," tag 警惕，生产必须固定签名版本（如 v1.85.0）",[53,3891,3892],{},"Postgres salt key 一旦生成不能轮换，初始化前要谨慎备份",[53,3894,3895],{},"admin UI 早期版本英文为主，中文文档少",[53,3897,3898,3899,3902],{},"模型 ID 命名复杂（",[280,3900,3901],{},"provider\u002Fmodel-name","），各厂商命名规则不一",[53,3904,3905],{},"自托管 = 自付运维（Postgres backup \u002F 升级 \u002F 监控）",[27,3907,3909],{"id":3908},"上手proxy-模式","上手（Proxy 模式）",[801,3911,3913],{"className":2423,"code":3912,"language":2425,"meta":505,"style":505},"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",[280,3914,3915,3930,3950,3965,3969,3974,3979,3983,3993,3997,4002,4019,4034,4042,4046,4051,4060,4070],{"__ignoreMap":505},[809,3916,3917,3920,3923,3925,3927],{"class":811,"line":812},[809,3918,3919],{"class":2432},"mkdir",[809,3921,3922],{"class":836}," llm-gateway",[809,3924,3304],{"class":815},[809,3926,3298],{"class":821},[809,3928,3929],{"class":836}," llm-gateway\n",[809,3931,3932,3935,3938,3941,3944,3947],{"class":811,"line":509},[809,3933,3934],{"class":2432},"openssl",[809,3936,3937],{"class":836}," rand",[809,3939,3940],{"class":821}," -hex",[809,3942,3943],{"class":821}," 32",[809,3945,3946],{"class":2451}," >",[809,3948,3949],{"class":836}," .master_key\n",[809,3951,3952,3954,3956,3958,3960,3962],{"class":811,"line":506},[809,3953,3934],{"class":2432},[809,3955,3937],{"class":836},[809,3957,3940],{"class":821},[809,3959,3943],{"class":821},[809,3961,3946],{"class":2451},[809,3963,3964],{"class":836}," .salt_key\n",[809,3966,3967],{"class":811,"line":569},[809,3968,2466],{"emptyLinePlaceholder":540},[809,3970,3971],{"class":811,"line":568},[809,3972,3973],{"class":2568},"# docker-compose.yml 拉 ghcr.io\u002Fberriai\u002Flitellm:v1.85.0\n",[809,3975,3976],{"class":811,"line":867},[809,3977,3978],{"class":2568},"# config.yaml 写 model_list \u002F fallbacks \u002F litellm_settings\n",[809,3980,3981],{"class":811,"line":5},[809,3982,2466],{"emptyLinePlaceholder":540},[809,3984,3985,3987,3989,3991],{"class":811,"line":890},[809,3986,2215],{"class":2432},[809,3988,3309],{"class":836},[809,3990,3312],{"class":836},[809,3992,3315],{"class":821},[809,3994,3995],{"class":811,"line":896},[809,3996,2466],{"emptyLinePlaceholder":540},[809,3998,3999],{"class":811,"line":2554},[809,4000,4001],{"class":2568},"# 生成虚拟 Key\n",[809,4003,4004,4007,4010,4013,4016],{"class":811,"line":2560},[809,4005,4006],{"class":2432},"curl",[809,4008,4009],{"class":821}," -X",[809,4011,4012],{"class":836}," POST",[809,4014,4015],{"class":836}," http:\u002F\u002Flocalhost:4000\u002Fkey\u002Fgenerate",[809,4017,4018],{"class":821}," \\\n",[809,4020,4021,4024,4027,4030,4032],{"class":811,"line":2565},[809,4022,4023],{"class":821},"  -H",[809,4025,4026],{"class":836}," \"Authorization: Bearer ",[809,4028,4029],{"class":815},"$LITELLM_MASTER_KEY",[809,4031,3234],{"class":836},[809,4033,4018],{"class":821},[809,4035,4036,4039],{"class":811,"line":2572},[809,4037,4038],{"class":821},"  -d",[809,4040,4041],{"class":836}," '{\"models\":[\"gpt-5.4\",\"claude-sonnet-4.6\"],\"max_budget\":100}'\n",[809,4043,4044],{"class":811,"line":2578},[809,4045,2466],{"emptyLinePlaceholder":540},[809,4047,4048],{"class":811,"line":2583},[809,4049,4050],{"class":2568},"# 业务方调用\n",[809,4052,4053,4055,4058],{"class":811,"line":2589},[809,4054,4006],{"class":2432},[809,4056,4057],{"class":836}," http:\u002F\u002Flocalhost:4000\u002Fv1\u002Fchat\u002Fcompletions",[809,4059,4018],{"class":821},[809,4061,4063,4065,4068],{"class":811,"line":4062},17,[809,4064,4023],{"class":821},[809,4066,4067],{"class":836}," \"Authorization: Bearer sk-xxx\"",[809,4069,4018],{"class":821},[809,4071,4073,4075],{"class":811,"line":4072},18,[809,4074,4038],{"class":821},[809,4076,4077],{"class":836}," '{\"model\":\"gpt-5.4\",\"messages\":[...]}'\n",[27,4079,2595],{"id":2595},[83,4081,4082,4098],{},[86,4083,4084],{},[89,4085,4086,4088,4090,4093,4096],{},[92,4087,295],{},[92,4089,3706],{},[92,4091,4092],{},"OpenRouter",[92,4094,4095],{},"One-API",[92,4097,2614],{},[108,4099,4100,4114,4129,4141,4158,4171,4185,4201,4215],{},[89,4101,4102,4104,4107,4110,4112],{},[113,4103,950],{},[113,4105,4106],{},"OSS + Enterprise",[113,4108,4109],{},"SaaS",[113,4111,3831],{},[113,4113,4109],{},[89,4115,4116,4119,4122,4125,4127],{},[113,4117,4118],{},"协议",[113,4120,4121],{},"MIT",[113,4123,4124],{},"–",[113,4126,4121],{},[113,4128,4124],{},[89,4130,4131,4133,4135,4137,4139],{},[113,4132,2005],{},[113,4134,351],{},[113,4136,357],{},[113,4138,351],{},[113,4140,171],{},[89,4142,4143,4146,4149,4152,4155],{},[113,4144,4145],{},"模型数",[113,4147,4148],{},"100+",[113,4150,4151],{},"300+",[113,4153,4154],{},"30+",[113,4156,4157],{},"250+",[89,4159,4160,4163,4165,4167,4169],{},[113,4161,4162],{},"虚拟 Key + 预算",[113,4164,351],{},[113,4166,4124],{},[113,4168,351],{},[113,4170,351],{},[89,4172,4173,4176,4179,4181,4183],{},[113,4174,4175],{},"Fallback",[113,4177,4178],{},"✅ 三类",[113,4180,351],{},[113,4182,351],{},[113,4184,351],{},[89,4186,4187,4190,4193,4196,4199],{},[113,4188,4189],{},"admin UI",[113,4191,4192],{},"✅ 内置",[113,4194,4195],{},"dashboard",[113,4197,4198],{},"✅ 中文 UI",[113,4200,351],{},[89,4202,4203,4206,4208,4210,4213],{},[113,4204,4205],{},"中文支付",[113,4207,357],{},[113,4209,357],{},[113,4211,4212],{},"✅ EPay 内置",[113,4214,357],{},[89,4216,4217,4220,4223,4225,4228],{},[113,4218,4219],{},"集成观测",[113,4221,4222],{},"Langfuse\u002FProm",[113,4224,4195],{},[113,4226,4227],{},"仪表盘",[113,4229,4230],{},"原生",[27,4232,393],{"id":393},[190,4234,4235,4243,4249,4255,4261,4271,4277,4291],{},[53,4236,4237,219,4240,4242],{},[36,4238,4239],{},"必固定版本号",[280,4241,3888],{}," \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）",[53,4244,4245,4248],{},[36,4246,4247],{},"salt_key 不能轮换","：初始化前生成 + 加密备份",[53,4250,4251,4254],{},[36,4252,4253],{},"Postgres 备份","：所有虚拟 Key + 预算都在 DB，必须定期备份",[53,4256,4257,4260],{},[36,4258,4259],{},"fallback 链别堆超 3 个","：失败叠加延迟 + 计费混乱",[53,4262,4263,4266,4267,4270],{},[36,4264,4265],{},"drop_params 谨慎开","：开 ",[280,4268,4269],{},"drop_params: true"," 会静默丢不兼容字段，调试时容易 confused",[53,4272,4273,4276],{},[36,4274,4275],{},"PII guardrail 不是 0 延迟","：Presidio 调用增 50–100ms，敏感场景再用",[53,4278,4279,4282,4283,4286,4287,4290],{},[36,4280,4281],{},"monorepo + workspace 模型映射","：业务方调 ",[280,4284,4285],{},"gpt-4"," → config 映射到 ",[280,4288,4289],{},"openai\u002Fgpt-5.4-mini","，要规划稳定映射表",[53,4292,4293,4296],{},[36,4294,4295],{},"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",[27,4298,429],{"id":428},[190,4300,4301,4304,4307,4310,4313,4316,4319,4322],{},[53,4302,4303],{},"✅ 中大型团队 \u002F 微服务架构",[53,4305,4306],{},"✅ 合规 \u002F 数据主权要求",[53,4308,4309],{},"✅ 多团队预算治理",[53,4311,4312],{},"✅ 想叠加 Langfuse \u002F Helicone \u002F Prometheus 观测",[53,4314,4315],{},"✅ BYOK 模式跨多厂商",[53,4317,4318],{},"❌ 不想运维（走 OpenRouter \u002F Portkey）",[53,4320,4321],{},"❌ 国内业务支付 + 中文运营（走 one-api \u002F new-api）",[53,4323,4324],{},"❌ 纯个人项目（SDK 足够，不需要 Proxy）",[27,4326,452],{"id":452},[190,4328,4329,4333,4337,4341],{},[53,4330,4331],{},[458,4332,3580],{"href":2971},[53,4334,4335],{},[458,4336,3585],{"href":2974},[53,4338,4339],{},[458,4340,2847],{"href":2259},[53,4342,4343],{},[458,4344,2842],{"href":2256},[27,4346,479],{"id":479},[50,4348,4349,4356,4363,4370],{},[53,4350,4351,4352],{},"NerdLevelTech — LiteLLM Proxy Production Tutorial 2026（含 v1.85.0 + 供应链事件细节）",[458,4353,4354],{"href":4354,"rel":4355},"https:\u002F\u002Fnerdleveltech.com\u002Flitellm-proxy-production-llm-gateway-tutorial",[489],[53,4357,4358,4359],{},"LiteLLM 官方文档 — Fallbacks \u002F Retries \u002F Cooldowns ",[458,4360,4361],{"href":4361,"rel":4362},"https:\u002F\u002Fdocs.litellm.ai\u002Fdocs\u002Fproxy\u002Freliability",[489],[53,4364,4365,4366],{},"Youngju.dev — LiteLLM Complete Guide 2026（SDK vs Proxy \u002F cost-based routing）",[458,4367,4368],{"href":4368,"rel":4369},"https:\u002F\u002Fwww.youngju.dev\u002Fblog\u002Fculture\u002F2026-03-25-litellm-unified-llm-api-proxy-guide-2025.en",[489],[53,4371,4372,4373],{},"GitHub — BerriAI\u002Flitellm README ",[458,4374,4375],{"href":4375,"rel":4376},"https:\u002F\u002Fgithub.com\u002FBerriAI\u002Flitellm",[489],[1140,4378,4379],{},"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":505,"searchDepth":506,"depth":506,"links":4381},[4382,4383,4384,4385,4386,4387,4388,4389,4390,4391],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":3848,"depth":509,"text":3849},{"id":3908,"depth":509,"text":3909},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[4395,4398,4401,4404],{"q":4396,"a":4397},"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":4399,"a":4400},"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":4402,"a":4403},"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":4405,"a":4406},"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。",[538],{},[2924,3697,2215,4410],"kubernetes",[4412,4417],{"plan":4413,"price":4414,"features":4415,"notes":4416},"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":171,"price":174,"features":4418,"notes":4419},"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",[4422],{"name":2939,"url":2940},{"power":568,"ux":569,"price":568,"cn_support":506,"stability":569},{"title":3706,"description":4393},"coding\u002Fapi\u002Flitellm",[4427,4429,4431,4433],{"name":4428,"url":4354,"accessed":575},"NerdLevelTech — LiteLLM Proxy 生产教程 2026",{"name":4430,"url":4361,"accessed":575},"LiteLLM 官方文档 — Fallbacks",{"name":4432,"url":4368,"accessed":575},"Youngju.dev — LiteLLM Complete Guide 2026",{"name":4434,"url":4375,"accessed":575},"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",[4438,3697,2924,1212,2244,4439,4440,1213],"llm-gateway","fallback","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":4445,"title":4095,"alternatives":4446,"api_compatible":22,"body":4451,"category":3640,"chinese_friendly":568,"cover":5063,"description":5064,"domestic":522,"extension":523,"faq":5065,"free":522,"github":22,"languages":5077,"meta":5078,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":2974,"pillar":542,"platforms":5079,"priceTable":5082,"pricing":4542,"published":559,"relatedPlaybooks":5091,"relatedReviews":22,"score":5095,"self_host":540,"seo":5096,"slug":5097,"sources":5098,"stem":5107,"suitable":22,"tagline":5108,"tags":5109,"updated":575,"verdict":5113,"website":5039,"__hash__":5114},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fone-api.md",[4447,4448,4449,4450],{"name":2261,"url":2262},{"name":2970,"url":2971},{"name":2258,"url":2259},{"name":2255,"url":2256},{"type":24,"value":4452,"toc":5051},[4453,4455,4461,4464,4466,4534,4536,4550,4555,4559,4563,4588,4592,4618,4622,4743,4745,4909,4911,4966,4968,4996,4998,5016,5018,5048],[27,4454,30],{"id":29},[32,4456,4457,4458,4460],{},"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，",[280,4459,1814],{}," 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。",[32,4462,4463],{},"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）。",[27,4465,2278],{"id":2278},[190,4467,4468,4474,4480,4486,4492,4498,4504,4510,4516,4522,4528],{},[53,4469,4470,4473],{},[36,4471,4472],{},"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",[53,4475,4476,4479],{},[36,4477,4478],{},"Key 管理","：生成 \u002F 分发 \u002F 过期 \u002F 额度控制",[53,4481,4482,4485],{},[36,4483,4484],{},"渠道分组","：批量创建 \u002F 分组 \u002F 模型映射",[53,4487,4488,4491],{},[36,4489,4490],{},"负载均衡","：多 Key 轮询 + 失败自动重试",[53,4493,4494,4497],{},[36,4495,4496],{},"额度系统","：用户额度 \u002F 兑换码 \u002F 邀请返佣",[53,4499,4500,4503],{},[36,4501,4502],{},"日志监控","：请求日志 \u002F 额度明细 \u002F 报警",[53,4505,4506,4509],{},[36,4507,4508],{},"权限控制","：IP 白名单 \u002F Token 分组 \u002F 模型限制",[53,4511,4512,4515],{},[36,4513,4514],{},"多输出格式","：OpenAI \u002F Claude \u002F Gemini 原生（new-api）",[53,4517,4518,4521],{},[36,4519,4520],{},"多登录方式","：邮箱 \u002F GitHub \u002F 飞书；new-api 加 Discord \u002F Telegram \u002F LinuxDO \u002F OIDC",[53,4523,4524,4527],{},[36,4525,4526],{},"Docker 一键部署","：SQLite（小规模）\u002F MySQL（生产）",[53,4529,4530,4533],{},[36,4531,4532],{},"多语言 UI","：中文 \u002F 英文 \u002F 日文",[27,4535,97],{"id":97},[190,4537,4538,4544,4547],{},[53,4539,4540,4543],{},[36,4541,4542],{},"MIT 开源免费","，自托管成本 = 1 台 VPS（最小 1 核 1G 跑 SQLite 版）",[53,4545,4546],{},"上游模型成本走各厂商直接结算",[53,4548,4549],{},"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）",[2357,4551,4552],{},[32,4553,4554],{},"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。",[27,4556,4558],{"id":4557},"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）",[32,4560,4561],{},[36,4562,2370],{},[190,4564,4565,4570,4573,4576,4579,4582,4585],{},[53,4566,4567,4569],{},[280,4568,1814],{}," 一行 5 分钟拉起 + 中文 UI 上手 0 摩擦",[53,4571,4572],{},"多 Key 轮询解决 OpenAI \u002F Anthropic 单 Key 限流",[53,4574,4575],{},"国内模型全 + 统一 OpenAI 接口，业务代码 0 修改切换",[53,4577,4578],{},"额度系统给每人发 token，成本归因清晰",[53,4580,4581],{},"new-api 仪表盘 + 缓存计费让 prompt caching 优化看得见",[53,4583,4584],{},"new-api 内置 EPay 支付对 B2B 中转站很方便",[53,4586,4587],{},"二次开发简单：Go 单仓 + 前端 React，加渠道 \u002F 改 logo 都不难",[32,4589,4590],{},[36,4591,2395],{},[190,4593,4594,4597,4600,4603,4606,4609,4612,4615],{},[53,4595,4596],{},"默认账号 root \u002F 123456 不改是大坑，公网暴露 = 资产被滥用",[53,4598,4599],{},"SQLite 版只适合个人 \u002F \u003C10 用户，团队 \u002F 生产必须 MySQL",[53,4601,4602],{},"文档以中文 README 为主，国际化弱",[53,4604,4605],{},"原版 one-api 缺多租户 + 缓存计费 + 仪表盘，生产几乎都得切 new-api",[53,4607,4608],{},"上游模型轮询时单点失败重试策略不如 LiteLLM 三类 fallback 细",[53,4610,4611],{},"高并发场景需要 Redis 配合做限流",[53,4613,4614],{},"部分上游厂商接口变更后需手动跟进升级",[53,4616,4617],{},"合规：未备案对外服务面临监管风险，企业内部用没问题",[27,4619,4621],{"id":4620},"上手new-api-推荐","上手（new-api 推荐）",[801,4623,4625],{"className":2423,"code":4624,"language":2425,"meta":505,"style":505},"# 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",[280,4626,4627,4632,4662,4672,4681,4694,4699,4703,4708,4713,4718,4723,4728,4733,4738],{"__ignoreMap":505},[809,4628,4629],{"class":811,"line":812},[809,4630,4631],{"class":2568},"# MySQL 生产版\n",[809,4633,4634,4636,4639,4642,4645,4648,4651,4654,4657,4660],{"class":811,"line":509},[809,4635,2215],{"class":2432},[809,4637,4638],{"class":836}," run",[809,4640,4641],{"class":821}," --name",[809,4643,4644],{"class":836}," new-api",[809,4646,4647],{"class":821}," -d",[809,4649,4650],{"class":821}," --restart",[809,4652,4653],{"class":836}," always",[809,4655,4656],{"class":821}," -p",[809,4658,4659],{"class":836}," 3000:3000",[809,4661,4018],{"class":821},[809,4663,4664,4667,4670],{"class":811,"line":506},[809,4665,4666],{"class":821},"  -e",[809,4668,4669],{"class":836}," SQL_DSN=\"root:pass@tcp(host:3306)\u002Fnewapi\"",[809,4671,4018],{"class":821},[809,4673,4674,4676,4679],{"class":811,"line":569},[809,4675,4666],{"class":821},[809,4677,4678],{"class":836}," TZ=Asia\u002FShanghai",[809,4680,4018],{"class":821},[809,4682,4683,4686,4689,4692],{"class":811,"line":568},[809,4684,4685],{"class":821},"  -v",[809,4687,4688],{"class":815}," $PWD",[809,4690,4691],{"class":836},"\u002Fdata:\u002Fdata",[809,4693,4018],{"class":821},[809,4695,4696],{"class":811,"line":867},[809,4697,4698],{"class":836},"  calciumion\u002Fnew-api:latest\n",[809,4700,4701],{"class":811,"line":5},[809,4702,2466],{"emptyLinePlaceholder":540},[809,4704,4705],{"class":811,"line":890},[809,4706,4707],{"class":2568},"# 访问 http:\u002F\u002Flocalhost:3000\n",[809,4709,4710],{"class":811,"line":896},[809,4711,4712],{"class":2568},"# 1. 改 root 密码 + 关注册 + 加 IP 白名单\n",[809,4714,4715],{"class":811,"line":2554},[809,4716,4717],{"class":2568},"# 2. 渠道管理 → 添加上游（OpenAI \u002F Anthropic \u002F DeepSeek Key）\n",[809,4719,4720],{"class":811,"line":2560},[809,4721,4722],{"class":2568},"# 3. 设模型映射 + 倍率\n",[809,4724,4725],{"class":811,"line":2565},[809,4726,4727],{"class":2568},"# 4. 用户管理 → 生成 token 给业务方\n",[809,4729,4730],{"class":811,"line":2572},[809,4731,4732],{"class":2568},"# 5. 业务方调用：\n",[809,4734,4735],{"class":811,"line":2578},[809,4736,4737],{"class":2568},"#    baseURL = https:\u002F\u002Fyour-domain\u002Fv1\n",[809,4739,4740],{"class":811,"line":2583},[809,4741,4742],{"class":2568},"#    api_key = sk-xxx-from-newapi\n",[27,4744,2595],{"id":2595},[83,4746,4747,4762],{},[86,4748,4749],{},[89,4750,4751,4753,4755,4758,4760],{},[92,4752,295],{},[92,4754,4095],{},[92,4756,4757],{},"new-api",[92,4759,3706],{},[92,4761,4092],{},[108,4763,4764,4779,4793,4806,4821,4835,4849,4864,4878,4894],{},[89,4765,4766,4769,4772,4774,4777],{},[113,4767,4768],{},"语言",[113,4770,4771],{},"Go",[113,4773,4771],{},[113,4775,4776],{},"Python",[113,4778,4124],{},[89,4780,4781,4784,4786,4788,4791],{},[113,4782,4783],{},"多租户",[113,4785,357],{},[113,4787,351],{},[113,4789,4790],{},"✅ (Enterprise)",[113,4792,357],{},[89,4794,4795,4798,4800,4802,4804],{},[113,4796,4797],{},"缓存独立计费",[113,4799,357],{},[113,4801,351],{},[113,4803,4124],{},[113,4805,4124],{},[89,4807,4808,4811,4813,4816,4818],{},[113,4809,4810],{},"内置支付",[113,4812,357],{},[113,4814,4815],{},"EPay \u002F Stripe",[113,4817,357],{},[113,4819,4820],{},"❌（卡 + USDC）",[89,4822,4823,4826,4829,4831,4833],{},[113,4824,4825],{},"中文支付二开",[113,4827,4828],{},"✅ 易",[113,4830,4828],{},[113,4832,4124],{},[113,4834,4124],{},[89,4836,4837,4840,4842,4844,4847],{},[113,4838,4839],{},"中文 UI",[113,4841,351],{},[113,4843,351],{},[113,4845,4846],{},"英文",[113,4848,4846],{},[89,4850,4851,4854,4857,4859,4861],{},[113,4852,4853],{},"国内模型覆盖",[113,4855,4856],{},"✅ 全",[113,4858,4856],{},[113,4860,354],{},[113,4862,4863],{},"中等",[89,4865,4866,4869,4871,4873,4875],{},[113,4867,4868],{},"Claude 原生格式",[113,4870,357],{},[113,4872,351],{},[113,4874,351],{},[113,4876,4877],{},"OpenAI 兼容",[89,4879,4880,4883,4886,4889,4892],{},[113,4881,4882],{},"GitHub Star",[113,4884,4885],{},"18K+",[113,4887,4888],{},"增长快",[113,4890,4891],{},"高",[113,4893,4124],{},[89,4895,4896,4899,4902,4904,4907],{},[113,4897,4898],{},"部署难度",[113,4900,4901],{},"⭐",[113,4903,4901],{},[113,4905,4906],{},"⭐⭐",[113,4908,4124],{},[27,4910,393],{"id":393},[190,4912,4913,4918,4924,4930,4936,4942,4948,4954,4960],{},[53,4914,4915],{},[36,4916,4917],{},"第一件事改 root 密码 + 关公开注册 + 加 IP 白名单",[53,4919,4920,4923],{},[36,4921,4922],{},"生产用 MySQL 不要 SQLite","：SQLite 并发上千就吃力",[53,4925,4926,4929],{},[36,4927,4928],{},"加 Cloudflare CDN + WAF","：上游厂商风控会按出口 IP，扛不住会被拉黑",[53,4931,4932,4935],{},[36,4933,4934],{},"渠道倍率别贪 0.1","：太低用户烧得快 + 上游被你做穿",[53,4937,4938,4941],{},[36,4939,4940],{},"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",[53,4943,4944,4947],{},[36,4945,4946],{},"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",[53,4949,4950,4953],{},[36,4951,4952],{},"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",[53,4955,4956,4959],{},[36,4957,4958],{},"缓存计费 (new-api)","：开 prompt caching 后单价不同，账单要看明细",[53,4961,4962,4965],{},[36,4963,4964],{},"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",[27,4967,429],{"id":428},[190,4969,4970,4973,4976,4979,4982,4985,4988,4990,4993],{},[53,4971,4972],{},"✅ 国内个人 \u002F 小团队自建 LLM 网关",[53,4974,4975],{},"✅ 企业内部统一多厂商 API 入口",[53,4977,4978],{},"✅ 学习 LLM 网关架构 \u002F 二次开发",[53,4980,4981],{},"✅ 国内模型 + 海外模型混用",[53,4983,4984],{},"✅ 中文运营 + 国内支付",[53,4986,4987],{},"❌ 微服务 \u002F 多语言客户端（走 LiteLLM）",[53,4989,4318],{},[53,4991,4992],{},"❌ 向中国境内公众提供未备案服务（违法）",[53,4994,4995],{},"❌ 国际化产品 \u002F 多语言文档需求",[27,4997,452],{"id":452},[190,4999,5000,5004,5008,5012],{},[53,5001,5002],{},[458,5003,2852],{"href":2262},[53,5005,5006],{},[458,5007,3580],{"href":2971},[53,5009,5010],{},[458,5011,2847],{"href":2259},[53,5013,5014],{},[458,5015,2842],{"href":2256},[27,5017,479],{"id":479},[50,5019,5020,5027,5034,5041],{},[53,5021,5022,5023],{},"CSDN — One-API vs New-API 2026 选型与部署踩坑 ",[458,5024,5025],{"href":5025,"rel":5026},"https:\u002F\u002Fblog.csdn.net\u002Fofoxcoding\u002Farticle\u002Fdetails\u002F158886435",[489],[53,5028,5029,5030],{},"DeepSeek 社区 — 2026 LLM API 中转站技术全景（含 new-api 增强能力对比表）",[458,5031,5032],{"href":5032,"rel":5033},"https:\u002F\u002Fdevpress.csdn.net\u002Fv1\u002Farticle\u002Fdetail\u002F161060038",[489],[53,5035,5036,5037],{},"GitHub — songquanpeng\u002Fone-api ",[458,5038,5039],{"href":5039,"rel":5040},"https:\u002F\u002Fgithub.com\u002Fsongquanpeng\u002Fone-api",[489],[53,5042,5043,5044],{},"GitHub — QuantumNous\u002Fnew-api ",[458,5045,5046],{"href":5046,"rel":5047},"https:\u002F\u002Fgithub.com\u002FQuantumNous\u002Fnew-api",[489],[1140,5049,5050],{},"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":505,"searchDepth":506,"depth":506,"links":5052},[5053,5054,5055,5056,5057,5058,5059,5060,5061,5062],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":4557,"depth":509,"text":4558},{"id":4620,"depth":509,"text":4621},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[5066,5069,5071,5074],{"q":5067,"a":5068},"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":1165,"a":5070},"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":5072,"a":5073},"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":5075,"a":5076},"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。",[1172,538],{},[2215,5080,5081],"linux","windows",[5083,5087],{"plan":5084,"price":4414,"features":5085,"notes":5086},"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":5088,"price":1179,"features":5089,"notes":5090},"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",[5092],{"name":5093,"url":5094},"Claude Code 上手","\u002Fplaybook\u002Fonboarding\u002Fclaude-code-getting-started",{"power":569,"ux":569,"price":568,"cn_support":568,"stability":569},{"title":4095,"description":5064},"coding\u002Fapi\u002Fone-api",[5099,5101,5103,5105],{"name":5100,"url":5025,"accessed":575},"CSDN — One-API vs New-API 2026 选型与踩坑",{"name":5102,"url":5032,"accessed":575},"DeepSeek 社区 — 2026 LLM API 中转站技术全景",{"name":5104,"url":5039,"accessed":575},"GitHub — songquanpeng\u002Fone-api",{"name":5106,"url":5046,"accessed":575},"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",[4438,1212,2244,5110,5111,5112,3660],"chinese","go","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":5116,"title":4092,"alternatives":5117,"api_compatible":22,"body":5122,"category":3640,"chinese_friendly":509,"cover":5577,"description":5578,"domestic":522,"extension":523,"faq":5579,"free":522,"github":22,"languages":5591,"meta":5592,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":2971,"pillar":542,"platforms":5593,"priceTable":5594,"pricing":5609,"published":559,"relatedPlaybooks":5610,"relatedReviews":22,"score":5613,"self_host":522,"seo":5614,"slug":5615,"sources":5616,"stem":5625,"suitable":22,"tagline":5626,"tags":5627,"updated":575,"verdict":5631,"website":5632,"__hash__":5633},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fopenrouter.md",[5118,5119,5120,5121],{"name":2261,"url":2262},{"name":2973,"url":2974},{"name":2258,"url":2259},{"name":2255,"url":2256},{"type":24,"value":5123,"toc":5565},[5124,5126,5129,5132,5134,5207,5209,5237,5242,5246,5250,5267,5272,5296,5298,5330,5332,5442,5444,5482,5484,5513,5515,5533,5535],[27,5125,30],{"id":29},[32,5127,5128],{},"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。",[32,5130,5131],{},"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）。",[27,5133,2278],{"id":2278},[190,5135,5136,5142,5151,5162,5172,5178,5183,5189,5195,5201],{},[53,5137,5138,5141],{},[36,5139,5140],{},"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",[53,5143,5144,219,5147,5150],{},[36,5145,5146],{},"OpenAI 兼容 endpoint",[280,5148,5149],{},"https:\u002F\u002Fopenrouter.ai\u002Fapi\u002Fv1","，SDK 改 baseURL 即用",[53,5152,5153,219,5156,5158,5159,3762],{},[36,5154,5155],{},"模型 ID 格式",[280,5157,3901],{},"（如 ",[280,5160,5161],{},"anthropic\u002Fclaude-sonnet-4.6",[53,5163,5164,5167,5168,5171],{},[36,5165,5166],{},"自动 fallback","：请求里列 ",[280,5169,5170],{},"models: [...]","，前者失败自动切后者",[53,5173,5174,5177],{},[36,5175,5176],{},"Playground","：5 模型并排测同 prompt + 成本 + 延迟 + 输出",[53,5179,5180,5182],{},[36,5181,981],{},"：自带 OpenAI \u002F Anthropic Key，OpenRouter 只做网关；前 100 万 req\u002F月免费，超 5% fee",[53,5184,5185,5188],{},[36,5186,5187],{},"Passthrough 定价","：模型按厂商官方价",[53,5190,5191,5194],{},[36,5192,5193],{},"免费模型","：Llama 4 Scout \u002F DeepSeek V4 Flash \u002F Qwen3 Coder \u002F Gemma 3 等，每日 5\u002F200 次",[53,5196,5197,5200],{},[36,5198,5199],{},"Provider ranking \u002F SLA","：dashboard 看每家 provider 延迟 + 错误率",[53,5202,5203,5206],{},[36,5204,5205],{},"Rankings 页","：模型按 token 消耗排名（市场热度参考）",[27,5208,97],{"id":97},[190,5210,5211,5216,5222,5227,5232],{},[53,5212,5213,5215],{},[36,5214,1373],{},"：$1 credit + 免费模型 5\u002F日 + 标准限流",[53,5217,5218,5221],{},[36,5219,5220],{},"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",[53,5223,5224,5226],{},[36,5225,1325],{},"：$99\u002F月 + Priority routing + 99.9% SLA",[53,5228,5229,5231],{},[36,5230,171],{},"：Custom 专属基础设施",[53,5233,5234,5236],{},[36,5235,981],{},"：前 100 万 req\u002F月免费，超出 5%",[2357,5238,5239],{},[32,5240,5241],{},"实际总成本 ≈ 模型价 × (1 + 5.5%) + BYOK 5% × 月 >1M 部分。预算按 5–7% overhead 算。",[27,5243,5245],{"id":5244},"实测小型-saas-后端-海外节点","实测（小型 SaaS 后端 \u002F 海外节点）",[32,5247,5248],{},[36,5249,2370],{},[190,5251,5252,5255,5258,5261,5264],{},[53,5253,5254],{},"5 分钟接入，OpenAI SDK 改两行配置",[53,5256,5257],{},"Playground 横评新模型省一大堆 boilerplate",[53,5259,5260],{},"自动 fallback 救命：Anthropic 4 小时宕机时应用零中断",[53,5262,5263],{},"模型 ID 提示器 + Rankings 看市场热度方便选型",[53,5265,5266],{},"海外节点延迟 300–600ms，CDN 体感好",[32,5268,5269],{},[36,5270,5271],{},"踩坑（国内）：",[190,5273,5274,5277,5280,5283,5290,5293],{},[53,5275,5276],{},"国内直连 1500–3000ms + 高峰超时率明显，Cursor \u002F Claude Code 高频调用体感糟",[53,5278,5279],{},"不支持支付宝 \u002F 微信 \u002F 银联，只 Visa\u002FMastercard \u002F USDC",[53,5281,5282],{},"信用卡费 5.5% 最低 $0.80，\u003C$15 充值实际打到 10%+",[53,5284,5285,5286,5289],{},"模型 ID 点号分隔（",[280,5287,5288],{},"claude-sonnet-4.6","）易跟连字符混",[53,5291,5292],{},"Claude Code 默认走 Anthropic 原生协议，OpenRouter 适配偶有不一致",[53,5294,5295],{},"「免费模型」rate limit 后可能静默切付费",[27,5297,258],{"id":258},[50,5299,5300,5303,5306,5309,5315,5321,5327],{},[53,5301,5302],{},"openrouter.ai → Google \u002F GitHub OAuth 注册",[53,5304,5305],{},"Keys → 创建 API Key（sk-or-xxx）",[53,5307,5308],{},"充值 $10+（Visa \u002F Mastercard \u002F USDC）→ 解锁更高免费配额",[53,5310,5311,5312],{},"代码：",[280,5313,5314],{},"OpenAI(baseURL='https:\u002F\u002Fopenrouter.ai\u002Fapi\u002Fv1', api_key=KEY)",[53,5316,5317,5318,5320],{},"模型用 ",[280,5319,3901],{}," 格式",[53,5322,5323,5324],{},"加 fallback：",[280,5325,5326],{},"extra_body={\"models\": [\"anthropic\u002Fclaude-sonnet-4.6\", \"openai\u002Fgpt-5.4\"]}",[53,5328,5329],{},"Playground 横评再批量切",[27,5331,2595],{"id":2595},[83,5333,5334,5348],{},[86,5335,5336],{},[89,5337,5338,5340,5342,5344,5346],{},[92,5339,295],{},[92,5341,4092],{},[92,5343,3706],{},[92,5345,4095],{},[92,5347,2614],{},[108,5349,5350,5363,5375,5387,5399,5411,5427],{},[89,5351,5352,5354,5356,5359,5361],{},[113,5353,950],{},[113,5355,4109],{},[113,5357,5358],{},"OSS + SaaS",[113,5360,3831],{},[113,5362,4109],{},[89,5364,5365,5367,5369,5371,5373],{},[113,5366,4145],{},[113,5368,4151],{},[113,5370,4148],{},[113,5372,4154],{},[113,5374,4157],{},[89,5376,5377,5379,5381,5383,5385],{},[113,5378,2005],{},[113,5380,357],{},[113,5382,351],{},[113,5384,351],{},[113,5386,171],{},[89,5388,5389,5391,5393,5395,5397],{},[113,5390,4205],{},[113,5392,357],{},[113,5394,4124],{},[113,5396,351],{},[113,5398,4124],{},[89,5400,5401,5403,5405,5407,5409],{},[113,5402,4175],{},[113,5404,351],{},[113,5406,351],{},[113,5408,351],{},[113,5410,351],{},[89,5412,5413,5416,5419,5422,5424],{},[113,5414,5415],{},"国内延迟",[113,5417,5418],{},"1500–3000ms",[113,5420,5421],{},"自托管自定",[113,5423,5421],{},[113,5425,5426],{},"海外为主",[89,5428,5429,5431,5434,5437,5439],{},[113,5430,682],{},[113,5432,5433],{},"模型 + 5.5%\u002FBYOK 5%",[113,5435,5436],{},"自付服务器",[113,5438,5436],{},[113,5440,5441],{},"按 logs 计费",[27,5443,393],{"id":393},[190,5445,5446,5452,5458,5464,5470,5476],{},[53,5447,5448,5451],{},[36,5449,5450],{},"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",[53,5453,5454,5457],{},[36,5455,5456],{},"预算多算 5–7%","：5.5% 信用卡 + BYOK 5% + 偶发汇率",[53,5459,5460,5463],{},[36,5461,5462],{},"免费模型生产慎用","：rate limit 后可能静默 fallback 付费，账单失控",[53,5465,5466,5469],{},[36,5467,5468],{},"模型 ID 格式坑","：点号 vs 连字符要测；新模型 ID 改名要监控",[53,5471,5472,5475],{},[36,5473,5474],{},"fallback 别堆太多","：5+ fallback 一次失败延迟叠加可能 10s+，前 2 个即可",[53,5477,5478,5481],{},[36,5479,5480],{},"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",[27,5483,429],{"id":428},[190,5485,5486,5489,5492,5495,5498,5501,5504,5507,5510],{},[53,5487,5488],{},"✅ 海外开发者 \u002F 跨境业务",[53,5490,5491],{},"✅ 多模型选型 \u002F 横评",[53,5493,5494],{},"✅ 生产 fallback 高可用",[53,5496,5497],{},"✅ 零迁移成本（OpenAI SDK 改 baseURL）",[53,5499,5500],{},"✅ BYOK 模式给团队统一 Key 管理",[53,5502,5503],{},"❌ 国内 AI 编程工具（Cursor \u002F Claude Code）高频调用",[53,5505,5506],{},"❌ 要支付宝 \u002F 微信 \u002F 银联",[53,5508,5509],{},"❌ Self-host \u002F 完全控制数据",[53,5511,5512],{},"❌ 极致低延迟实时应用",[27,5514,452],{"id":452},[190,5516,5517,5521,5525,5529],{},[53,5518,5519],{},[458,5520,2852],{"href":2262},[53,5522,5523],{},[458,5524,3585],{"href":2974},[53,5526,5527],{},[458,5528,2847],{"href":2259},[53,5530,5531],{},[458,5532,2842],{"href":2256},[27,5534,479],{"id":479},[50,5536,5537,5544,5551,5558],{},[53,5538,5539,5540],{},"OfoxAI — OpenRouter 完全指南 2026（国内延迟实测 + 替代方案）",[458,5541,5542],{"href":5542,"rel":5543},"https:\u002F\u002Fofox.ai\u002Fzh\u002Fblog\u002Fopenrouter-complete-guide-china-developers-2026",[489],[53,5545,5546,5547],{},"OfoxAI — OpenRouter Pricing 2026 Hidden Markup Breakdown ",[458,5548,5549],{"href":5549,"rel":5550},"https:\u002F\u002Fofox.ai\u002Fblog\u002Fopenrouter-pricing-hidden-markup-breakdown-2026\u002F",[489],[53,5552,5553,5554],{},"DigitalApplied — OpenRouter June 2026 New Models & Pricing Roundup ",[458,5555,5556],{"href":5556,"rel":5557},"https:\u002F\u002Fwww.digitalapplied.com\u002Fblog\u002Fopenrouter-new-models-june-2026-roundup-pricing-rankings",[489],[53,5559,5560,5561],{},"AIToolBox — OpenRouter Review 2026 ",[458,5562,5563],{"href":5563,"rel":5564},"https:\u002F\u002Fwww.aitoolbox.hk\u002Ftools\u002Fopen-router\u002F",[489],{"title":505,"searchDepth":506,"depth":506,"links":5566},[5567,5568,5569,5570,5571,5572,5573,5574,5575,5576],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":5244,"depth":509,"text":5245},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[5580,5582,5585,5588],{"q":2918,"a":5581},"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":5583,"a":5584},"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":5586,"a":5587},"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":5589,"a":5590},"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。",[538,1172],{},[3640,2924],[5595,5598,5602,5606],{"plan":1373,"price":1179,"features":5596,"notes":5597},"$1 credit + 免费模型 5\u002F日 + 标准限流","不需要信用卡",{"plan":5220,"price":5599,"features":5600,"notes":5601},"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":1325,"price":5603,"features":5604,"notes":5605},"$99\u002F月","Priority routing + 99.9% SLA + 更高限流","面向生产应用",{"plan":171,"price":174,"features":5607,"notes":5608},"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",[5611,5612],{"name":2939,"url":2940},{"name":5093,"url":5094},{"power":568,"ux":569,"price":569,"cn_support":509,"stability":569},{"title":4092,"description":5578},"coding\u002Fapi\u002Fopenrouter",[5617,5619,5621,5623],{"name":5618,"url":5542,"accessed":575},"OfoxAI — OpenRouter 完全指南 2026",{"name":5620,"url":5549,"accessed":575},"OfoxAI — OpenRouter Pricing Hidden Markup",{"name":5622,"url":5556,"accessed":575},"DigitalApplied — OpenRouter June 2026 Roundup",{"name":5624,"url":5563,"accessed":575},"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",[5628,5629,5112,4439,5630,1213],"api-gateway","aggregator","multi-model","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":5635,"title":2614,"alternatives":5636,"api_compatible":22,"body":5641,"category":3640,"chinese_friendly":509,"cover":6366,"description":6367,"domestic":522,"extension":523,"faq":6368,"free":522,"github":22,"languages":6381,"meta":6382,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":2259,"pillar":542,"platforms":6383,"priceTable":6384,"pricing":6399,"published":559,"relatedPlaybooks":6400,"relatedReviews":22,"score":6402,"self_host":540,"seo":6403,"slug":6404,"sources":6405,"stem":6413,"suitable":22,"tagline":6414,"tags":6415,"updated":575,"verdict":6417,"website":6418,"__hash__":6419},"tools\u002Ftools\u002Fcoding\u002Fapi\u002Fportkey.md",[5637,5638,5639,5640],{"name":2255,"url":2256},{"name":2261,"url":2262},{"name":2970,"url":2971},{"name":2973,"url":2974},{"type":24,"value":5642,"toc":6354},[5643,5645,5648,5651,5653,5745,5747,5776,5781,5785,5789,5809,5813,5835,5837,6036,6038,6217,6219,6269,6271,6300,6302,6320,6322,6351],[27,5644,30],{"id":29},[32,5646,5647],{},"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。",[32,5649,5650],{},"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）。",[27,5652,2278],{"id":2278},[190,5654,5655,5661,5667,5673,5678,5684,5690,5696,5702,5707,5713,5718,5723,5727,5733,5739],{},[53,5656,5657,5660],{},[36,5658,5659],{},"250+ 模型 unified API","：OpenAI \u002F Anthropic \u002F Google \u002F AWS Bedrock \u002F Azure \u002F Cohere \u002F 等",[53,5662,5663,5666],{},[36,5664,5665],{},"Fallback \u002F Load Balancing \u002F Conditional Routing","：跨 provider 高可用",[53,5668,5669,5672],{},[36,5670,5671],{},"Semantic + simple caching","：减延迟 + 降成本",[53,5674,5675,3783],{},[36,5676,5677],{},"Retries \u002F circuit breakers",[53,5679,5680,5683],{},[36,5681,5682],{},"Full-stack Observability","：40+ 维度 logs \u002F traces \u002F metrics",[53,5685,5686,5689],{},[36,5687,5688],{},"OpenTelemetry 兼容","：导出到现有 APM",[53,5691,5692,5695],{},[36,5693,5694],{},"Tracing","：跨 LLM call + tool use 统一时序视图",[53,5697,5698,5701],{},[36,5699,5700],{},"Auto-instrumentation","：自动埋点多个 LLM \u002F agent 框架",[53,5703,5704],{},[36,5705,5706],{},"Prompt management + templates",[53,5708,5709,5712],{},[36,5710,5711],{},"MCP Gateway（GA）","：AI agent 工具调用统一访问 + 审计",[53,5714,5715],{},[36,5716,5717],{},"RBAC + SSO\u002FSAML + Audit",[53,5719,5720],{},[36,5721,5722],{},"Hierarchical budgets + rate limits",[53,5724,5725],{},[36,5726,3803],{},[53,5728,5729,5732],{},[36,5730,5731],{},"Compliance","：SOC2 Type 2 \u002F HIPAA \u002F GDPR \u002F ISO 27001（Enterprise）",[53,5734,5735,5738],{},[36,5736,5737],{},"部署","：SaaS \u002F 私有云 \u002F VPC \u002F on-prem（Enterprise）",[53,5740,5741,5744],{},[36,5742,5743],{},"Open Source Gateway","：MIT 协议，可自托管纯路由层",[27,5746,97],{"id":97},[190,5748,5749,5755,5761,5766,5771],{},[53,5750,5751,5754],{},[36,5752,5753],{},"Developer Free","：10K logs\u002F月 + 3 天 retention + 基础功能",[53,5756,5757,5760],{},[36,5758,5759],{},"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",[53,5762,5763,5765],{},[36,5764,1325],{},"：联系销售（更高 log 配额 + 团队治理 + 更长 retention）",[53,5767,5768,5770],{},[36,5769,171],{},"：Custom（业界估 $5K–$10K+\u002F月）+ 10M+ logs + 自定义 retention + 全套合规 + SSO + 私有云",[53,5772,5773,5775],{},[36,5774,5743],{},"：$0 自托管 MIT",[2357,5777,5778],{},[32,5779,5780],{},"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。",[27,5782,5784],{"id":5783},"实测中型-saas-series-b-团队","实测（中型 SaaS \u002F Series B 团队）",[32,5786,5787],{},[36,5788,2370],{},[190,5790,5791,5794,5797,5800,5803,5806],{},[53,5792,5793],{},"2 分钟改 baseURL 接入，立即看到所有 LLM 调用",[53,5795,5796],{},"40+ 维度 dashboard 让 FinOps 团队第一次能拍预算",[53,5798,5799],{},"conditional routing 让『便宜模型先试 + 失败 fallback 贵模型』容易实现",[53,5801,5802],{},"MCP Gateway 给团队的 agent 工具调用上了治理",[53,5804,5805],{},"SOC 2 Type 2 + HIPAA 让合规过审快",[53,5807,5808],{},"Auto-instrumentation 帮 LangChain \u002F LlamaIndex 应用零代码改造",[32,5810,5811],{},[36,5812,2395],{},[190,5814,5815,5818,5821,5824,5827,5829,5832],{},[53,5816,5817],{},"按 recorded logs 计费让用量突增时账单失控",[53,5819,5820],{},"Tracing 深度不如 Langfuse 的 nested span（复杂 agent 调试不够）",[53,5822,5823],{},"模型价格表对部分模型不全 \u002F air-gapped 部署需手动维护",[53,5825,5826],{},"文档对高级配置存在 gap，社区反馈一致",[53,5828,3151],{},[53,5830,5831],{},"log retention 30 天上限不动 Enterprise 解决",[53,5833,5834],{},"PANW 收购后路线图 \u002F 定价变动是评估风险",[27,5836,258],{"id":258},[801,5838,5840],{"className":2442,"code":5839,"language":2444,"meta":505,"style":505},"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",[280,5841,5842,5854,5858,5867,5878,5890,5899,5918,5926,5941,5954,5959,5975,5979,5983,5987,5997,6009,6025,6030],{"__ignoreMap":505},[809,5843,5844,5846,5849,5851],{"class":811,"line":812},[809,5845,2452],{"class":2451},[809,5847,5848],{"class":815}," portkey_ai ",[809,5850,2458],{"class":2451},[809,5852,5853],{"class":815}," Portkey\n",[809,5855,5856],{"class":811,"line":509},[809,5857,2466],{"emptyLinePlaceholder":540},[809,5859,5860,5862,5864],{"class":811,"line":506},[809,5861,3178],{"class":815},[809,5863,2474],{"class":2451},[809,5865,5866],{"class":815}," Portkey(\n",[809,5868,5869,5871,5873,5876],{"class":811,"line":569},[809,5870,3199],{"class":2482},[809,5872,2474],{"class":2451},[809,5874,5875],{"class":836},"\"YOUR_PORTKEY_KEY\"",[809,5877,840],{"class":815},[809,5879,5880,5883,5885,5888],{"class":811,"line":568},[809,5881,5882],{"class":2482},"    virtual_key",[809,5884,2474],{"class":2451},[809,5886,5887],{"class":836},"\"OPENAI_VIRTUAL_KEY\"",[809,5889,840],{"class":815},[809,5891,5892,5895,5897],{"class":811,"line":867},[809,5893,5894],{"class":2482},"    config",[809,5896,2474],{"class":2451},[809,5898,816],{"class":815},[809,5900,5901,5904,5907,5910,5912,5915],{"class":811,"line":5},[809,5902,5903],{"class":836},"        \"strategy\"",[809,5905,5906],{"class":815},": {",[809,5908,5909],{"class":836},"\"mode\"",[809,5911,833],{"class":815},[809,5913,5914],{"class":836},"\"fallback\"",[809,5916,5917],{"class":815},"},\n",[809,5919,5920,5923],{"class":811,"line":890},[809,5921,5922],{"class":836},"        \"targets\"",[809,5924,5925],{"class":815},": [\n",[809,5927,5928,5931,5934,5936,5939],{"class":811,"line":896},[809,5929,5930],{"class":815},"            {",[809,5932,5933],{"class":836},"\"virtual_key\"",[809,5935,833],{"class":815},[809,5937,5938],{"class":836},"\"OPENAI_VK\"",[809,5940,5917],{"class":815},[809,5942,5943,5945,5947,5949,5952],{"class":811,"line":2554},[809,5944,5930],{"class":815},[809,5946,5933],{"class":836},[809,5948,833],{"class":815},[809,5950,5951],{"class":836},"\"ANTHROPIC_VK\"",[809,5953,899],{"class":815},[809,5955,5956],{"class":811,"line":2560},[809,5957,5958],{"class":815},"        ],\n",[809,5960,5961,5964,5966,5968,5970,5973],{"class":811,"line":2565},[809,5962,5963],{"class":836},"        \"cache\"",[809,5965,5906],{"class":815},[809,5967,5909],{"class":836},[809,5969,833],{"class":815},[809,5971,5972],{"class":836},"\"semantic\"",[809,5974,899],{"class":815},[809,5976,5977],{"class":811,"line":2572},[809,5978,3263],{"class":815},[809,5980,5981],{"class":811,"line":2578},[809,5982,2516],{"class":815},[809,5984,5985],{"class":811,"line":2583},[809,5986,2466],{"emptyLinePlaceholder":540},[809,5988,5989,5992,5994],{"class":811,"line":2589},[809,5990,5991],{"class":815},"resp ",[809,5993,2474],{"class":2451},[809,5995,5996],{"class":815}," client.chat.completions.create(\n",[809,5998,5999,6002,6004,6007],{"class":811,"line":4062},[809,6000,6001],{"class":2482},"    model",[809,6003,2474],{"class":2451},[809,6005,6006],{"class":836},"\"gpt-5.4\"",[809,6008,840],{"class":815},[809,6010,6011,6014,6016,6019,6022],{"class":811,"line":4072},[809,6012,6013],{"class":2482},"    messages",[809,6015,2474],{"class":2451},[809,6017,6018],{"class":815},"[",[809,6020,6021],{"class":821},"...",[809,6023,6024],{"class":815},"]\n",[809,6026,6028],{"class":811,"line":6027},19,[809,6029,2516],{"class":815},[809,6031,6033],{"class":811,"line":6032},20,[809,6034,6035],{"class":2568},"# Portkey dashboard 自动看到完整 trace + cost + latency\n",[27,6037,2595],{"id":2595},[83,6039,6040,6054],{},[86,6041,6042],{},[89,6043,6044,6046,6048,6050,6052],{},[92,6045,295],{},[92,6047,2614],{},[92,6049,2611],{},[92,6051,2608],{},[92,6053,3706],{},[108,6055,6056,6072,6088,6100,6112,6127,6142,6156,6171,6186,6201],{},[89,6057,6058,6060,6063,6066,6069],{},[113,6059,950],{},[113,6061,6062],{},"Gateway+Obs SaaS",[113,6064,6065],{},"Proxy Obs",[113,6067,6068],{},"SDK Tracing",[113,6070,6071],{},"OSS Gateway",[89,6073,6074,6077,6080,6082,6085],{},[113,6075,6076],{},"集成",[113,6078,6079],{},"改 baseURL（分钟）",[113,6081,6079],{},[113,6083,6084],{},"代码改造（小时）",[113,6086,6087],{},"自托管（小时）",[89,6089,6090,6092,6094,6096,6098],{},[113,6091,3365],{},[113,6093,1558],{},[113,6095,2646],{},[113,6097,3371],{},[113,6099,4124],{},[89,6101,6102,6104,6106,6108,6110],{},[113,6103,3378],{},[113,6105,2691],{},[113,6107,357],{},[113,6109,357],{},[113,6111,351],{},[89,6113,6114,6117,6120,6123,6125],{},[113,6115,6116],{},"Auto fallback",[113,6118,6119],{},"✅ chains",[113,6121,6122],{},"✅ 基础",[113,6124,357],{},[113,6126,351],{},[89,6128,6129,6132,6134,6137,6139],{},[113,6130,6131],{},"Semantic caching",[113,6133,351],{},[113,6135,6136],{},"proxy 级",[113,6138,357],{},[113,6140,6141],{},"Redis",[89,6143,6144,6147,6150,6152,6154],{},[113,6145,6146],{},"MCP Gateway",[113,6148,6149],{},"✅ GA",[113,6151,357],{},[113,6153,357],{},[113,6155,357],{},[89,6157,6158,6160,6163,6166,6169],{},[113,6159,3051],{},[113,6161,6162],{},"Enterprise \u002F OSS Gateway",[113,6164,6165],{},"Enterprise（已收购）",[113,6167,6168],{},"✅ 免费无限",[113,6170,351],{},[89,6172,6173,6175,6178,6181,6184],{},[113,6174,364],{},[113,6176,6177],{},"SOC2 + HIPAA + GDPR + ISO27001",[113,6179,6180],{},"SOC2 + HIPAA",[113,6182,6183],{},"SOC2",[113,6185,351],{},[89,6187,6188,6191,6194,6196,6199],{},[113,6189,6190],{},"起价",[113,6192,6193],{},"$49\u002F月",[113,6195,3666],{},[113,6197,6198],{},"$29\u002F月",[113,6200,1179],{},[89,6202,6203,6206,6209,6212,6215],{},[113,6204,6205],{},"免费配额",[113,6207,6208],{},"10K logs",[113,6210,6211],{},"10K req",[113,6213,6214],{},"50K events",[113,6216,4124],{},[27,6218,393],{"id":393},[190,6220,6221,6227,6233,6239,6245,6251,6257,6263],{},[53,6222,6223,6226],{},[36,6224,6225],{},"按 logs 计费要设报警","：超量 $9\u002F100K 容易爆账单",[53,6228,6229,6232],{},[36,6230,6231],{},"PANW 收购变量","：评估时把定价 \u002F 路线图 \u002F API 变动写进风险",[53,6234,6235,6238],{},[36,6236,6237],{},"Tracing 不深够用就好","：复杂 agent 调试要叠 Langfuse",[53,6240,6241,6244],{},[36,6242,6243],{},"Production tier retention 30 天","：超长归档要 Enterprise",[53,6246,6247,6250],{},[36,6248,6249],{},"Air-gapped 价格表","：部分模型成本要手动维护",[53,6252,6253,6256],{},[36,6254,6255],{},"Virtual Key 别裸暴露","：客户端调用务必走 server-side proxy",[53,6258,6259,6262],{},[36,6260,6261],{},"Conditional routing 别写太复杂","：3+ 层条件路由调试痛苦",[53,6264,6265,6268],{},[36,6266,6267],{},"Open Source Gateway != 企业版","：自托管开源版缺 governance \u002F dashboards \u002F evals",[27,6270,429],{"id":428},[190,6272,6273,6276,6279,6282,6285,6288,6291,6294,6297],{},[53,6274,6275],{},"✅ 中大型团队从 PoC 走向生产",[53,6277,6278],{},"✅ 强合规（SOC2 Type 2 + HIPAA + GDPR + ISO27001）",[53,6280,6281],{},"✅ 多团队 RBAC + 预算治理",[53,6283,6284],{},"✅ 大规模 AI agent 部署 + MCP 工具治理",[53,6286,6287],{},"✅ 想要『网关 + 观测』一体化 SaaS",[53,6289,6290],{},"❌ 深度 nested span 调试（用 Langfuse）",[53,6292,6293],{},"❌ 纯网关不要观测（用 LiteLLM）",[53,6295,6296],{},"❌ 中文运营 \u002F 中文支付（用 one-api \u002F new-api）",[53,6298,6299],{},"❌ 极小预算项目（Helicone Hobby \u002F Langfuse Free 更划算）",[27,6301,452],{"id":452},[190,6303,6304,6308,6312,6316],{},[53,6305,6306],{},[458,6307,2842],{"href":2256},[53,6309,6310],{},[458,6311,2852],{"href":2262},[53,6313,6314],{},[458,6315,3580],{"href":2971},[53,6317,6318],{},[458,6319,3585],{"href":2974},[27,6321,479],{"id":479},[50,6323,6324,6331,6338,6344],{},[53,6325,6326,6327],{},"Portkey 官网 — Observability 全栈观测 + Palo Alto Networks 收购公告 ",[458,6328,6329],{"href":6329,"rel":6330},"https:\u002F\u002Fportkey.ai\u002Ffeatures\u002Fobservability",[489],[53,6332,6333,6334],{},"TrueFoundry — Portkey AI Gateway Pricing Guide 2026 ",[458,6335,6336],{"href":6336,"rel":6337},"https:\u002F\u002Fwww.truefoundry.com\u002Fblog\u002Fportkey-pricing-guide",[489],[53,6339,6340,6341],{},"BuildMVPFast — Langfuse vs Helicone vs Portkey 对比 ",[458,6342,3623],{"href":3623,"rel":6343},[489],[53,6345,6346,6347],{},"DevTune — Portkey AI 评测 + 定价 + Gartner Cool Vendor ",[458,6348,6349],{"href":6349,"rel":6350},"https:\u002F\u002Fdevtune.ai\u002Fverticals\u002Fllm-observability-evals-gateways\u002Fportkey",[489],[1140,6352,6353],{},"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":505,"searchDepth":506,"depth":506,"links":6355},[6356,6357,6358,6359,6360,6361,6362,6363,6364,6365],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":5783,"depth":509,"text":5784},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[6369,6372,6375,6378],{"q":6370,"a":6371},"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":6373,"a":6374},"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":6376,"a":6377},"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":6379,"a":6380},"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。",[538],{},[3659,3640,2924],[6385,6389,6392,6395],{"plan":6386,"price":1179,"features":6387,"notes":6388},"Developer","10K recorded logs\u002F月 + 3 天 retention + 社区支持 + 基础 fallback","PoC \u002F hobby \u002F 小项目",{"plan":5759,"price":6193,"features":6390,"notes":6391},"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":1325,"price":2932,"features":6393,"notes":6394},"更高 log 配额 + 团队治理 + 更长 retention","中型组织",{"plan":171,"price":6396,"features":6397,"notes":6398},"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",[6401],{"name":2939,"url":2940},{"power":568,"ux":569,"price":506,"cn_support":509,"stability":569},{"title":2614,"description":6367},"coding\u002Fapi\u002Fportkey",[6406,6408,6410,6411],{"name":6407,"url":6329,"accessed":575},"Portkey 官网 — Observability 功能",{"name":6409,"url":6336,"accessed":575},"TrueFoundry — Portkey Pricing Guide 2026",{"name":3692,"url":3623,"accessed":575},{"name":6412,"url":6349,"accessed":575},"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",[4438,2959,2246,6416,583,586,3700],"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":6421,"title":6422,"alternatives":6423,"api_compatible":22,"body":6427,"category":6977,"chinese_friendly":509,"cover":6978,"description":6979,"domestic":522,"extension":523,"faq":6980,"free":522,"github":6999,"languages":7000,"meta":7001,"models":22,"navigation":540,"notSuitable":7002,"opensource":540,"path":7007,"pillar":542,"platforms":7008,"priceTable":7010,"pricing":7024,"published":559,"relatedPlaybooks":7025,"relatedReviews":22,"score":7028,"self_host":522,"seo":7029,"slug":7030,"sources":7031,"stem":7042,"suitable":7043,"tagline":7048,"tags":7049,"updated":575,"verdict":7056,"website":6940,"__hash__":7057},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Fbolt-new.md","Bolt.new",[6424,6425,6426],"coding\u002Fbuilder\u002Flovable","coding\u002Fbuilder\u002Fv0","coding\u002Fbuilder\u002Freplit-agent",{"type":24,"value":6428,"toc":6961},[6429,6431,6451,6454,6475,6478,6481,6500,6502,6599,6605,6609,6614,6619,6622,6625,6642,6645,6649,6652,6656,6659,6663,6671,6674,6835,6838,6890,6892,6899,6901,6931,6933,6952],[27,6430,30],{"id":29},[6432,6433,6438,6448],"div",{"className":6434},[6435,6436,6437],"card","p-5","my-4",[32,6439,6440,6443,6444,6447],{},[36,6441,6442],{},"一句话："," Bolt.new 是 ",[36,6445,6446],{},"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。",[32,6449,6450],{},"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。",[27,6452,6453],{"id":6453},"它到底是个什么",[32,6455,6456,6457,6462,6463,6466,6467,6474],{},"Bolt.new 站在 ",[458,6458,6461],{"href":6459,"rel":6460},"https:\u002F\u002Fstackblitz.com",[489],"StackBlitz"," 多年积累的 ",[36,6464,6465],{},"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，",[36,6468,6469,6470,6473],{},"没有 ",[280,6471,6472],{},"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。",[32,6476,6477],{},"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。",[32,6479,6480],{},"差异化定位：",[190,6482,6483,6489,6494],{},[53,6484,6485,6488],{},[36,6486,6487],{},"Cursor 假设你是开发者","，想要 AI 协助。",[53,6490,6491,620],{},[36,6492,6493],{},"Lovable 假设你可能永远不看代码",[53,6495,6496,6499],{},[36,6497,6498],{},"Bolt 落在中间","：能不写一行代码，但完整代码就在你眼前可改。",[27,6501,97],{"id":97},[83,6503,6504,6519],{},[86,6505,6506],{},[89,6507,6508,6511,6513,6516],{},[92,6509,6510],{},"档位",[92,6512,97],{},[92,6514,6515],{},"Token 配额",[92,6517,6518],{},"适合谁",[108,6520,6521,6533,6545,6559,6573,6586],{},[89,6522,6523,6525,6527,6530],{},[113,6524,1373],{},[113,6526,1179],{},[113,6528,6529],{},"每日 ~150K token",[113,6531,6532],{},"探索 \u002F 评估",[89,6534,6535,6537,6539,6542],{},[113,6536,1383],{},[113,6538,120],{},[113,6540,6541],{},"10M token\u002F月",[113,6543,6544],{},"个人 MVP",[89,6546,6547,6550,6553,6556],{},[113,6548,6549],{},"Pro 50",[113,6551,6552],{},"$50\u002F月",[113,6554,6555],{},"26M token\u002F月",[113,6557,6558],{},"重度迭代",[89,6560,6561,6564,6567,6570],{},[113,6562,6563],{},"Pro 100",[113,6565,6566],{},"$100\u002F月",[113,6568,6569],{},"55M token\u002F月",[113,6571,6572],{},"多项目并行",[89,6574,6575,6578,6580,6583],{},[113,6576,6577],{},"Pro 200",[113,6579,1394],{},[113,6581,6582],{},"120M token\u002F月",[113,6584,6585],{},"重度专业",[89,6587,6588,6590,6593,6596],{},[113,6589,1402],{},[113,6591,6592],{},"$60\u002F用户\u002F月起",[113,6594,6595],{},"团队共享",[113,6597,6598],{},"团队协作",[32,6600,6601,6604],{},[36,6602,6603],{},"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。",[27,6606,6608],{"id":6607},"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）",[2357,6610,6611],{},[32,6612,6613],{},"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。",[6615,6616,6618],"h3",{"id":6617},"任务-11-小时出一个-saas-原型","任务 1：1 小时出一个 SaaS 原型",[32,6620,6621],{},"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\"",[32,6623,6624],{},"Bolt 流程：",[50,6626,6627,6630,6633,6636,6639],{},[53,6628,6629],{},"选技术栈（React + Vite + Tailwind）",[53,6631,6632],{},"装依赖（浏览器内 npm install，~30 秒）",[53,6634,6635],{},"写代码（auth \u002F RLS policy \u002F CRUD endpoints）",[53,6637,6638],{},"起 dev server 显示预览",[53,6640,6641],{},"用户在浏览器里就能注册测试",[32,6643,6644],{},"时间：~45 分钟，含手动调整 UI。",[6615,6646,6648],{"id":6647},"任务-2figma-设计稿导入","任务 2：Figma 设计稿导入",[32,6650,6651],{},"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。",[6615,6653,6655],{"id":6654},"任务-3一键部署-netlify","任务 3：一键部署 Netlify",[32,6657,6658],{},"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。",[27,6660,6662],{"id":6661},"上手-5-分钟","上手 5 分钟",[801,6664,6669],{"className":6665,"code":6667,"language":6668,"meta":505},[6666],"language-text","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","text",[280,6670,6667],{"__ignoreMap":505},[27,6672,6673],{"id":6673},"同类对比",[83,6675,6676,6693],{},[86,6677,6678],{},[89,6679,6680,6682,6684,6687,6690],{},[92,6681,295],{},[92,6683,6422],{},[92,6685,6686],{},"Lovable",[92,6688,6689],{},"v0 by Vercel",[92,6691,6692],{},"Replit Agent",[108,6694,6695,6712,6729,6744,6760,6776,6792,6807,6819],{},[89,6696,6697,6700,6703,6706,6709],{},[113,6698,6699],{},"母体",[113,6701,6702],{},"StackBlitz WebContainer",[113,6704,6705],{},"自研（GPT Engineer 派生）",[113,6707,6708],{},"Vercel + shadcn\u002Fui",[113,6710,6711],{},"Replit IDE",[89,6713,6714,6717,6720,6723,6726],{},[113,6715,6716],{},"技术栈",[113,6718,6719],{},"多框架全栈",[113,6721,6722],{},"React + Supabase",[113,6724,6725],{},"React\u002FNext.js only",[113,6727,6728],{},"50+ 语言",[89,6730,6731,6734,6737,6740,6742],{},[113,6732,6733],{},"Runtime",[113,6735,6736],{},"浏览器（WebContainer）",[113,6738,6739],{},"云端",[113,6741,6739],{},[113,6743,6739],{},[89,6745,6746,6749,6752,6754,6757],{},[113,6747,6748],{},"后端",[113,6750,6751],{},"Supabase 一键",[113,6753,6751],{},[113,6755,6756],{},"手动",[113,6758,6759],{},"Replit DB \u002F Postgres",[89,6761,6762,6764,6767,6770,6773],{},[113,6763,5737],{},[113,6765,6766],{},"Netlify \u002F Cloudflare",[113,6768,6769],{},"Lovable 自家",[113,6771,6772],{},"Vercel",[113,6774,6775],{},"Replit 自家",[89,6777,6778,6781,6783,6786,6789],{},[113,6779,6780],{},"Free 额度",[113,6782,6529],{},[113,6784,6785],{},"5 message\u002F天",[113,6787,6788],{},"$5 credit\u002F月",[113,6790,6791],{},"150K token\u002F天",[89,6793,6794,6796,6798,6801,6804],{},[113,6795,6190],{},[113,6797,120],{},[113,6799,6800],{},"$20\u002F月（Starter）",[113,6802,6803],{},"$20\u002F月（Premium）",[113,6805,6806],{},"$20\u002F月（Core）",[89,6808,6809,6811,6813,6815,6817],{},[113,6810,380],{},[113,6812,357],{},[113,6814,357],{},[113,6816,357],{},[113,6818,354],{},[89,6820,6821,6823,6826,6829,6832],{},[113,6822,685],{},[113,6824,6825],{},"多框架全栈 prototype",[113,6827,6828],{},"非技术 + Supabase MVP",[113,6830,6831],{},"React 前端组件",[113,6833,6834],{},"多语言 + 移动端",[27,6836,6837],{"id":6837},"避坑清单",[50,6839,6840,6846,6852,6858,6868,6874,6880],{},[53,6841,6842,6845],{},[36,6843,6844],{},"Pro $20 看上去够，实际可能 1 周烧光","。重度 prompt 用户预算到 Pro 50。",[53,6847,6848,6851],{},[36,6849,6850],{},"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。",[53,6853,6854,6857],{},[36,6855,6856],{},"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。",[53,6859,6860,6863,6864,6867],{},[36,6861,6862],{},"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 ",[280,6865,6866],{},"npm install + npm run dev"," 直接通——尤其 Supabase key 类配置。",[53,6869,6870,6873],{},[36,6871,6872],{},"国内访问可能慢","，CDN 节点在欧美，第一次加载 WebContainer 可能 30 秒+。",[53,6875,6876,6879],{},[36,6877,6878],{},"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。",[53,6881,6882,6885,6886,6889],{},[36,6883,6884],{},"生成代码不是生产级","，TypeScript 类型偶尔 ",[280,6887,6888],{},"any","、可访问性偶尔缺；适合 0→1，不适合 1→1000。",[27,6891,429],{"id":428},[32,6893,6894,6895,6898],{},"✅ Indie hacker \u002F hackathon \u002F MVP；非技术创始人；多框架前端 prototype；快速 demo。",[6896,6897],"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。",[27,6900,452],{"id":452},[190,6902,6903,6910,6917],{},[53,6904,6905,6906],{},"配套 playbook：",[458,6907,6909],{"href":6908},"\u002Fplaybook\u002Fbolt-vs-lovable-vs-v0.html","Bolt vs Lovable vs v0 怎么选",[53,6911,6912,6913],{},"同分类：",[458,6914,6916],{"href":6915},"\u002Fcoding\u002Fbuilder\u002F","AI 应用 Builder 全分类",[53,6918,6919,6920,6923,6924,6923,6928],{},"替代品：",[458,6921,6686],{"href":6922},"\u002Fcoding\u002Fbuilder\u002Flovable.html"," · ",[458,6925,6927],{"href":6926},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0",[458,6929,6692],{"href":6930},"\u002Fcoding\u002Fbuilder\u002Freplit-agent.html",[27,6932,479],{"id":479},[190,6934,6935,6942,6949],{},[53,6936,6937,6938],{},"官网：",[458,6939,6940],{"href":6940,"rel":6941},"https:\u002F\u002Fbolt.new",[489],[53,6943,6944,6945],{},"融资 \u002F 公司信息：",[458,6946,6947],{"href":6947,"rel":6948},"https:\u002F\u002Fapp.dealroom.co\u002Fcompanies\u002Fbolt_stackblitz",[489],[53,6950,6951],{},"第三方评测：vibecoding.app 2026-03 评测、Tool Junction StackBlitz 评测、Metacto 关于 Supabase 真实成本",[2357,6953,6954],{},[32,6955,6956,6957,6960],{},"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 ",[458,6958,6959],{"href":6959},"\u002Fsubmit"," 反馈更新。",{"title":505,"searchDepth":506,"depth":506,"links":6962},[6963,6964,6965,6966,6971,6972,6973,6974,6975,6976],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":97,"depth":509,"text":97},{"id":6607,"depth":509,"text":6608,"children":6967},[6968,6969,6970],{"id":6617,"depth":506,"text":6618},{"id":6647,"depth":506,"text":6648},{"id":6654,"depth":506,"text":6655},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"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。",[6981,6984,6987,6990,6993,6996],{"q":6982,"a":6983},"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":6985,"a":6986},"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":6988,"a":6989},"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":6991,"a":6992},"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":6994,"a":6995},"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":6997,"a":6998},"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",[538],{},[7003,7004,7005,7006],"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",[7009],"web",[7011,7014,7016,7021],{"plan":1373,"price":1179,"limit":7012,"cn_pay":1180,"note":7013},"每日 ~150K 免费 token，足够探索；项目数有限","试用",{"plan":1383,"price":120,"limit":7015,"cn_pay":1180,"note":6544},"10M token\u002F月（重项目 300K\u002F会话可能一周烧光）",{"plan":7017,"price":7018,"limit":7019,"cn_pay":1180,"note":7020},"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":1402,"price":6592,"limit":7022,"cn_pay":1180,"note":7023},"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",[7026,7027],"ai-coding\u002Fbolt-vs-lovable-vs-v0","ai-coding\u002Fmvp-in-one-hour",{"power":569,"ux":568,"price":569,"cn_support":509,"stability":569},{"title":6422,"description":6979},"coding\u002Fbuilder\u002Fbolt-new",[7032,7034,7036,7039],{"title":7033,"url":6940},"Bolt.new 官网",{"title":7035,"url":6947},"StackBlitz \u002F Bolt 融资信息（Dealroom）",{"title":7037,"url":7038},"Bolt.new 评测（vibecoding.app 2026-03）","https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fbolt-new-review",{"title":7040,"url":7041},"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",[7044,7045,7046,7047],"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",[7050,7051,7009,7052,7053,7054,7055],"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":7059,"title":6686,"alternatives":7060,"api_compatible":22,"body":7061,"category":6977,"chinese_friendly":509,"cover":7664,"description":7665,"domestic":522,"extension":523,"faq":7666,"free":522,"github":505,"languages":7685,"meta":7686,"models":22,"navigation":540,"notSuitable":7687,"opensource":522,"path":7692,"pillar":542,"platforms":7693,"priceTable":7694,"pricing":7706,"published":559,"relatedPlaybooks":7707,"relatedReviews":22,"score":7709,"self_host":522,"seo":7710,"slug":6424,"sources":7711,"stem":7722,"suitable":7723,"tagline":7728,"tags":7729,"updated":575,"verdict":7732,"website":7612,"__hash__":7733},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Flovable.md",[7030,6425,6426],{"type":24,"value":7062,"toc":7648},[7063,7065,7080,7082,7085,7112,7115,7191,7195,7266,7271,7288,7291,7296,7353,7355,7360,7364,7367,7370,7384,7387,7391,7394,7398,7401,7403,7409,7411,7529,7531,7575,7577,7583,7585,7604,7606,7642],[27,7064,30],{"id":29},[6432,7066,7068,7077],{"className":7067},[6435,6436,6437],[32,7069,7070,7072,7073,7076],{},[36,7071,6442],{}," 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，",[36,7074,7075],{},"积分制"," 计费、UI 隐藏代码复杂度比 Bolt 更彻底。",[32,7078,7079],{},"可产出物 Bolt 更干净，Lovable 更完整。真实月度 TCO 含 Supabase ≥ $50。",[27,7081,6453],{"id":6453},[32,7083,7084],{},"Lovable 是浏览器内的 AI App Builder：",[190,7086,7087,7092,7097,7102,7107],{},[53,7088,7089,7091],{},[36,7090,950],{},"：左边 Chat 输需求，右边实时预览，\"非开发者也能用\"是核心定位。",[53,7093,7094,7096],{},[36,7095,6716],{},"：默认 React + Tailwind + Supabase，下层走 GPT-4o \u002F Claude 等。",[53,7098,7099,7101],{},[36,7100,6748],{},"：Supabase 一键 connect（auth + database + storage + edge functions）。",[53,7103,7104,7106],{},[36,7105,5737],{},"：Lovable 自家 cloud，自动域名 + HTTPS，Pro+ 可绑自定义域名。",[53,7108,7109,7111],{},[36,7110,7075],{},"：每个 prompt 消耗 credit，复杂度不同消耗不同；不是 token 也不是 message-quota。",[32,7113,7114],{},"它和 Bolt 经常被一起讨论但定位不一样：",[83,7116,7117,7128],{},[86,7118,7119],{},[89,7120,7121,7124,7126],{},[92,7122,7123],{},"关注点",[92,7125,6686],{},[92,7127,6422],{},[108,7129,7130,7141,7152,7163,7174,7183],{},[89,7131,7132,7135,7138],{},[113,7133,7134],{},"目标用户",[113,7136,7137],{},"非技术创始人",[113,7139,7140],{},"开发者 + 非技术",[89,7142,7143,7146,7149],{},[113,7144,7145],{},"代码可见度",[113,7147,7148],{},"隐藏在 IDE 里",[113,7150,7151],{},"始终可见",[89,7153,7154,7157,7160],{},[113,7155,7156],{},"后端整合",[113,7158,7159],{},"Supabase 深度",[113,7161,7162],{},"Supabase 集成",[89,7164,7165,7168,7171],{},[113,7166,7167],{},"框架",[113,7169,7170],{},"React only",[113,7172,7173],{},"多框架",[89,7175,7176,7178,7181],{},[113,7177,5737],{},[113,7179,7180],{},"自家 cloud",[113,7182,6766],{},[89,7184,7185,7187,7189],{},[113,7186,6733],{},[113,7188,6739],{},[113,7190,6736],{},[27,7192,7194],{"id":7193},"价格重点积分-隐性成本","价格（重点：积分 + 隐性成本）",[83,7196,7197,7212],{},[86,7198,7199],{},[89,7200,7201,7203,7206,7209],{},[92,7202,6510],{},[92,7204,7205],{},"显式月费",[92,7207,7208],{},"积分",[92,7210,7211],{},"关键差异",[108,7213,7214,7226,7241,7254],{},[89,7215,7216,7218,7220,7223],{},[113,7217,1373],{},[113,7219,1179],{},[113,7221,7222],{},"每日 5 message",[113,7224,7225],{},"Lovable 子域名",[89,7227,7228,7230,7235,7238],{},[113,7229,1383],{},[113,7231,7232],{},[36,7233,7234],{},"$25\u002F月",[113,7236,7237],{},"100 + 每日 5 bonus（不滚存）",[113,7239,7240],{},"自定义域名 \u002F 优先生成 \u002F top-up",[89,7242,7243,7246,7248,7251],{},[113,7244,7245],{},"Business",[113,7247,6552],{},[113,7249,7250],{},"同 Pro",[113,7252,7253],{},"私有项目 \u002F RBAC \u002F SSO \u002F 优先支持",[89,7255,7256,7258,7260,7263],{},[113,7257,171],{},[113,7259,174],{},[113,7261,7262],{},"自议",[113,7264,7265],{},"SCIM \u002F 专属支持 \u002F 自定义集成",[32,7267,7268],{},[36,7269,7270],{},"真实积分消耗参考（来自第三方评测和用户笔记）：",[190,7272,7273,7276,7279,7282,7285],{},[53,7274,7275],{},"改一个按钮颜色：~0.5 credit",[53,7277,7278],{},"删 footer：~0.9 credit",[53,7280,7281],{},"简单修改：~1 credit",[53,7283,7284],{},"初始建项目：~2 credit",[53,7286,7287],{},"一个完整 MVP（含 auth + database + UI）：50-100 credit",[32,7289,7290],{},"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。",[32,7292,7293],{},[36,7294,7295],{},"真实月度 TCO（容易被忽略的隐性成本）：",[83,7297,7298,7308],{},[86,7299,7300],{},[89,7301,7302,7305],{},[92,7303,7304],{},"项目",[92,7306,7307],{},"金额（年）",[108,7309,7310,7318,7325,7333,7341],{},[89,7311,7312,7315],{},[113,7313,7314],{},"Lovable Pro",[113,7316,7317],{},"$300",[89,7319,7320,7323],{},[113,7321,7322],{},"Supabase Pro（生产必须）",[113,7324,7317],{},[89,7326,7327,7330],{},[113,7328,7329],{},"域名",[113,7331,7332],{},"$12",[89,7334,7335,7338],{},[113,7336,7337],{},"Lovable Cloud（2026 推广期后）",[113,7339,7340],{},"~$1200\u002F年（推广 $25\u002F月额度）",[89,7342,7343,7348],{},[113,7344,7345],{},[36,7346,7347],{},"Solo 年度真实 TCO",[113,7349,7350],{},[36,7351,7352],{},"$612-1812",[27,7354,6608],{"id":6607},[2357,7356,7357],{},[32,7358,7359],{},"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。",[6615,7361,7363],{"id":7362},"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）",[32,7365,7366],{},"prompt: \"Build a task management SaaS with email login, projects, and team collaboration. Use Supabase for backend.\"",[32,7368,7369],{},"Lovable 流程：",[50,7371,7372,7375,7378,7381],{},[53,7373,7374],{},"自动建 Supabase 项目（auth + database table + RLS）",[53,7376,7377],{},"生成 React 前端（路由 + 表单 + dashboard）",[53,7379,7380],{},"连数据 + 起预览",[53,7382,7383],{},"你在 Chat 里继续迭代（\"加 dark mode\"、\"加 team invite 流程\"）",[32,7385,7386],{},"约 60-90 分钟出一个能 demo 的版本，~50 credit。",[6615,7388,7390],{"id":7389},"任务-2figma-转应用","任务 2：Figma 转应用",[32,7392,7393],{},"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。",[6615,7395,7397],{"id":7396},"任务-3自定义域名-部署","任务 3：自定义域名 + 部署",[32,7399,7400],{},"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。",[27,7402,6662],{"id":6661},[801,7404,7407],{"className":7405,"code":7406,"language":6668,"meta":505},[6666],"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",[280,7408,7406],{"__ignoreMap":505},[27,7410,6673],{"id":6673},[83,7412,7413,7427],{},[86,7414,7415],{},[89,7416,7417,7419,7421,7423,7425],{},[92,7418,295],{},[92,7420,6686],{},[92,7422,6422],{},[92,7424,6927],{},[92,7426,6692],{},[108,7428,7429,7442,7459,7474,7488,7502,7517],{},[89,7430,7431,7433,7436,7438,7440],{},[113,7432,6699],{},[113,7434,7435],{},"GPT Engineer 派生",[113,7437,6702],{},[113,7439,6708],{},[113,7441,6711],{},[89,7443,7444,7446,7451,7453,7456],{},[113,7445,7134],{},[113,7447,7448],{},[36,7449,7450],{},"非技术",[113,7452,7140],{},[113,7454,7455],{},"React 开发者",[113,7457,7458],{},"多语言开发者",[89,7460,7461,7464,7466,7469,7472],{},[113,7462,7463],{},"计费模型",[113,7465,7075],{},[113,7467,7468],{},"Token 阶梯",[113,7470,7471],{},"Token + 月费",[113,7473,7471],{},[89,7475,7476,7478,7480,7483,7485],{},[113,7477,6748],{},[113,7479,7159],{},[113,7481,7482],{},"Supabase",[113,7484,6756],{},[113,7486,7487],{},"Replit DB",[89,7489,7490,7492,7494,7497,7499],{},[113,7491,5737],{},[113,7493,7180],{},[113,7495,7496],{},"Netlify",[113,7498,6772],{},[113,7500,7501],{},"Replit",[89,7503,7504,7507,7510,7513,7515],{},[113,7505,7506],{},"自定义域名",[113,7508,7509],{},"Pro+",[113,7511,7512],{},"Netlify 配",[113,7514,6772],{},[113,7516,7501],{},[89,7518,7519,7521,7523,7525,7527],{},[113,7520,380],{},[113,7522,1549],{},[113,7524,1549],{},[113,7526,1549],{},[113,7528,354],{},[27,7530,6837],{"id":6837},[50,7532,7533,7539,7545,7551,7557,7563,7569],{},[53,7534,7535,7538],{},[36,7536,7537],{},"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。",[53,7540,7541,7544],{},[36,7542,7543],{},"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。",[53,7546,7547,7550],{},[36,7548,7549],{},"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。",[53,7552,7553,7556],{},[36,7554,7555],{},"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。",[53,7558,7559,7562],{},[36,7560,7561],{},"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。",[53,7564,7565,7568],{},[36,7566,7567],{},"退款仅 24 小时窗口","，订阅前先用 Free 跑一遍判断匹配度。",[53,7570,7571,7574],{},[36,7572,7573],{},"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。",[27,7576,429],{"id":428},[32,7578,7579,7580,7582],{},"✅ 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。",[6896,7581],{},"\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。",[27,7584,452],{"id":452},[190,7586,7587,7591,7595],{},[53,7588,6905,7589],{},[458,7590,6909],{"href":6908},[53,7592,6912,7593],{},[458,7594,6916],{"href":6915},[53,7596,6919,7597,6923,7600,6923,7602],{},[458,7598,6422],{"href":7599},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html",[458,7601,6927],{"href":6926},[458,7603,6692],{"href":6930},[27,7605,479],{"id":479},[190,7607,7608,7614,7621,7628,7635],{},[53,7609,6937,7610],{},[458,7611,7612],{"href":7612,"rel":7613},"https:\u002F\u002Flovable.dev",[489],[53,7615,7616,7617],{},"定价深度解析：",[458,7618,7619],{"href":7619,"rel":7620},"https:\u002F\u002Fflowith.io\u002Fblog\u002Flovable-pricing-2026-free-vs-starter-vs-pro",[489],[53,7622,7623,7624],{},"TCO 分析：",[458,7625,7626],{"href":7626,"rel":7627},"https:\u002F\u002Fcheckthat.ai\u002Fbrands\u002Flovable\u002Fpricing",[489],[53,7629,7630,7631],{},"评测：",[458,7632,7633],{"href":7633,"rel":7634},"https:\u002F\u002Fen.ai-pedias.com\u002Ftools\u002Flovable",[489],[53,7636,7637,7638],{},"积分 \u002F Cloud 详解：",[458,7639,7640],{"href":7640,"rel":7641},"https:\u002F\u002Fwww.zite.com\u002Fblog\u002Flovable-pricing",[489],[2357,7643,7644],{},[32,7645,6956,7646,6960],{},[458,7647,6959],{"href":6959},{"title":505,"searchDepth":506,"depth":506,"links":7649},[7650,7651,7652,7653,7658,7659,7660,7661,7662,7663],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":7193,"depth":509,"text":7194},{"id":6607,"depth":509,"text":6608,"children":7654},[7655,7656,7657],{"id":7362,"depth":506,"text":7363},{"id":7389,"depth":506,"text":7390},{"id":7396,"depth":506,"text":7397},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[7667,7670,7673,7676,7679,7682],{"q":7668,"a":7669},"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":7671,"a":7672},"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":7674,"a":7675},"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":7677,"a":7678},"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":7680,"a":7681},"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":7683,"a":7684},"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。",[538],{},[7688,7689,7690,7691],"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",[7009],[7695,7697,7700,7703],{"plan":1373,"price":1179,"limit":7696,"cn_pay":1180,"note":7013},"每日 5 message、1-2 个项目、Lovable 子域名",{"plan":1383,"price":7698,"limit":7699,"cn_pay":1180,"note":6544},"$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":7245,"price":6552,"limit":7701,"cn_pay":1180,"note":7702},"私有项目、RBAC、SSO、优先支持","团队 \u002F 合规",{"plan":171,"price":174,"limit":7704,"cn_pay":1180,"note":7705},"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",[7026,7708],"ai-coding\u002Fmvp-credit-budget",{"power":569,"ux":569,"price":506,"cn_support":509,"stability":506},{"title":6686,"description":7665},[7712,7714,7716,7718,7720],{"title":7713,"url":7612},"Lovable 官网",{"title":7715,"url":7619},"Lovable 定价深度解析（Flowith 2026）",{"title":7717,"url":7626},"Lovable Pricing TCO 分析（CheckThat.ai 2026）",{"title":7719,"url":7633},"Lovable 评测（AIpedia 2026-06）",{"title":7721,"url":7640},"Lovable 积分 \u002F Cloud 详解（Zite 2026-02）","tools\u002Fcoding\u002Fbuilder\u002Flovable",[7724,7725,7726,7727],"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",[7050,7052,7051,7730,7053,7731],"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":7735,"title":6692,"alternatives":7736,"api_compatible":22,"body":7743,"category":6977,"chinese_friendly":506,"cover":8151,"description":8152,"domestic":522,"extension":523,"faq":8153,"free":522,"github":22,"languages":8166,"meta":8167,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":8168,"pillar":542,"platforms":8169,"priceTable":8171,"pricing":8181,"published":559,"relatedPlaybooks":8182,"relatedReviews":22,"score":8188,"self_host":522,"seo":8189,"slug":6426,"sources":8190,"stem":8199,"suitable":22,"tagline":8200,"tags":8201,"updated":575,"verdict":8204,"website":8205,"__hash__":8206},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Freplit-agent.md",[7737,7739,7741],{"name":7738,"url":7007},"bolt-new",{"name":7740,"url":7692},"lovable",{"name":6927,"url":7742},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Fv0",{"type":24,"value":7744,"toc":8139},[7745,7747,7758,7761,7763,7766,7790,7793,7795,7850,7856,7860,7864,7878,7883,7897,7899,7919,7921,8027,8029,8064,8066,8083,8085,8107,8109],[27,7746,30],{"id":29},[32,7748,7749,7750,7753,7754,7757],{},"Replit Agent 是 Replit 内置的 AI 全栈 Builder。2026 年的旗舰是 ",[36,7751,7752],{},"Agent 3","——把自主运行时长从同类的 ~30 分钟拉到 ",[36,7755,7756],{},"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。",[32,7759,7760],{},"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。",[27,7762,45],{"id":45},[32,7764,7765],{},"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：",[50,7767,7768,7771,7774,7777,7783],{},[53,7769,7770],{},"自动选技术栈（默认 React\u002FNode 或 Python\u002FFlask）",[53,7772,7773],{},"scaffold 项目、装依赖",[53,7775,7776],{},"写代码、连数据库（Postgres）、配 auth",[53,7778,7779,7782],{},[36,7780,7781],{},"在 live browser 里跑应用、点击测试、看到报错自动修","（Agent 3 新增）",[53,7784,7785,7786,7789],{},"部署到 ",[280,7787,7788],{},"*.replit.app"," 拿到 live URL",[32,7791,7792],{},"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。",[27,7794,670],{"id":669},[83,7796,7797,7807],{},[86,7798,7799],{},[89,7800,7801,7803,7805],{},[92,7802,94],{},[92,7804,97],{},[92,7806,1299],{},[108,7808,7809,7818,7831,7841],{},[89,7810,7811,7813,7815],{},[113,7812,1373],{},[113,7814,1179],{},[113,7816,7817],{},"体验 Agent、公共 repl、checkpoint 受限",[89,7819,7820,7824,7828],{},[113,7821,7822],{},[36,7823,1308],{},[113,7825,7826],{},[36,7827,7234],{},[113,7829,7830],{},"基础 effort credits、私有项目、部署 + Postgres",[89,7832,7833,7835,7838],{},[113,7834,1402],{},[113,7836,7837],{},"$35\u002F席\u002F月",[113,7839,7840],{},"池化 credits、共享 workspace、角色权限",[89,7842,7843,7845,7847],{},[113,7844,171],{},[113,7846,174],{},[113,7848,7849],{},"SSO、私有云、SLA",[32,7851,7852,7855],{},[36,7853,7854],{},"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。",[27,7857,7859],{"id":7858},"实测agent-3-一周观察","实测（Agent 3 一周观察）",[32,7861,7862,219],{},[36,7863,218],{},[190,7865,7866,7869,7872,7875],{},[53,7867,7868],{},"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",[53,7870,7871],{},"live browser 自检：UI 渲染异常会被它自己截图、识别、回头修代码",[53,7873,7874],{},"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」",[53,7876,7877],{},"部署是 first-class——拿到 URL 就能给客户演示",[32,7879,7880,219],{},[36,7881,7882],{},"问题",[190,7884,7885,7888,7891,7894],{},[53,7886,7887],{},"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",[53,7889,7890],{},"国内访问 replit.com 部分节点不稳定，建议配合 CDN 或换 VPN 出口",[53,7892,7893],{},"跨语言能力一般：Python 全栈做得好，Go\u002FRust 写得磕磕绊绊",[53,7895,7896],{},"月底 effort 用完后体验断崖式下降",[27,7898,258],{"id":258},[50,7900,7901,7904,7907,7910,7913],{},[53,7902,7903],{},"replit.com 注册（Google\u002FGitHub OAuth），免费试 Agent",[53,7905,7906],{},"点 \"Create with Agent\"，描述 app（中文 OK）",[53,7908,7909],{},"选 Autonomy 档位：原型用 Medium，完整 app 用 High\u002FMax",[53,7911,7912],{},"等 Agent 自己写、跑、修；进度条 + 实时 chat",[53,7914,7915,7916,7918],{},"满意 → \"Deploy\"，秒得 ",[280,7917,7788],{}," URL",[27,7920,286],{"id":286},[83,7922,7923,7937],{},[86,7924,7925],{},[89,7926,7927,7929,7931,7933,7935],{},[92,7928,295],{},[92,7930,6692],{},[92,7932,6422],{},[92,7934,6686],{},[92,7936,6927],{},[108,7938,7939,7957,7972,7987,7999,8012],{},[89,7940,7941,7944,7949,7952,7954],{},[113,7942,7943],{},"单次自主时长",[113,7945,7946],{},[36,7947,7948],{},"200 分钟",[113,7950,7951],{},"~30 分钟",[113,7953,7951],{},[113,7955,7956],{},"短（组件级）",[89,7958,7959,7961,7964,7967,7970],{},[113,7960,5737],{},[113,7962,7963],{},"内置（Replit Cloud）",[113,7965,7966],{},"外接 Netlify\u002FVercel",[113,7968,7969],{},"外接",[113,7971,6772],{},[89,7973,7974,7977,7980,7982,7985],{},[113,7975,7976],{},"后端 \u002F 数据库",[113,7978,7979],{},"内置 Postgres",[113,7981,1549],{},[113,7983,7984],{},"Supabase 强集成",[113,7986,1549],{},[89,7988,7989,7991,7993,7995,7997],{},[113,7990,1515],{},[113,7992,7234],{},[113,7994,120],{},[113,7996,7234],{},[113,7998,120],{},[89,8000,8001,8004,8006,8008,8010],{},[113,8002,8003],{},"中文体验",[113,8005,386],{},[113,8007,386],{},[113,8009,386],{},[113,8011,386],{},[89,8013,8014,8017,8020,8023,8025],{},[113,8015,8016],{},"Mobile app",[113,8018,8019],{},"React Native + Expo",[113,8021,8022],{},"否",[113,8024,8022],{},[113,8026,8022],{},[27,8028,393],{"id":393},[190,8030,8031,8037,8043,8049,8058],{},[53,8032,8033,8036],{},[36,8034,8035],{},"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",[53,8038,8039,8042],{},[36,8040,8041],{},"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",[53,8044,8045,8048],{},[36,8046,8047],{},"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",[53,8050,8051,8057],{},[36,8052,8053,8054],{},"生产部署要离开 ",[280,8055,8056],{},".replit.app","：自定义域名需要 Teams 起步，且高并发场景 Replit Cloud 不如 Vercel\u002FCloudflare",[53,8059,8060,8063],{},[36,8061,8062],{},"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",[27,8065,429],{"id":428},[190,8067,8068,8071,8074,8077,8080],{},[53,8069,8070],{},"✅ 非技术创始人 MVP \u002F hackathon 24h 出 demo",[53,8072,8073],{},"✅ 教育场景（带学生从 0 到部署）",[53,8075,8076],{},"✅ 想要『写完即部署』、不愿配置 hosting 的人",[53,8078,8079],{},"❌ 要把代码进企业 monorepo \u002F CI \u002F 私有 K8s",[53,8081,8082],{},"❌ Go \u002F Rust \u002F Java 重型后端",[27,8084,452],{"id":452},[190,8086,8087,8092,8097,8102],{},[53,8088,8089],{},[458,8090,8091],{"href":7007},"Bolt.new 评测",[53,8093,8094],{},[458,8095,8096],{"href":7692},"Lovable 评测",[53,8098,8099],{},[458,8100,8101],{"href":7742},"v0 评测",[53,8103,8104,8106],{},[458,8105,2137],{"href":1709},"（更贵但更深的自主 Agent）",[27,8108,479],{"id":479},[50,8110,8111,8118,8125,8132],{},[53,8112,8113,8114],{},"AgentsDB — Replit Agent 3 Autonomy（2025-11-03）",[458,8115,8116],{"href":8116,"rel":8117},"https:\u002F\u002Fagentsdb.com\u002Freplit-agent-3-crosses-autonomy-threshold-for-developer-agents",[489],[53,8119,8120,8121],{},"WhatAI — Replit Agent 2026 Review（2026-06-13）",[458,8122,8123],{"href":8123,"rel":8124},"https:\u002F\u002Fwhataidoineed.com\u002Fblog\u002Freplit-agent-in-2026-what-it-can-build-real-use-cases-case-studies-how-it-works",[489],[53,8126,8127,8128],{},"Serenities — Replit Agent 2026 Verdict（2026-03-04）",[458,8129,8130],{"href":8130,"rel":8131},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Freplit-agent-2026-features-pricing-review",[489],[53,8133,8134,8135],{},"AgentMarketCap — 200-Minute Runtime（2026-05-23）",[458,8136,8137],{"href":8137,"rel":8138},"https:\u002F\u002Fagentmarketcap.ai\u002Fblog\u002F2026\u002F05\u002F23\u002Freplit-agent-3-200-minute-autonomous-runtime",[489],{"title":505,"searchDepth":506,"depth":506,"links":8140},[8141,8142,8143,8144,8145,8146,8147,8148,8149,8150],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":669,"depth":509,"text":670},{"id":7858,"depth":509,"text":7859},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[8154,8157,8160,8163],{"q":8155,"a":8156},"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":8158,"a":8159},"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":8161,"a":8162},"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":8164,"a":8165},"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。",[1172,538],{},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Freplit-agent",[7009,8170],"mobile",[8172,8175,8177,8179],{"plan":1373,"price":8173,"seats":126,"notes":8174},"$0\u002F月","限额 checkpoint、公共 repl、试用 Agent",{"plan":1308,"price":7234,"seats":126,"notes":8176},"含基础 effort credits，私有项目，部署 \u002F 数据库",{"plan":1402,"price":7837,"seats":1187,"notes":8178},"共享 workspace、池化 credits、角色权限",{"plan":171,"price":174,"seats":1180,"notes":8180},"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",[8183,8185],{"name":8184,"url":5094},"Claude Code 入门",{"name":8186,"url":8187},"AI 自动化部署 Playbook","\u002Fplaybook\u002Fdeploy\u002Fai-auto-deploy",{"power":568,"ux":568,"price":506,"cn_support":506,"stability":569},{"title":6692,"description":8152},[8191,8193,8195,8197],{"name":8192,"url":8116,"accessed":575},"AgentsDB — Replit Agent 3 autonomy",{"name":8194,"url":8123,"accessed":575},"WhatAI — Replit Agent 2026 review",{"name":8196,"url":8130,"accessed":575},"Serenities — Replit Agent 2026 verdict",{"name":8198,"url":8137,"accessed":575},"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）",[7050,7051,8202,8203,1747,8170],"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":8208,"title":8209,"alternatives":8210,"api_compatible":22,"body":8216,"category":6977,"chinese_friendly":509,"cover":8683,"description":8684,"domestic":522,"extension":523,"faq":8685,"free":522,"github":22,"languages":8698,"meta":8699,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":8700,"pillar":542,"platforms":8701,"priceTable":8703,"pricing":8715,"published":559,"relatedPlaybooks":8716,"relatedReviews":22,"score":8720,"self_host":522,"seo":8721,"slug":8722,"sources":8723,"stem":8732,"suitable":22,"tagline":8733,"tags":8734,"updated":575,"verdict":8740,"website":8741,"__hash__":8742},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Ftempo.md","Tempo",[8211,8212,8213,8214],{"name":7738,"url":7007},{"name":7740,"url":7692},{"name":6927,"url":7742},{"name":8215,"url":8168},"replit-agent",{"type":24,"value":8217,"toc":8671},[8218,8220,8223,8226,8228,8283,8285,8303,8308,8312,8316,8336,8340,8363,8365,8388,8390,8532,8534,8584,8586,8618,8620,8639,8641],[27,8219,30],{"id":29},[32,8221,8222],{},"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。",[32,8224,8225],{},"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）。",[27,8227,2278],{"id":2278},[190,8229,8230,8236,8242,8248,8254,8260,8266,8272,8278],{},[53,8231,8232,8235],{},[36,8233,8234],{},"多 agent 规划","：先出 user-flow 图（页面 \u002F 状态 \u002F 数据流）→ 确认 → 写代码",[53,8237,8238,8241],{},[36,8239,8240],{},"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",[53,8243,8244,8247],{},[36,8245,8246],{},"GitHub PR 推送","：一键开 PR，沿用团队 review 流程",[53,8249,8250,8253],{},[36,8251,8252],{},"MCP App Store","：Stripe \u002F Resend \u002F Clerk \u002F OpenAI agent \u002F 消息一键集成",[53,8255,8256,8259],{},[36,8257,8258],{},"Figma 导入","：设计稿 → React + Tailwind",[53,8261,8262,8265],{},[36,8263,8264],{},"shadcn \u002F Tailwind 内置","：组件库一等公民",[53,8267,8268,8271],{},[36,8269,8270],{},"多端","：Web + macOS（含 Intel）+ Windows + Linux 客户端",[53,8273,8274,8277],{},[36,8275,8276],{},"flat-rate message credits","：不按 token，预算可预测",[53,8279,8280],{},[36,8281,8282],{},"实时预览 + 协作",[27,8284,97],{"id":97},[190,8286,8287,8292,8297],{},[53,8288,8289,8291],{},[36,8290,1373],{},"：$0，有限 credits，验证够用",[53,8293,8294,8296],{},[36,8295,1383],{},"：~$30\u002F月，flat-rate message credits + 全 AI + 完整代码导出",[53,8298,8299,8302],{},[36,8300,8301],{},"Agent+","：$4,500\u002F月，AI + 人工设计 review + code 审计",[2357,8304,8305],{},[32,8306,8307],{},"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。",[27,8309,8311],{"id":8310},"实测solo-founder-react-tailwind-产品","实测（solo founder \u002F React + Tailwind 产品）",[32,8313,8314],{},[36,8315,2370],{},[190,8317,8318,8321,8324,8327,8330,8333],{},[53,8319,8320],{},"user-flow 规划阶段帮 think before code，避免改了三次还偏",[53,8322,8323],{},"编辑真 React 体验比 Figma → 切图工作流流畅 10 倍",[53,8325,8326],{},"GitHub PR 让生成代码进入正常 review 流程，不像 Bolt 那种黑盒",[53,8328,8329],{},"MCP App Store 加 Stripe + Auth 一晚上跑通",[53,8331,8332],{},"flat-rate credits 比 token-based 容易预算",[53,8334,8335],{},"shadcn \u002F Tailwind 输出代码干净，老工程师不抗拒",[32,8337,8338],{},[36,8339,2395],{},[190,8341,8342,8345,8348,8351,8354,8357,8360],{},[53,8343,8344],{},"React-only 是真硬性约束，stack 不匹配就别尝试",[53,8346,8347],{},"复杂业务逻辑（多角色权限 \u002F 工作流引擎）AI 规划深度不够",[53,8349,8350],{},"自定义 design system 不强，team brand 落地要手动",[53,8352,8353],{},"中文 UI \u002F 文档弱，prompt 用英文最佳",[53,8355,8356],{},"Agent+ $4,500\u002F月对个人 \u002F 早期团队明显过位",[53,8358,8359],{},"偶尔 multi-agent 阶段卡顿，要重试",[53,8361,8362],{},"数据持久化 \u002F 后端 API 仍要自己接（Tempo 主攻前端）",[27,8364,258],{"id":258},[50,8366,8367,8370,8373,8376,8379,8382,8385],{},[53,8368,8369],{},"tempo.new → 注册（GitHub \u002F Google）→ 下客户端或用 Web",[53,8371,8372],{},"新建项目 → 写需求 prompt（含 user-flow 偏好）",[53,8374,8375],{},"multi-agent 出 user-flow 图 → 审阅 \u002F 改 → 确认",[53,8377,8378],{},"自动生成 React + Tailwind + shadcn 代码",[53,8380,8381],{},"可视化编辑器调样式 \u002F 布局，AI prompt 调逻辑",[53,8383,8384],{},"MCP App Store 加 Stripe \u002F Clerk \u002F Resend",[53,8386,8387],{},"GitHub 连接 → 一键 PR → 团队 review → merge",[27,8389,2595],{"id":2595},[83,8391,8392,8406],{},[86,8393,8394],{},[89,8395,8396,8398,8400,8402,8404],{},[92,8397,295],{},[92,8399,8209],{},[92,8401,6422],{},[92,8403,6686],{},[92,8405,6927],{},[108,8407,8408,8423,8436,8450,8464,8476,8489,8503,8517],{},[89,8409,8410,8412,8415,8418,8420],{},[113,8411,950],{},[113,8413,8414],{},"React-first builder",[113,8416,8417],{},"全栈 prompt-to-app",[113,8419,8417],{},[113,8421,8422],{},"UI 组件生成",[89,8424,8425,8427,8430,8432,8434],{},[113,8426,8234],{},[113,8428,8429],{},"✅ user-flow 图",[113,8431,354],{},[113,8433,354],{},[113,8435,4124],{},[89,8437,8438,8441,8444,8446,8448],{},[113,8439,8440],{},"可视化编辑真代码",[113,8442,8443],{},"✅ React",[113,8445,4124],{},[113,8447,4124],{},[113,8449,4124],{},[89,8451,8452,8455,8458,8460,8462],{},[113,8453,8454],{},"GitHub PR",[113,8456,8457],{},"✅ 一键",[113,8459,351],{},[113,8461,351],{},[113,8463,351],{},[89,8465,8466,8468,8470,8472,8474],{},[113,8467,8252],{},[113,8469,351],{},[113,8471,4124],{},[113,8473,4124],{},[113,8475,4124],{},[89,8477,8478,8480,8482,8484,8486],{},[113,8479,7167],{},[113,8481,7170],{},[113,8483,7173],{},[113,8485,7173],{},[113,8487,8488],{},"React (shadcn)",[89,8490,8491,8494,8497,8499,8501],{},[113,8492,8493],{},"代码导出",[113,8495,8496],{},"✅ Pro+",[113,8498,351],{},[113,8500,351],{},[113,8502,351],{},[89,8504,8505,8507,8510,8513,8515],{},[113,8506,6190],{},[113,8508,8509],{},"$30\u002Fmo",[113,8511,8512],{},"$20\u002Fmo",[113,8514,8512],{},[113,8516,8512],{},[89,8518,8519,8521,8524,8527,8529],{},[113,8520,685],{},[113,8522,8523],{},"React 开发者 + 早期团队",[113,8525,8526],{},"full-stack 快速验证",[113,8528,8526],{},[113,8530,8531],{},"UI 组件",[27,8533,393],{"id":393},[190,8535,8536,8542,8548,8554,8560,8566,8572,8578],{},[53,8537,8538,8541],{},[36,8539,8540],{},"stack 必须是 React","：Vue \u002F Svelte \u002F Solid 走别处，不要硬塞",[53,8543,8544,8547],{},[36,8545,8546],{},"复杂业务逻辑分多 prompt","：一次喂太大 user-flow agent 会丢细节",[53,8549,8550,8553],{},[36,8551,8552],{},"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",[53,8555,8556,8559],{},[36,8557,8558],{},"Pro 配额监控","：复杂项目 flat-rate 也会用尽，要看 dashboard",[53,8561,8562,8565],{},[36,8563,8564],{},"Agent+ 不要冲动","：$4,500\u002F月是给设计公司，先 Pro 跑两月看 ROI",[53,8567,8568,8571],{},[36,8569,8570],{},"GitHub PR 别盲 merge","：AI 生成的 React 偶有 anti-pattern（useEffect 滥用 \u002F 多余 state），人工 review",[53,8573,8574,8577],{},[36,8575,8576],{},"多 agent 卡顿","：失败重试 \u002F 简化 prompt，避免一次喂太多需求",[53,8579,8580,8583],{},[36,8581,8582],{},"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",[27,8585,429],{"id":428},[190,8587,8588,8591,8594,8597,8600,8603,8606,8609,8612,8615],{},[53,8589,8590],{},"✅ React 栈 solo \u002F 早期团队",[53,8592,8593],{},"✅ 中等复杂度产品（多页 + 简单业务逻辑）",[53,8595,8596],{},"✅ 设计师 + 前端协作（可视化 + 真代码）",[53,8598,8599],{},"✅ 需要 GitHub PR-friendly 流程",[53,8601,8602],{},"✅ flat-rate 预算偏好",[53,8604,8605],{},"❌ Vue \u002F Svelte \u002F Solid 栈",[53,8607,8608],{},"❌ 纯 landing page（Framer \u002F Webflow 更快）",[53,8610,8611],{},"❌ 纯后端 \u002F API",[53,8613,8614],{},"❌ 极复杂业务（多角色 \u002F 工作流引擎）",[53,8616,8617],{},"❌ 预算极紧（Free 不够，Pro 是底线）",[27,8619,452],{"id":452},[190,8621,8622,8626,8630,8634],{},[53,8623,8624],{},[458,8625,8091],{"href":7007},[53,8627,8628],{},[458,8629,8096],{"href":7692},[53,8631,8632],{},[458,8633,8101],{"href":7742},[53,8635,8636],{},[458,8637,8638],{"href":8168},"Replit Agent 评测",[27,8640,479],{"id":479},[50,8642,8643,8650,8657,8664],{},[53,8644,8645,8646],{},"Tempo 官网（产品定位 + 真 React 编辑）",[458,8647,8648],{"href":8648,"rel":8649},"https:\u002F\u002Fwww.tempo.new\u002F",[489],[53,8651,8652,8653],{},"VibeCoding — Tempo Review 2026（多 agent \u002F Agent+ $4,500 \u002F MCP App Store）",[458,8654,8655],{"href":8655,"rel":8656},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Ftempo-review",[489],[53,8658,8659,8660],{},"AI Tools Mentor — Tempo Pricing & Specs（Free \u002F Pro $30）",[458,8661,8662],{"href":8662,"rel":8663},"https:\u002F\u002Fwww.aitoolsmentor.com\u002Ftool\u002Ftempo",[489],[53,8665,8666,8667],{},"TheseAITools — Tempo Labs 功能 \u002F 用例 ",[458,8668,8669],{"href":8669,"rel":8670},"https:\u002F\u002Ftheseaitools.com\u002Ftools\u002Ftempo-labs",[489],{"title":505,"searchDepth":506,"depth":506,"links":8672},[8673,8674,8675,8676,8677,8678,8679,8680,8681,8682],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":8310,"depth":509,"text":8311},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[8686,8689,8692,8695],{"q":8687,"a":8688},"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":8690,"a":8691},"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":8693,"a":8694},"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":8696,"a":8697},"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。",[538],{},"\u002Ftools\u002Fcoding\u002Fbuilder\u002Ftempo",[7009,8702,5081,5080],"macos",[8704,8707,8711],{"plan":1373,"price":1179,"features":8705,"notes":8706},"基础访问 + 有限 message credits + 小项目验证","试水 \u002F hobby",{"plan":1383,"price":8708,"features":8709,"notes":8710},"~$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":8301,"price":8712,"features":8713,"notes":8714},"$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）",[8717],{"name":8718,"url":8719},"v0 + Cursor 全流程","\u002Fplaybook\u002Fonboarding\u002Fv0-cursor-workflow",{"power":569,"ux":568,"price":506,"cn_support":509,"stability":569},{"title":8209,"description":8684},"coding\u002Fbuilder\u002Ftempo",[8724,8726,8728,8730],{"name":8725,"url":8648,"accessed":575},"Tempo 官网",{"name":8727,"url":8655,"accessed":575},"VibeCoding — Tempo Review 2026（多 agent \u002F Agent+ 定价）",{"name":8729,"url":8662,"accessed":575},"AI Tools Mentor — Tempo Pricing & Specs",{"name":8731,"url":8669,"accessed":575},"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",[8735,8736,8737,8738,8739,7730,2246],"react","app-builder","vibe-coding","multi-agent","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":8744,"title":6927,"alternatives":8745,"api_compatible":22,"body":8749,"category":6977,"chinese_friendly":506,"cover":9166,"description":9167,"domestic":522,"extension":523,"faq":9168,"free":522,"github":22,"languages":9181,"meta":9182,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":7742,"pillar":542,"platforms":9183,"priceTable":9184,"pricing":9195,"published":559,"relatedPlaybooks":9196,"relatedReviews":22,"score":9202,"self_host":522,"seo":9203,"slug":6425,"sources":9204,"stem":9211,"suitable":22,"tagline":9212,"tags":9213,"updated":575,"verdict":9219,"website":8758,"__hash__":9220},"tools\u002Ftools\u002Fcoding\u002Fbuilder\u002Fv0.md",[8746,8747,8748],{"name":7738,"url":7007},{"name":7740,"url":7692},{"name":8215,"url":8168},{"type":24,"value":8750,"toc":9154},[8751,8753,8762,8765,8767,8774,8777,8803,8807,8889,8892,8899,8903,8907,8918,8922,8936,8938,8958,8960,9055,9057,9092,9094,9108,9110,9129,9131],[27,8752,30],{"id":29},[32,8754,8755,8756,8761],{},"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 ",[458,8757,8760],{"href":8758,"rel":8759},"https:\u002F\u002Fv0.app",[489],"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。",[32,8763,8764],{},"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。",[27,8766,45],{"id":45},[32,8768,8769,8770,8773],{},"v0 不是 IDE 也不是「全栈一句话出 SaaS」类工具，它专注做一件事：",[36,8771,8772],{},"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。",[32,8775,8776],{},"2026 年的 v0 已不是单组件玩具：",[190,8778,8779,8785,8791,8797],{},[53,8780,8781,8784],{},[36,8782,8783],{},"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",[53,8786,8787,8790],{},[36,8788,8789],{},"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",[53,8792,8793,8796],{},[36,8794,8795],{},"Git\u002F部署","：内置项目管理 + 一键 deploy 到 Vercel，Premium 起可导出到 GitHub",[53,8798,8799,8802],{},[36,8800,8801],{},"图像理解","：丢一张设计稿\u002F截图，直接给你 pixel-perfect 的 shadcn 实现",[27,8804,8806],{"id":8805},"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）",[83,8808,8809,8822],{},[86,8810,8811],{},[89,8812,8813,8815,8817,8820],{},[92,8814,94],{},[92,8816,97],{},[92,8818,8819],{},"月度 credits",[92,8821,1299],{},[108,8823,8824,8836,8853,8866,8878],{},[89,8825,8826,8828,8830,8833],{},[113,8827,1373],{},[113,8829,1179],{},[113,8831,8832],{},"$5",[113,8834,8835],{},"200 项目、带水印、public only",[89,8837,8838,8843,8847,8850],{},[113,8839,8840],{},[36,8841,8842],{},"Premium",[113,8844,8845],{},[36,8846,120],{},[113,8848,8849],{},"$20",[113,8851,8852],{},"自定义域名、私有项目、GitHub 导出",[89,8854,8855,8857,8860,8863],{},[113,8856,1325],{},[113,8858,8859],{},"$30\u002F席\u002F月",[113,8861,8862],{},"$30\u002F席",[113,8864,8865],{},"共享 workspace、池化 credits、年付约 8 折",[89,8867,8868,8870,8873,8875],{},[113,8869,7245],{},[113,8871,8872],{},"$100\u002F席\u002F月",[113,8874,8862],{},[113,8876,8877],{},"SOC 2、私有部署增强、合规审计",[89,8879,8880,8882,8884,8886],{},[113,8881,171],{},[113,8883,174],{},[113,8885,174],{},[113,8887,8888],{},"SSO\u002FSAML、专属支持",[32,8890,8891],{},"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。",[32,8893,8894,8895,8898],{},"注意 ",[36,8896,8897],{},"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。",[27,8900,8902],{"id":8901},"实测一周高强度试用观察","实测（一周高强度试用观察）",[32,8904,8905,219],{},[36,8906,743],{},[190,8908,8909,8912,8915],{},[53,8910,8911],{},"shadcn 代码质量明显高一档，几乎可以 copy 进生产代码库",[53,8913,8914],{},"图像 → 代码的还原度是同类第一（实测一张 Figma 截图 → 90% 还原）",[53,8916,8917],{},"多页生成的路由结构 \u002F loading state \u002F a11y 标签都按 Next.js 13+ 规范写",[32,8919,8920,219],{},[36,8921,238],{},[190,8923,8924,8927,8930,8933],{},[53,8925,8926],{},"不擅长后端：写 API route 经常瞎编 Prisma schema 或调错 SDK",[53,8928,8929],{},"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",[53,8931,8932],{},"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」",[53,8934,8935],{},"v0.dev → v0.app 迁移期，部分老链接 redirect 异常",[27,8937,258],{"id":258},[50,8939,8940,8943,8946,8949,8952],{},[53,8941,8942],{},"v0.app 注册（GitHub OAuth 最快），自动给 Free $5 credits",[53,8944,8945],{},"用一句话或截图描述 UI，选 Mini\u002FPro\u002FMax 模型档位",[53,8947,8948],{},"在 chat 里迭代修改，preview 实时更新",[53,8950,8951],{},"满意后 → GitHub 导出（需 Premium）或一键 Vercel deploy",[53,8953,8954,8955],{},"拷贝代码进现有项目——shadcn 组件可直接进 ",[280,8956,8957],{},"components\u002Fui\u002F",[27,8959,286],{"id":286},[83,8961,8962,8976],{},[86,8963,8964],{},[89,8965,8966,8968,8970,8972,8974],{},[92,8967,295],{},[92,8969,6927],{},[92,8971,6422],{},[92,8973,6686],{},[92,8975,6692],{},[108,8977,8978,8995,9012,9028,9042],{},[89,8979,8980,8983,8986,8989,8992],{},[113,8981,8982],{},"强项",[113,8984,8985],{},"组件 \u002F UI 还原",[113,8987,8988],{},"全栈应用 + WebContainer",[113,8990,8991],{},"全栈 + 数据库 + Auth",[113,8993,8994],{},"浏览器 IDE + 部署",[89,8996,8997,9000,9003,9006,9009],{},[113,8998,8999],{},"输出代码",[113,9001,9002],{},"Next.js + shadcn",[113,9004,9005],{},"Vite \u002F Next",[113,9007,9008],{},"Vite + Supabase",[113,9010,9011],{},"任意 stack",[89,9013,9014,9016,9019,9022,9025],{},[113,9015,1515],{},[113,9017,9018],{},"$20\u002F月 + Vercel",[113,9020,9021],{},"$20\u002F月 token",[113,9023,9024],{},"$25\u002F月 credits",[113,9026,9027],{},"Core $25\u002F月",[89,9029,9030,9032,9034,9036,9039],{},[113,9031,6748],{},[113,9033,1549],{},[113,9035,1558],{},[113,9037,9038],{},"强（Supabase 集成）",[113,9040,9041],{},"强",[89,9043,9044,9047,9049,9051,9053],{},[113,9045,9046],{},"Vercel 集成",[113,9048,4230],{},[113,9050,8022],{},[113,9052,8022],{},[113,9054,8022],{},[27,9056,393],{"id":393},[190,9058,9059,9065,9071,9077,9083],{},[53,9060,9061,9064],{},[36,9062,9063],{},"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",[53,9066,9067,9070],{},[36,9068,9069],{},"Free 水印过不了客户验收","：演示前一定升 Premium 或自建部署",[53,9072,9073,9076],{},[36,9074,9075],{},"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",[53,9078,9079,9082],{},[36,9080,9081],{},"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",[53,9084,9085,9088,9089],{},[36,9086,9087],{},"shadcn 版本要对齐","：v0 用最新版 shadcn，旧项目导入前先 ",[280,9090,9091],{},"npx shadcn@latest init",[27,9093,429],{"id":428},[190,9095,9096,9099,9102,9105],{},[53,9097,9098],{},"✅ 前端工程师做组件、营销页、控制台 \u002F dashboard、设计稿落地",[53,9100,9101],{},"✅ 已经用 Next.js + Vercel + shadcn 技术栈的团队",[53,9103,9104],{},"❌ 想要「一句话出完整 SaaS」——选 Lovable \u002F Bolt",[53,9106,9107],{},"❌ 不用 React 的团队（Vue \u002F Svelte 党）",[27,9109,452],{"id":452},[190,9111,9112,9116,9120,9124],{},[53,9113,9114],{},[458,9115,8091],{"href":7007},[53,9117,9118],{},[458,9119,8096],{"href":7692},[53,9121,9122],{},[458,9123,8638],{"href":8168},[53,9125,9126,9128],{},[458,9127,465],{"href":16},"（写后端搭配 v0）",[27,9130,479],{"id":479},[50,9132,9133,9140,9147],{},[53,9134,9135,9136],{},"nocode.mba — V0 Pricing 2026（2026-03-02）",[458,9137,9138],{"href":9138,"rel":9139},"https:\u002F\u002Fwww.nocode.mba\u002Farticles\u002Fv0-pricing",[489],[53,9141,9142,9143],{},"automationatlas — v0 Pricing Explained 2026（2026-05-06）",[458,9144,9145],{"href":9145,"rel":9146},"https:\u002F\u002Fautomationatlas.io\u002Fanswers\u002Fv0-pricing-explained-2026",[489],[53,9148,9149,9150],{},"nxcode — v0 Complete Guide 2026（2026-03）",[458,9151,9152],{"href":9152,"rel":9153},"https:\u002F\u002Fwww.nxcode.io\u002Fresources\u002Fnews\u002Fv0-by-vercel-complete-guide-2026",[489],{"title":505,"searchDepth":506,"depth":506,"links":9155},[9156,9157,9158,9159,9160,9161,9162,9163,9164,9165],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":8805,"depth":509,"text":8806},{"id":8901,"depth":509,"text":8902},{"id":258,"depth":509,"text":258},{"id":286,"depth":509,"text":286},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[9169,9172,9175,9178],{"q":9170,"a":9171},"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":9173,"a":9174},"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":9176,"a":9177},"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":9179,"a":9180},"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。",[538],{},[7009],[9185,9187,9189,9191,9193],{"plan":1373,"price":8173,"seats":126,"notes":9186},"$5 credits\u002F月，200 项目上限，带水印部署",{"plan":8842,"price":120,"seats":126,"notes":9188},"$20 credits\u002F月，自定义域名，GitHub 导出",{"plan":1325,"price":8859,"seats":1187,"notes":9190},"$30 credits\u002F席，共享工作区，年付约 8 折",{"plan":7245,"price":8872,"seats":1187,"notes":9192},"私有项目、SOC 2、增强隔离",{"plan":171,"price":174,"seats":1180,"notes":9194},"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",[9197,9200],{"name":9198,"url":9199},"Cursor MCP 深度集成","\u002Fplaybook\u002Fonboarding\u002Fcursor-mcp-deep-integration",{"name":9201,"url":2940},"RAG Pipeline 搭建实战",{"power":569,"ux":568,"price":506,"cn_support":506,"stability":569},{"title":6927,"description":9167},[9205,9207,9209],{"name":9206,"url":9138,"accessed":575},"nocode.mba — V0 Pricing 2026",{"name":9208,"url":9145,"accessed":575},"automationatlas — v0 pricing",{"name":9210,"url":9152,"accessed":575},"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",[9214,8735,9215,9216,9217,7052,9218],"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":9222,"title":943,"alternatives":9223,"api_compatible":22,"body":9227,"category":546,"chinese_friendly":506,"cover":10163,"description":10164,"domestic":522,"extension":523,"faq":22,"free":522,"github":9652,"languages":10165,"meta":10166,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":599,"pillar":542,"platforms":10167,"priceTable":22,"pricing":10168,"published":10169,"relatedPlaybooks":22,"relatedReviews":22,"score":10170,"self_host":540,"seo":10171,"slug":10172,"sources":10173,"stem":10186,"suitable":22,"tagline":10187,"tags":10188,"updated":575,"verdict":10191,"website":10096,"__hash__":10192},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[9224,9225,9226],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcodex","coding\u002Fcli\u002Fcline",{"type":24,"value":9228,"toc":10146},[9229,9231,9254,9259,9262,9266,9269,9305,9309,9317,9337,9340,9382,9387,9390,9398,9473,9476,9480,9483,9485,9639,9642,9687,9699,9702,9740,9743,9875,9880,9902,9904,10001,10003,10006,10031,10034,10048,10050,10088,10090,10137,10143],[27,9230,30],{"id":29},[6432,9232,9234,9243],{"className":9233},[6435,6436,6437],[32,9235,9236,9238,9239,9242],{},[36,9237,6442],{}," 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 ",[280,9240,9241],{},"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。",[32,9244,9245,9246,9249,9250,9253],{},"代价是",[36,9247,9248],{},"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 ",[458,9251,307],{"href":9252},"\u002Fcoding\u002Fcli\u002Fclaude-code.html"," 用户都觉得\"为啥不直接 aider\"。",[2357,9255,9256],{},[32,9257,9258],{},"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。",[27,9260,9261],{"id":9261},"核心特性",[6615,9263,9265],{"id":9264},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[32,9267,9268],{},"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：",[190,9270,9271,9282,9292,9302],{},[53,9272,9273,9274,9277,9278,9281],{},"每次对话改完代码，自动 ",[280,9275,9276],{},"git add"," + ",[280,9279,9280],{},"git commit","，commit message 由 weak-model 生成",[53,9283,9284,9285,9288,9289],{},"想撤回上一步：",[280,9286,9287],{},"\u002Fundo"," 或者直接 ",[280,9290,9291],{},"git reset",[53,9293,9294,9295,9298,9299,9301],{},"改坏了想从分叉点重来：",[280,9296,9297],{},"git checkout \u003Chash>"," 后继续 ",[280,9300,598],{},"，对话上下文还在",[53,9303,9304],{},"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",[6615,9306,9308],{"id":9307},"architect-模式两个模型分工","Architect 模式：两个模型分工",[32,9310,9311,9312,219],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[458,9313,9316],{"href":9314,"rel":9315},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[489],"官方 modes 文档",[190,9318,9319,9325,9331],{},[53,9320,9321,9324],{},[280,9322,9323],{},"--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",[53,9326,9327,9330],{},[280,9328,9329],{},"--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",[53,9332,9333,9336],{},[280,9334,9335],{},"--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",[32,9338,9339],{},"启动示例：",[801,9341,9343],{"className":2423,"code":9342,"language":2425,"meta":505,"style":505},"aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n",[280,9344,9345,9354,9364,9374],{"__ignoreMap":505},[809,9346,9347,9349,9352],{"class":811,"line":812},[809,9348,598],{"class":2432},[809,9350,9351],{"class":821}," --architect",[809,9353,4018],{"class":821},[809,9355,9356,9359,9362],{"class":811,"line":509},[809,9357,9358],{"class":821},"  --model",[809,9360,9361],{"class":836}," deepseek\u002Fdeepseek-reasoner",[809,9363,4018],{"class":821},[809,9365,9366,9369,9372],{"class":811,"line":506},[809,9367,9368],{"class":821},"  --editor-model",[809,9370,9371],{"class":836}," claude-3-5-sonnet-20241022",[809,9373,4018],{"class":821},[809,9375,9376,9379],{"class":811,"line":569},[809,9377,9378],{"class":821},"  --weak-model",[809,9380,9381],{"class":836}," gpt-4o-mini\n",[2357,9383,9384],{},[32,9385,9386],{},"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。",[6615,9388,9389],{"id":9389},"几乎能接所有模型",[32,9391,9392,9397],{},[458,9393,9396],{"href":9394,"rel":9395},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[489],"Aider 官方推荐"," 的\"最佳模型清单\"：",[83,9399,9400,9413],{},[86,9401,9402],{},[89,9403,9404,9407,9410],{},[92,9405,9406],{},"厂商",[92,9408,9409],{},"推荐模型",[92,9411,9412],{},"备注",[108,9414,9415,9426,9437,9448,9463],{},[89,9416,9417,9420,9423],{},[113,9418,9419],{},"Anthropic",[113,9421,9422],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[113,9424,9425],{},"编辑能力最稳",[89,9427,9428,9431,9434],{},[113,9429,9430],{},"Google",[113,9432,9433],{},"Gemini 2.5 Pro",[113,9435,9436],{},"超长上下文",[89,9438,9439,9442,9445],{},[113,9440,9441],{},"DeepSeek",[113,9443,9444],{},"R1 + V3",[113,9446,9447],{},"性价比之王",[89,9449,9450,9453,9460],{},[113,9451,9452],{},"OpenAI",[113,9454,9455,9456],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[458,9457,9459],{"href":9458},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[113,9461,9462],{},"reasoning 路径",[89,9464,9465,9467,9470],{},[113,9466,1574],{},[113,9468,9469],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[113,9471,9472],{},"完全离线",[32,9474,9475],{},"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。",[6615,9477,9479],{"id":9478},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[32,9481,9482],{},"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。",[27,9484,6662],{"id":6661},[801,9486,9488],{"className":2423,"code":9487,"language":2425,"meta":505,"style":505},"# 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",[280,9489,9490,9495,9519,9523,9528,9535,9539,9544,9557,9569,9580,9584,9589,9594,9598,9603,9613,9622,9626,9631],{"__ignoreMap":505},[809,9491,9492],{"class":811,"line":812},[809,9493,9494],{"class":2568},"# 1. 安装（要 Python 3.9+）\n",[809,9496,9497,9499,9502,9505,9507,9510,9513,9516],{"class":811,"line":509},[809,9498,2444],{"class":2432},[809,9500,9501],{"class":821}," -m",[809,9503,9504],{"class":836}," pip",[809,9506,2436],{"class":836},[809,9508,9509],{"class":821}," -U",[809,9511,9512],{"class":821}," --upgrade-strategy",[809,9514,9515],{"class":836}," only-if-needed",[809,9517,9518],{"class":836}," aider-chat\n",[809,9520,9521],{"class":811,"line":506},[809,9522,2466],{"emptyLinePlaceholder":540},[809,9524,9525],{"class":811,"line":569},[809,9526,9527],{"class":2568},"# 2. 进入 git 仓库\n",[809,9529,9530,9532],{"class":811,"line":568},[809,9531,3298],{"class":821},[809,9533,9534],{"class":836}," your-project\n",[809,9536,9537],{"class":811,"line":867},[809,9538,2466],{"emptyLinePlaceholder":540},[809,9540,9541],{"class":811,"line":5},[809,9542,9543],{"class":2568},"# 3. 设置 API key（任选其一）\n",[809,9545,9546,9549,9552,9554],{"class":811,"line":890},[809,9547,9548],{"class":2451},"export",[809,9550,9551],{"class":815}," ANTHROPIC_API_KEY",[809,9553,2474],{"class":2451},[809,9555,9556],{"class":815},"sk-ant-...\n",[809,9558,9559,9561,9564,9566],{"class":811,"line":896},[809,9560,9548],{"class":2451},[809,9562,9563],{"class":815}," DEEPSEEK_API_KEY",[809,9565,2474],{"class":2451},[809,9567,9568],{"class":815},"sk-...\n",[809,9570,9571,9573,9576,9578],{"class":811,"line":2554},[809,9572,9548],{"class":2451},[809,9574,9575],{"class":815}," OPENAI_API_KEY",[809,9577,2474],{"class":2451},[809,9579,9568],{"class":815},[809,9581,9582],{"class":811,"line":2560},[809,9583,2466],{"emptyLinePlaceholder":540},[809,9585,9586],{"class":811,"line":2565},[809,9587,9588],{"class":2568},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[809,9590,9591],{"class":811,"line":2572},[809,9592,9593],{"class":2432},"aider\n",[809,9595,9596],{"class":811,"line":2578},[809,9597,2466],{"emptyLinePlaceholder":540},[809,9599,9600],{"class":811,"line":2583},[809,9601,9602],{"class":2568},"# 或指定模型\n",[809,9604,9605,9607,9610],{"class":811,"line":2589},[809,9606,598],{"class":2432},[809,9608,9609],{"class":821}," --model",[809,9611,9612],{"class":836}," deepseek\u002Fdeepseek-chat\n",[809,9614,9615,9617,9619],{"class":811,"line":4062},[809,9616,598],{"class":2432},[809,9618,9609],{"class":821},[809,9620,9621],{"class":836}," claude-3-5-sonnet-20241022\n",[809,9623,9624],{"class":811,"line":4072},[809,9625,2466],{"emptyLinePlaceholder":540},[809,9627,9628],{"class":811,"line":6027},[809,9629,9630],{"class":2568},"# 5. 在 aider 里直接用自然语言下指令\n",[809,9632,9633,9636],{"class":811,"line":6032},[809,9634,9635],{"class":2451},">",[809,9637,9638],{"class":815}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[27,9640,9641],{"id":9641},"价格与运行成本",[190,9643,9644,9656,9670],{},[53,9645,9646,9649,9650,9655],{},[36,9647,9648],{},"Aider 本体","：开源免费（",[458,9651,9654],{"href":9652,"rel":9653},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[489],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[53,9657,9658,9661,9662,649,9665,9669],{},[36,9659,9660],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[458,9663,301],{"href":9664},"\u002Fcoding\u002Fide\u002Fcursor.html",[458,9666,9668],{"href":9667},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf"," 最大的商业模式差异",[53,9671,9672,9673],{},"单次会话典型消耗：\n",[190,9674,9675,9678,9681],{},[53,9676,9677],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[53,9679,9680],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[53,9682,9683,9684,9686],{},"用 ",[458,9685,9459],{"href":9458}," reasoning：根据推理深度，可能到 $3-8",[32,9688,9689,9690,9277,9694,9698],{},"走 ",[458,9691,9693],{"href":9692},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[458,9695,9697],{"href":9314,"rel":9696},[489],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[27,9700,9701],{"id":9701},"国内使用注意事项",[50,9703,9704,9713,9719,9734],{},[53,9705,9706,9709,9710],{},[36,9707,9708],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[280,9711,9712],{},"HTTPS_PROXY",[53,9714,9715,9718],{},[36,9716,9717],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[53,9720,9721,9724,9725,9728,9729,9733],{},[36,9722,9723],{},"支持自定义 base_url","：通过 ",[280,9726,9727],{},"OPENAI_API_BASE"," 环境变量接 ",[458,9730,9732],{"href":9731},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[53,9735,9736,9739],{},[36,9737,9738],{},"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",[27,9741,9742],{"id":9742},"与同类怎么选",[83,9744,9745,9768],{},[86,9746,9747],{},[89,9748,9749,9751,9753,9757,9763],{},[92,9750,295],{},[92,9752,943],{},[92,9754,9755],{},[458,9756,307],{"href":9252},[92,9758,9759],{},[458,9760,9762],{"href":9761},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[92,9764,9765],{},[458,9766,940],{"href":9767},"\u002Fcoding\u002Fcli\u002Fcline.html",[108,9769,9770,9782,9798,9814,9830,9844,9858],{},[89,9771,9772,9774,9776,9778,9780],{},[113,9773,967],{},[113,9775,351],{},[113,9777,357],{},[113,9779,357],{},[113,9781,351],{},[89,9783,9784,9787,9790,9793,9796],{},[113,9785,9786],{},"模型选择",[113,9788,9789],{},"任意",[113,9791,9792],{},"仅 Anthropic",[113,9794,9795],{},"仅 OpenAI",[113,9797,9789],{},[89,9799,9800,9803,9806,9809,9812],{},[113,9801,9802],{},"自带 API key",[113,9804,9805],{},"✅ 必须",[113,9807,9808],{},"可选（订阅替代）",[113,9810,9811],{},"可选",[113,9813,9805],{},[89,9815,9816,9819,9822,9825,9828],{},[113,9817,9818],{},"Git 集成",[113,9820,9821],{},"★★★★★",[113,9823,9824],{},"★★★☆☆",[113,9826,9827],{},"★★☆☆☆",[113,9829,9824],{},[89,9831,9832,9835,9838,9840,9842],{},[113,9833,9834],{},"学习曲线",[113,9836,9837],{},"★★★★☆ 陡",[113,9839,9827],{},[113,9841,9827],{},[113,9843,9824],{},[89,9845,9846,9849,9852,9854,9856],{},[113,9847,9848],{},"Architect 双模型",[113,9850,9851],{},"✅ 原生",[113,9853,357],{},[113,9855,357],{},[113,9857,357],{},[89,9859,9860,9863,9866,9869,9872],{},[113,9861,9862],{},"VS Code 集成",[113,9864,9865],{},"通过第三方插件",[113,9867,9868],{},"通过 Cursor 等",[113,9870,9871],{},"仅 CLI",[113,9873,9874],{},"★★★★★ 原生",[32,9876,9877,219],{},[36,9878,9879],{},"怎么选",[190,9881,9882,9885,9890,9895],{},[53,9883,9884],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[53,9886,9887,9888],{},"已经买 Claude Pro \u002F Max 订阅 → ",[458,9889,307],{"href":9252},[53,9891,9892,9893],{},"已经买 ChatGPT Plus \u002F Pro → ",[458,9894,9762],{"href":9761},[53,9896,9897,9898,649,9900],{},"习惯 VS Code 不想离开 GUI → ",[458,9899,940],{"href":9767},[458,9901,301],{"href":9664},[27,9903,6837],{"id":6837},[190,9905,9906,9919,9935,9954,9963,9979,9987],{},[53,9907,9908,9911,9912,9915,9916,9918],{},[36,9909,9910],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[280,9913,9914],{},"git init"," 后再用，否则 ",[280,9917,9287],{}," 不能用，自动 commit 也无意义。",[53,9920,9921,9927,9928,9930,9931,9934],{},[36,9922,9923,9926],{},[280,9924,9925],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[280,9929,652],{}," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[280,9932,9933],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[53,9936,9937,9940,9941,9946,9947,9950,9951,9953],{},[36,9938,9939],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[458,9942,9945],{"href":9943,"rel":9944},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[489],"#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 ",[280,9948,9949],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[280,9952,9949],{}," 组合。",[53,9955,9956,9962],{},[36,9957,9958,9961],{},[280,9959,9960],{},"--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。",[53,9964,9965,9968,9969,9972,9973,9978],{},[36,9966,9967],{},"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 ",[280,9970,9971],{},"num_ctx","（见 ",[458,9974,9977],{"href":9975,"rel":9976},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[489],"DeepSeek alternative providers 一文","）。",[53,9980,9981,9986],{},[36,9982,9983,9985],{},[280,9984,9329],{}," 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。",[53,9988,9989,9992,9993,9996,9997,10000],{},[36,9990,9991],{},"中文 commit message 默认不开","：可以 ",[280,9994,9995],{},"aider --commit-prompt \"...中文....\""," 或 ",[280,9998,9999],{},".aider.conf.yml"," 配置中改。",[27,10002,429],{"id":428},[32,10004,10005],{},"✅ 适合：",[190,10007,10008,10011,10014,10017,10020,10023],{},[53,10009,10010],{},"命令行重度用户、tmux \u002F Neovim 工作流",[53,10012,10013],{},"多模型试用 \u002F 比价场景（一行命令切换）",[53,10015,10016],{},"开源项目维护者（git 工作流原生融入）",[53,10018,10019],{},"想要完全离线（Ollama + 本地模型）",[53,10021,10022],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[53,10024,10025,10026,3762],{},"跨语言项目（",[458,10027,10030],{"href":10028,"rel":10029},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[489],"官方支持 100+ 语言",[32,10032,10033],{},"❌ 不适合：",[190,10035,10036,10039,10042,10045],{},[53,10037,10038],{},"习惯 GUI \u002F 不愿读命令行文档的人",[53,10040,10041],{},"想\"一键智能\"、不愿配置环境变量",[53,10043,10044],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[53,10046,10047],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[27,10049,452],{"id":452},[190,10051,10052,10061,10070,10081],{},[53,10053,10054,10055,649,10057,649,10059],{},"同类对比：",[458,10056,307],{"href":9252},[458,10058,9762],{"href":9761},[458,10060,940],{"href":9767},[53,10062,10063,10064,649,10068],{},"推理模型选择：",[458,10065,10067],{"href":10066},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[458,10069,9459],{"href":9458},[53,10071,10072,10073,649,10077],{},"协议生态：",[458,10074,10076],{"href":10075},"\u002Fwiki\u002Fmcp.html","MCP",[458,10078,10080],{"href":10079},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[53,10082,10083,10084],{},"工作流：",[458,10085,10087],{"href":10086},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[27,10089,479],{"id":479},[190,10091,10092,10098,10105,10111,10117,10123,10130],{},[53,10093,6937,10094],{},[458,10095,10096],{"href":10096,"rel":10097},"https:\u002F\u002Faider.chat",[489],[53,10099,10100,10101],{},"官方文档：",[458,10102,10103],{"href":10103,"rel":10104},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[489],[53,10106,10107,10108],{},"Chat Modes 文档：",[458,10109,9314],{"href":9314,"rel":10110},[489],[53,10112,10113,10114],{},"LLM 兼容列表：",[458,10115,9394],{"href":9394,"rel":10116},[489],[53,10118,10119,10120],{},"GitHub：",[458,10121,9652],{"href":9652,"rel":10122},[489],[53,10124,10125,10126],{},"发布历史：",[458,10127,10128],{"href":10128,"rel":10129},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[489],[53,10131,10132,10133],{},"PyPI：",[458,10134,10135],{"href":10135,"rel":10136},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[489],[32,10138,10139,10140,10142],{},"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 ",[458,10141,6959],{"href":6959}," 反馈。",[1140,10144,10145],{},"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":505,"searchDepth":506,"depth":506,"links":10147},[10148,10149,10155,10156,10157,10158,10159,10160,10161,10162],{"id":29,"depth":509,"text":30},{"id":9261,"depth":509,"text":9261,"children":10150},[10151,10152,10153,10154],{"id":9264,"depth":506,"text":9265},{"id":9307,"depth":506,"text":9308},{"id":9389,"depth":506,"text":9389},{"id":9478,"depth":506,"text":9479},{"id":6661,"depth":509,"text":6662},{"id":9641,"depth":509,"text":9641},{"id":9701,"depth":509,"text":9701},{"id":9742,"depth":509,"text":9742},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[1172,538],{},[5081,8702,5080],"开源免费 \u002F 自带 API key","2026-06-18",{"power":569,"ux":506,"price":568,"cn_support":506,"stability":568},{"title":943,"description":10164},"coding\u002Fcli\u002Faider",[10174,10176,10178,10180,10182,10184],{"title":10175,"url":10103},"Aider 官方文档",{"title":10177,"url":9314},"Aider Chat Modes 文档",{"title":10179,"url":9394},"Aider 支持的 LLM 列表",{"title":10181,"url":9652},"Aider GitHub 仓库",{"title":10183,"url":10128},"Aider Release History",{"title":10185,"url":10135},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[546,519,1212,10189,10190],"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":10194,"title":307,"alternatives":10195,"api_compatible":10196,"body":10198,"category":546,"chinese_friendly":506,"cover":11318,"description":11319,"domestic":522,"extension":523,"faq":22,"free":522,"github":11275,"languages":11320,"meta":11321,"models":11322,"navigation":540,"notSuitable":11326,"opensource":522,"path":19,"pillar":542,"platforms":11330,"priceTable":11331,"pricing":11350,"published":10169,"relatedPlaybooks":22,"relatedReviews":22,"score":11351,"self_host":522,"seo":11352,"slug":9224,"sources":11353,"stem":11364,"suitable":11365,"tagline":11371,"tags":11372,"updated":575,"verdict":11375,"website":11263,"__hash__":11376},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[9225,10172,9226],[10197],"anthropic",{"type":24,"value":10199,"toc":11301},[10200,10202,10225,10230,10232,10236,10246,10271,10274,10278,10286,10315,10324,10328,10331,10486,10504,10508,10517,10584,10587,10591,10605,10607,10622,10699,10702,10713,10721,10723,10869,10871,10910,10912,11059,11064,11078,11083,11103,11105,11201,11203,11255,11257,11293,11298],[27,10201,30],{"id":29},[6432,10203,10205,10214],{"className":10204},[6435,6436,6437],[32,10206,10207,10209,10210,10213],{},[36,10208,6442],{}," 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 ",[280,10211,10212],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[32,10215,10216,10217,10220,10221,10224],{},"最大价值是 ",[36,10218,10219],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[36,10222,10223],{},"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。",[2357,10226,10227],{},[32,10228,10229],{},"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。",[27,10231,9261],{"id":9261},[6615,10233,10235],{"id":10234},"终端原生的-agent-体验","终端原生的 Agent 体验",[32,10237,10238,10239,10242,10243,10245],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[36,10240,10241],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[280,10244,10212],{},"，就进入了一个能读你整个 codebase 的对话环境。",[801,10247,10249],{"className":2423,"code":10248,"language":2425,"meta":505,"style":505},"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",[280,10250,10251,10257,10264],{"__ignoreMap":505},[809,10252,10253,10255],{"class":811,"line":812},[809,10254,3298],{"class":821},[809,10256,9534],{"class":836},[809,10258,10259,10261],{"class":811,"line":509},[809,10260,10212],{"class":2432},[809,10262,10263],{"class":2568},"                          # 进入交互模式\n",[809,10265,10266,10268],{"class":811,"line":506},[809,10267,9635],{"class":2451},[809,10269,10270],{"class":815}," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[32,10272,10273],{},"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。",[6615,10275,10277],{"id":10276},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[32,10279,10280,10281,10285],{},"Claude Code 2.x 引入了 ",[458,10282,10284],{"href":10283},"\u002Fwiki\u002Fai-agent.html","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：",[801,10287,10289],{"className":2423,"code":10288,"language":2425,"meta":505,"style":505},"\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",[280,10290,10291,10299,10307],{"__ignoreMap":505},[809,10292,10293,10296],{"class":811,"line":812},[809,10294,10295],{"class":2432},"\u002Fagents",[809,10297,10298],{"class":2568},"              # 管理子代理\n",[809,10300,10301,10304],{"class":811,"line":509},[809,10302,10303],{"class":2432},"\u002Fbatch",[809,10305,10306],{"class":2568},"              # 把大改动拆成独立单元，每个跑在自己的 git worktree\n",[809,10308,10309,10312],{"class":811,"line":506},[809,10310,10311],{"class":2432},"\u002Ftasks",[809,10313,10314],{"class":2568},"              # 列出后台运行的子代理\n",[32,10316,10317,10318,10323],{},"据 ",[458,10319,10322],{"href":10320,"rel":10321},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[489],"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。",[6615,10325,10327],{"id":10326},"slash-命令生产力关键","Slash 命令（生产力关键）",[32,10329,10330],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[83,10332,10333,10343],{},[86,10334,10335],{},[89,10336,10337,10340],{},[92,10338,10339],{},"命令",[92,10341,10342],{},"用途",[108,10344,10345,10359,10369,10382,10392,10402,10412,10422,10432,10442,10452,10462,10472],{},[89,10346,10347,10352],{},[113,10348,10349],{},[280,10350,10351],{},"\u002Finit",[113,10353,10354,10355,10358],{},"第一次进入仓库时跑，生成 ",[280,10356,10357],{},"CLAUDE.md","（项目记忆）",[89,10360,10361,10366],{},[113,10362,10363],{},[280,10364,10365],{},"\u002Fmemory",[113,10367,10368],{},"编辑长期记忆",[89,10370,10371,10376],{},[113,10372,10373],{},[280,10374,10375],{},"\u002Fclear",[113,10377,10378,10379,3762],{},"清空当前对话，重新开始（",[36,10380,10381],{},"最被低估的命令",[89,10383,10384,10389],{},[113,10385,10386],{},[280,10387,10388],{},"\u002Fcompact",[113,10390,10391],{},"长对话压缩，挽救快爆炸的 context window",[89,10393,10394,10399],{},[113,10395,10396],{},[280,10397,10398],{},"\u002Fcontext",[113,10400,10401],{},"显示当前 context 用量",[89,10403,10404,10409],{},[113,10405,10406],{},[280,10407,10408],{},"\u002Fplan",[113,10410,10411],{},"切到 plan 模式（只规划不执行）",[89,10413,10414,10419],{},[113,10415,10416],{},[280,10417,10418],{},"\u002Fmodel",[113,10420,10421],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[89,10423,10424,10429],{},[113,10425,10426],{},[280,10427,10428],{},"\u002Fdiff",[113,10430,10431],{},"看本轮所有改动",[89,10433,10434,10439],{},[113,10435,10436],{},[280,10437,10438],{},"\u002Fcode-review",[113,10440,10441],{},"对 diff 跑代码审查",[89,10443,10444,10449],{},[113,10445,10446],{},[280,10447,10448],{},"\u002Frewind",[113,10450,10451],{},"回滚到任意 checkpoint（代码 + 对话）",[89,10453,10454,10459],{},[113,10455,10456],{},[280,10457,10458],{},"\u002Fmcp",[113,10460,10461],{},"管理 MCP 服务器",[89,10463,10464,10469],{},[113,10465,10466],{},[280,10467,10468],{},"\u002Fdoctor",[113,10470,10471],{},"排查环境问题",[89,10473,10474,10483],{},[113,10475,10476,10479,10480],{},[280,10477,10478],{},"\u002Fresume"," ",[280,10481,10482],{},"\u002Fbranch",[113,10484,10485],{},"回到 \u002F fork 历史对话",[32,10487,10488,10493,10494,10496,10497,10499,10500,10503],{},[458,10489,10492],{"href":10490,"rel":10491},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[489],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[280,10495,10388],{},"（每 20-30 分钟一次防止 context drift）、",[280,10498,10375],{},"（新任务开新会话）、自定义命令（写在 ",[280,10501,10502],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[6615,10505,10507],{"id":10506},"mcp-集成一等公民","MCP 集成（一等公民）",[32,10509,10510,10512,10513,10516],{},[458,10511,10076],{"href":10075}," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[280,10514,10515],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[801,10518,10520],{"className":803,"code":10519,"language":805,"meta":505,"style":505},"{\n  \"mcpServers\": {\n    \"postgres\": {\n      \"command\": \"npx\",\n      \"args\": [\"@modelcontextprotocol\u002Fserver-postgres\", \"postgresql:\u002F\u002F...\"]\n    }\n  }\n}\n",[280,10521,10522,10526,10534,10541,10553,10571,10575,10580],{"__ignoreMap":505},[809,10523,10524],{"class":811,"line":812},[809,10525,816],{"class":815},[809,10527,10528,10531],{"class":811,"line":509},[809,10529,10530],{"class":821},"  \"mcpServers\"",[809,10532,10533],{"class":815},": {\n",[809,10535,10536,10539],{"class":811,"line":506},[809,10537,10538],{"class":821},"    \"postgres\"",[809,10540,10533],{"class":815},[809,10542,10543,10546,10548,10551],{"class":811,"line":569},[809,10544,10545],{"class":821},"      \"command\"",[809,10547,833],{"class":815},[809,10549,10550],{"class":836},"\"npx\"",[809,10552,840],{"class":815},[809,10554,10555,10558,10561,10564,10566,10569],{"class":811,"line":568},[809,10556,10557],{"class":821},"      \"args\"",[809,10559,10560],{"class":815},": [",[809,10562,10563],{"class":836},"\"@modelcontextprotocol\u002Fserver-postgres\"",[809,10565,2541],{"class":815},[809,10567,10568],{"class":836},"\"postgresql:\u002F\u002F...\"",[809,10570,6024],{"class":815},[809,10572,10573],{"class":811,"line":867},[809,10574,3263],{"class":815},[809,10576,10577],{"class":811,"line":5},[809,10578,10579],{"class":815},"  }\n",[809,10581,10582],{"class":811,"line":890},[809,10583,899],{"class":815},[32,10585,10586],{},"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。",[6615,10588,10590],{"id":10589},"后台-远程模式","后台 \u002F 远程模式",[32,10592,10593,10596,10597,10600,10601,10604],{},[280,10594,10595],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[280,10598,10599],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[280,10602,10603],{},"\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\"。",[27,10606,9641],{"id":9641},[32,10608,10609,10610,10615,10616,10621],{},"根据 ",[458,10611,10614],{"href":10612,"rel":10613},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[489],"explainx.ai 2026-06 评测"," 和 ",[458,10617,10620],{"href":10618,"rel":10619},"https:\u002F\u002Fclaude.com\u002Fpricing",[489],"Anthropic 官方定价"," 整理：",[83,10623,10624,10635],{},[86,10625,10626],{},[89,10627,10628,10630,10632],{},[92,10629,679],{},[92,10631,97],{},[92,10633,10634],{},"适用场景",[108,10636,10637,10650,10662,10674,10686],{},[89,10638,10639,10644,10647],{},[113,10640,10641],{},[36,10642,10643],{},"BYOK（自带 API key）",[113,10645,10646],{},"按 token 计费",[113,10648,10649],{},"全自由，但单月烧到 $500+ 也常见",[89,10651,10652,10656,10659],{},[113,10653,10654],{},[36,10655,1383],{},[113,10657,10658],{},"$20\u002F月（年付 ~$17）",[113,10660,10661],{},"个人开发者，每天 1-4 小时",[89,10663,10664,10669,10671],{},[113,10665,10666],{},[36,10667,10668],{},"Max 5x",[113,10670,6566],{},[113,10672,10673],{},"重度用户 + Opus 模型访问",[89,10675,10676,10681,10683],{},[113,10677,10678],{},[36,10679,10680],{},"Max 20x",[113,10682,1394],{},[113,10684,10685],{},"8h+ agentic 工作流 \u002F 团队共享",[89,10687,10688,10693,10696],{},[113,10689,10690],{},[36,10691,10692],{},"Team Premium",[113,10694,10695],{},"$100\u002Fseat 年付 \u002F $125 月付",[113,10697,10698],{},"团队，含管理",[32,10700,10701],{},"API token 价格（2026 Q2 公开数据）：",[190,10703,10704,10707,10710],{},[53,10705,10706],{},"Sonnet 4.x：input $3 \u002F output $15 per 1M token",[53,10708,10709],{},"Opus 4.x：input $15 \u002F output $75 per 1M token",[53,10711,10712],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[32,10714,10715,10720],{},[458,10716,10719],{"href":10717,"rel":10718},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[489],"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。",[27,10722,6662],{"id":6661},[801,10724,10726],{"className":2423,"code":10725,"language":2425,"meta":505,"style":505},"# 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",[280,10727,10728,10733,10749,10753,10758,10771,10775,10780,10793,10797,10802,10809,10822,10827,10837,10841,10846,10852,10862],{"__ignoreMap":505},[809,10729,10730],{"class":811,"line":812},[809,10731,10732],{"class":2568},"# macOS \u002F Linux \u002F Windows (WSL)\n",[809,10734,10735,10737,10740,10743,10746],{"class":811,"line":509},[809,10736,4006],{"class":2432},[809,10738,10739],{"class":821}," -fsSL",[809,10741,10742],{"class":836}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[809,10744,10745],{"class":2451}," |",[809,10747,10748],{"class":2432}," bash\n",[809,10750,10751],{"class":811,"line":506},[809,10752,2466],{"emptyLinePlaceholder":540},[809,10754,10755],{"class":811,"line":569},[809,10756,10757],{"class":2568},"# macOS 用 Homebrew\n",[809,10759,10760,10763,10765,10768],{"class":811,"line":568},[809,10761,10762],{"class":2432},"brew",[809,10764,2436],{"class":836},[809,10766,10767],{"class":821}," --cask",[809,10769,10770],{"class":836}," claude-code\n",[809,10772,10773],{"class":811,"line":867},[809,10774,2466],{"emptyLinePlaceholder":540},[809,10776,10777],{"class":811,"line":5},[809,10778,10779],{"class":2568},"# Windows PowerShell\n",[809,10781,10782,10785,10788,10790],{"class":811,"line":890},[809,10783,10784],{"class":2432},"irm",[809,10786,10787],{"class":836}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[809,10789,10745],{"class":2451},[809,10791,10792],{"class":2432}," iex\n",[809,10794,10795],{"class":811,"line":896},[809,10796,2466],{"emptyLinePlaceholder":540},[809,10798,10799],{"class":811,"line":2554},[809,10800,10801],{"class":2568},"# 验证 + 登录\n",[809,10803,10804,10806],{"class":811,"line":2560},[809,10805,10212],{"class":2432},[809,10807,10808],{"class":821}," --version\n",[809,10810,10811,10813,10816,10819],{"class":811,"line":2565},[809,10812,10212],{"class":2432},[809,10814,10815],{"class":836}," auth",[809,10817,10818],{"class":836}," login",[809,10820,10821],{"class":2568},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[809,10823,10824],{"class":811,"line":2572},[809,10825,10826],{"class":2568},"# 或用 API key\n",[809,10828,10829,10831,10833,10835],{"class":811,"line":2578},[809,10830,9548],{"class":2451},[809,10832,9551],{"class":815},[809,10834,2474],{"class":2451},[809,10836,9556],{"class":815},[809,10838,10839],{"class":811,"line":2583},[809,10840,2466],{"emptyLinePlaceholder":540},[809,10842,10843],{"class":811,"line":2589},[809,10844,10845],{"class":2568},"# 进项目，启动\n",[809,10847,10848,10850],{"class":811,"line":4062},[809,10849,3298],{"class":821},[809,10851,9534],{"class":836},[809,10853,10854,10856,10859],{"class":811,"line":4072},[809,10855,10212],{"class":2432},[809,10857,10858],{"class":836}," \u002Finit",[809,10860,10861],{"class":2568},"               # 生成 CLAUDE.md\n",[809,10863,10864,10866],{"class":811,"line":6027},[809,10865,10212],{"class":2432},[809,10867,10868],{"class":2568},"                     # 进入交互模式\n",[27,10870,9701],{"id":9701},[50,10872,10873,10879,10885,10891],{},[53,10874,10875,10878],{},[36,10876,10877],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[53,10880,10881,10884],{},[36,10882,10883],{},"支付","：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",[53,10886,10887,10890],{},[36,10888,10889],{},"网络","：终端 OAuth 流程对代理稳定性要求高，掉线会反复弹浏览器",[53,10892,10893,10896,10897,9996,10900,10902,10903,649,10905,10909],{},[36,10894,10895],{},"替代路径","：用 ",[458,10898,943],{"href":10899},"\u002Fcoding\u002Fcli\u002Faider.html",[458,10901,940],{"href":9767}," 接 ",[458,10904,9693],{"href":9692},[458,10906,10908],{"href":10907},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[27,10911,9742],{"id":9742},[83,10913,10914,10934],{},[86,10915,10916],{},[89,10917,10918,10920,10922,10926,10930],{},[92,10919,295],{},[92,10921,307],{},[92,10923,10924],{},[458,10925,301],{"href":9664},[92,10927,10928],{},[458,10929,9762],{"href":9761},[92,10931,10932],{},[458,10933,943],{"href":10899},[108,10935,10936,10950,10964,10982,11002,11016,11029,11045],{},[89,10937,10938,10940,10943,10946,10948],{},[113,10939,950],{},[113,10941,10942],{},"CLI（IDE 无关）",[113,10944,10945],{},"AI-first IDE",[113,10947,962],{},[113,10949,962],{},[89,10951,10952,10955,10957,10960,10962],{},[113,10953,10954],{},"长任务能力",[113,10956,9821],{},[113,10958,10959],{},"★★★★☆",[113,10961,10959],{},[113,10963,9824],{},[89,10965,10966,10969,10976,10978,10980],{},[113,10967,10968],{},"上下文管理",[113,10970,10971,10972,10479,10974],{},"★★★★★ ",[280,10973,10388],{},[280,10975,10375],{},[113,10977,10959],{},[113,10979,10959],{},[113,10981,9824],{},[89,10983,10984,10987,10994,10997,11000],{},[113,10985,10986],{},"子代理 \u002F 并行",[113,10988,10989,10990,10479,10992,3762],{},"✅（",[280,10991,10295],{},[280,10993,10303],{},[113,10995,10996],{},"部分（Bug bot）",[113,10998,10999],{},"⚠️ 有限",[113,11001,357],{},[89,11003,11004,11007,11010,11012,11014],{},[113,11005,11006],{},"MCP 支持",[113,11008,11009],{},"★★★★★ 一等公民",[113,11011,10959],{},[113,11013,9824],{},[113,11015,357],{},[89,11017,11018,11020,11022,11024,11026],{},[113,11019,9818],{},[113,11021,10959],{},[113,11023,9824],{},[113,11025,9824],{},[113,11027,11028],{},"★★★★★ 每改即 commit",[89,11030,11031,11034,11037,11040,11042],{},[113,11032,11033],{},"国内门槛",[113,11035,11036],{},"高（账号+支付+网络）",[113,11038,11039],{},"高（账号+支付）",[113,11041,4891],{},[113,11043,11044],{},"低（BYOK 国产模型）",[89,11046,11047,11049,11052,11054,11056],{},[113,11048,97],{},[113,11050,11051],{},"$20-$200\u002F月",[113,11053,120],{},[113,11055,11051],{},[113,11057,11058],{},"仅 API 成本",[32,11060,11061,219],{},[36,11062,11063],{},"选 Claude Code 如果你",[190,11065,11066,11069,11072,11075],{},[53,11067,11068],{},"重视长任务自主性 + 上下文管理",[53,11070,11071],{},"JetBrains \u002F Vim 用户，不想换 IDE",[53,11073,11074],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[53,11076,11077],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[32,11079,11080,219],{},[36,11081,11082],{},"别选 Claude Code 如果你",[190,11084,11085,11091,11096],{},[53,11086,11087,11088,11090],{},"国内、个人、预算紧（去 ",[458,11089,943],{"href":10899}," + DeepSeek）",[53,11092,11093,11094,3762],{},"想要纯 IDE 内 inline 体验（",[458,11095,301],{"href":9664},[53,11097,11098,11099,3762],{},"主要写补全而非 agent 任务（",[458,11100,11102],{"href":11101},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[27,11104,6837],{"id":6837},[190,11106,11107,11120,11135,11149,11157,11175,11189,11195],{},[53,11108,11109,11115,11116,11119],{},[36,11110,11111,11114],{},[280,11112,11113],{},"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 ",[280,11117,11118],{},"env | grep ANTHROPIC"," 检查",[53,11121,11122,11128,11129,11131,11132,11134],{},[36,11123,11124,11125,11127],{},"长会话不 ",[280,11126,10388],{}," 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 ",[280,11130,10388],{}," 一次或 ",[280,11133,10375],{}," 开新会话",[53,11136,11137,11142,11143,11148],{},[36,11138,11139,11141],{},[280,11140,10418],{}," 切换是个坑","：跨模型切会丢部分 context ",[458,11144,11147],{"href":11145,"rel":11146},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[489],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[53,11150,11151,11156],{},[36,11152,11153,11155],{},[280,11154,10351],{}," 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",[53,11158,11159,11164,11165,10479,11168,10479,11171,11174],{},[36,11160,11161,11163],{},[280,11162,10502],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[280,11166,11167],{},"\u002Fdeploy",[280,11169,11170],{},"\u002Fmigrate",[280,11172,11173],{},"\u002Freview-pr","，提交进 git",[53,11176,11177,11180,11181,11184,11185,11188],{},[36,11178,11179],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[280,11182,11183],{},"--permission-mode plan"," 或开 ",[280,11186,11187],{},"acceptEdits"," 但配合 git worktree",[53,11190,11191,11194],{},[36,11192,11193],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[53,11196,11197,11200],{},[36,11198,11199],{},"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",[27,11202,452],{"id":452},[190,11204,11205,11217,11229,11244],{},[53,11206,10054,11207,649,11209,649,11211,649,11213,649,11215],{},[458,11208,301],{"href":9664},[458,11210,9668],{"href":9667},[458,11212,9762],{"href":9761},[458,11214,943],{"href":10899},[458,11216,940],{"href":9767},[53,11218,11219,11220,649,11223,649,11225,649,11227],{},"概念：",[458,11221,11222],{"href":10283},"AI Agent",[458,11224,10080],{"href":10079},[458,11226,10076],{"href":10075},[458,11228,10087],{"href":10086},[53,11230,11231,11232,649,11236,649,11240],{},"模型：",[458,11233,11235],{"href":11234},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[458,11237,11239],{"href":11238},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[458,11241,11243],{"href":11242},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[53,11245,11246,11247,649,11251],{},"进阶：",[458,11248,11250],{"href":11249},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[458,11252,11254],{"href":11253},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[27,11256,479],{"id":479},[190,11258,11259,11265,11271,11277,11284,11290],{},[53,11260,6937,11261],{},[458,11262,11263],{"href":11263,"rel":11264},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[489],[53,11266,10100,11267],{},[458,11268,11269],{"href":11269,"rel":11270},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[489],[53,11272,10119,11273],{},[458,11274,11275],{"href":11275,"rel":11276},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[489],[53,11278,11279,11280],{},"CLI Reference：",[458,11281,11282],{"href":11282,"rel":11283},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[489],[53,11285,11286,11287],{},"官方定价：",[458,11288,10618],{"href":10618,"rel":11289},[489],[53,11291,11292],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[32,11294,11295,11296,10142],{},"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 ",[458,11297,6959],{"href":6959},[1140,11299,11300],{},"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 pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}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}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":505,"searchDepth":506,"depth":506,"links":11302},[11303,11304,11311,11312,11313,11314,11315,11316,11317],{"id":29,"depth":509,"text":30},{"id":9261,"depth":509,"text":9261,"children":11305},[11306,11307,11308,11309,11310],{"id":10234,"depth":506,"text":10235},{"id":10276,"depth":506,"text":10277},{"id":10326,"depth":506,"text":10327},{"id":10506,"depth":506,"text":10507},{"id":10589,"depth":506,"text":10590},{"id":9641,"depth":509,"text":9641},{"id":6661,"depth":509,"text":6662},{"id":9701,"depth":509,"text":9701},{"id":9742,"depth":509,"text":9742},{"id":6837,"depth":509,"text":6837},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\u002Fimg\u002Ftools\u002Fclaude-code.webp","Claude Code 真实评测：Anthropic 官方 CLI Agent，跑在终端，跨 IDE，长任务规划与多步骤执行能力强。AIHO 编辑部基于官方文档与社区资料整理，含子代理、slash 命令、MCP、避坑指南。",[538],{},[11323,11324,11325],"claude-opus-4","claude-sonnet-4-5","claude-haiku-4",[11327,11328,11329],"国内裸跑（账号 \u002F 支付 \u002F 网络三关）","预算 ¥100\u002F月以内的个人开发者","只想做基础代码补全（用 GitHub Copilot 更经济）",[8702,5080,5081],[11332,11338,11343,11346],{"plan":11333,"price":11334,"limit":11335,"cn_pay":11336,"note":11337},"Pay-as-go","按 API token 计费","Sonnet $3\u002F$15 per Mtok，Opus $15\u002F$75","✅ 第三方中转支持支付宝","BYOK 模式",{"plan":11339,"price":120,"limit":11340,"cn_pay":11341,"note":11342},"Claude Pro","约 1-4 小时\u002F天活跃编码","⚠️ 需海外卡","网页 + Code 共享额度",{"plan":11344,"price":6566,"limit":11345,"cn_pay":11341,"note":1397},"Claude Max 5x","Pro 的 5 倍 + Opus 接入",{"plan":11347,"price":1394,"limit":11348,"cn_pay":11341,"note":11349},"Claude Max 20x","Pro 的 20 倍 + 优先队列","8h+\u002F天 agentic 工作流","API 按 token 计费 \u002F Pro $20 \u002F Max $100-$200 \u002F Team Premium $100-$125 seat",{"power":568,"ux":569,"price":506,"cn_support":509,"stability":569},{"title":307,"description":11319},[11354,11356,11357,11359,11362],{"title":11355,"url":11269},"Claude Code 官方文档",{"title":10620,"url":10618},{"title":11358,"url":11282},"Claude Code CLI Reference",{"title":11360,"url":11361},"Claude Code Pricing Guide 2026","https:\u002F\u002Fblog.laozhang.ai\u002Fen\u002Fposts\u002Fclaude-code-pricing-guide",{"title":11363,"url":10320},"Claude Code Cheat Sheet 2026","tools\u002Fcoding\u002Fcli\u002Fclaude-code",[11366,11367,11368,11369,11370],"JetBrains \u002F Vim \u002F Emacs 用户（不想换编辑器）","需要长任务自主规划（>30min 单次任务）","服务器开发、运维脚本、CI\u002FCD 场景","需要在 SSH 远程主机上跑 AI 编程","重视稳定性 + 长上下文连贯性","Anthropic 官方终端 AI Coding Agent，长任务能力业界第一梯队",[546,519,11373,10197,11374,2246],"terminal","long-task","Cursor 的强力补充。终端原生、IDE 无关、长任务跑得比 Cursor 稳。但 API 计费贵且国内更难用。","-xOhSW-XQ63ME7-rjuV0CXSf19Fo3sNpSkuvMX7-Hfs",{"id":11378,"title":940,"alternatives":11379,"api_compatible":11382,"body":11387,"category":546,"chinese_friendly":569,"cover":11860,"description":11861,"domestic":522,"extension":523,"faq":11862,"free":522,"github":11822,"languages":11877,"meta":11878,"models":11879,"navigation":540,"notSuitable":11884,"opensource":540,"path":475,"pillar":542,"platforms":11888,"priceTable":11889,"pricing":11900,"published":10169,"relatedPlaybooks":11901,"relatedReviews":22,"score":11904,"self_host":540,"seo":11905,"slug":9226,"sources":11906,"stem":11915,"suitable":11916,"tagline":11922,"tags":11923,"updated":575,"verdict":11927,"website":11816,"__hash__":11928},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md",[11380,10172,9224,11381],"coding\u002Fcli\u002Froo-code","coding\u002Fide\u002Fcursor",[11383,10197,2970,11384,11385,11386],"openai","bedrock","vertex","ollama",{"type":24,"value":11388,"toc":11844},[11389,11391,11406,11408,11411,11438,11441,11443,11490,11495,11506,11508,11513,11517,11551,11554,11558,11569,11573,11576,11578,11584,11586,11713,11715,11775,11777,11783,11785,11808,11810,11838],[27,11390,30],{"id":29},[6432,11392,11394,11403],{"className":11393},[6435,6436,6437],[32,11395,11396,11398,11399,11402],{},[36,11397,6442],{}," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[36,11400,11401],{},"BYOK 模式 + Plan-then-Act 工作流 + 每步审批 + 最大 MCP 生态","，定位为「谨慎派」的标杆。",[32,11404,11405],{},"不订阅、不抽成，你直接付 API 钱；成本敏感的人可以接 DeepSeek V4 Pro（输入 $0.435 \u002F 1M token），把月费压到 Cursor 的几分之一。",[27,11407,6453],{"id":6453},[32,11409,11410],{},"Cline（原名 Claude Dev）是 VS Code 扩展商店里的开源 AI Agent。和 Cursor \u002F Trae 这种独立 IDE 不同，它就是个插件，你装上就用：",[190,11412,11413,11418,11424,11433],{},[53,11414,11415,11417],{},[36,11416,950],{},"：VS Code 右侧栏开一个 Cline 面板，输入任务 → Plan → Act → 每步审批 → 直到完成。",[53,11419,11420,11423],{},[36,11421,11422],{},"模型","：完全 BYOK（Bring Your Own Key）。OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek \u002F Qwen 全支持。",[53,11425,11426,11428,11429,11432],{},[36,11427,10076],{},"：原生支持 MCP 协议，并维护一个",[36,11430,11431],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[53,11434,11435,11437],{},[36,11436,967],{},"：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[32,11439,11440],{},"它和 Roo Code 共享同一个祖宗（Claude Dev），2024 分叉之后各走各路。Cline 更社区驱动（MCP Marketplace 是社区维护，Star 数高），Roo Code 更产品驱动（自带 Cloud Agents、Team Policy）。",[27,11442,97],{"id":97},[83,11444,11445,11456],{},[86,11446,11447],{},[89,11448,11449,11451,11453],{},[92,11450,6510],{},[92,11452,97],{},[92,11454,11455],{},"说明",[108,11457,11458,11469,11479],{},[89,11459,11460,11463,11466],{},[113,11461,11462],{},"插件本体",[113,11464,11465],{},"免费",[113,11467,11468],{},"Apache-2.0 开源",[89,11470,11471,11473,11476],{},[113,11472,981],{},[113,11474,11475],{},"按 API 计费",[113,11477,11478],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[89,11480,11481,11484,11487],{},[113,11482,11483],{},"Cline Teams",[113,11485,11486],{},"询价",[113,11488,11489],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[32,11491,11492],{},[36,11493,11494],{},"真实成本范例（参考）：",[190,11496,11497,11500,11503],{},[53,11498,11499],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[53,11501,11502],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[53,11504,11505],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[27,11507,6608],{"id":6607},[2357,11509,11510],{},[32,11511,11512],{},"来源说明：以下场景为 Cline GitHub 文档与 Qodo \u002F Serenities AI 评测的工作流归纳。",[6615,11514,11516],{"id":11515},"任务-1让-cline-在陌生代码库里加-feature","任务 1：让 Cline 在陌生代码库里加 feature",[50,11518,11519,11522,11538,11544],{},[53,11520,11521],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[53,11523,11524,11527,11528,9277,11531,9277,11534,11537],{},[36,11525,11526],{},"Plan 阶段","：Cline 先读 ",[280,11529,11530],{},"package.json",[280,11532,11533],{},"app.js",[280,11535,11536],{},"routes\u002F","，列出需要新建\u002F修改的文件",[53,11539,11540,11543],{},[36,11541,11542],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[53,11545,11546,11547,11550],{},"完成后跑 ",[280,11548,11549],{},"npm test"," 验证",[32,11552,11553],{},"第一次用会觉得\"怎么这么多次点击\"，但在不熟悉的代码库里这就是安全网。",[6615,11555,11557],{"id":11556},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[32,11559,11560,11561,11564,11565,11568],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[280,11562,11563],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[280,11566,11567],{},"deepseek-coder","。同样任务从月费 $50 降到 $10 量级。质量略低于 Claude Sonnet 4.6，但对常规改动够用。",[6615,11570,11572],{"id":11571},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[32,11574,11575],{},"Cline 面板 → MCP Marketplace → 装 Postgres MCP server → 配 connection string → 让 AI 直接查表、改 schema、跑 migration。这是 Cursor 也能做但生态没这么丰富的部分。",[27,11577,6662],{"id":6661},[801,11579,11582],{"className":11580,"code":11581,"language":6668,"meta":505},[6666],"1. VS Code Marketplace 搜 \"Cline\"，作者 saoudrizwan，安装\n2. 左侧栏点 Cline 图标 → Settings\n3. 选 API Provider（Anthropic \u002F OpenAI \u002F OpenRouter \u002F DeepSeek \u002F Ollama …）\n4. 填 API key，选模型\n5. 回到主面板，输入任务 → Plan → 审批 → Act\n6. 装 MCP server：Cline 面板顶部 \"MCP Servers\" → Marketplace\n",[280,11583,11581],{"__ignoreMap":505},[27,11585,6673],{"id":6673},[83,11587,11588,11603],{},[86,11589,11590],{},[89,11591,11592,11594,11596,11599,11601],{},[92,11593,295],{},[92,11595,940],{},[92,11597,11598],{},"Roo Code",[92,11600,301],{},[92,11602,307],{},[108,11604,11605,11620,11634,11646,11662,11680,11697],{},[89,11606,11607,11609,11612,11614,11617],{},[113,11608,950],{},[113,11610,11611],{},"VS Code 插件",[113,11613,11611],{},[113,11615,11616],{},"独立 IDE",[113,11618,11619],{},"终端",[89,11621,11622,11624,11627,11629,11632],{},[113,11623,967],{},[113,11625,11626],{},"Apache-2.0",[113,11628,11626],{},[113,11630,11631],{},"闭源",[113,11633,11631],{},[89,11635,11636,11638,11640,11642,11644],{},[113,11637,981],{},[113,11639,351],{},[113,11641,351],{},[113,11643,354],{},[113,11645,357],{},[89,11647,11648,11651,11654,11657,11660],{},[113,11649,11650],{},"默认审批",[113,11652,11653],{},"每步",[113,11655,11656],{},"可配置",[113,11658,11659],{},"Accept All",[113,11661,11656],{},[89,11663,11664,11667,11673,11675,11678],{},[113,11665,11666],{},"MCP 生态",[113,11668,11669,11672],{},[36,11670,11671],{},"最大","（Marketplace）",[113,11674,1558],{},[113,11676,11677],{},"中（注册表 200+）",[113,11679,1558],{},[89,11681,11682,11685,11688,11691,11694],{},[113,11683,11684],{},"团队功能",[113,11686,11687],{},"Cline Teams（询价）",[113,11689,11690],{},"Cloud Team $99\u002F月",[113,11692,11693],{},"Teams $40\u002F用户\u002F月",[113,11695,11696],{},"Claude Team",[89,11698,11699,11701,11704,11707,11710],{},[113,11700,685],{},[113,11702,11703],{},"谨慎派 + BYOK",[113,11705,11706],{},"Mode 切换重度 + Cloud Agent",[113,11708,11709],{},"GUI 全能",[113,11711,11712],{},"终端硬核",[27,11714,6837],{"id":6837},[50,11716,11717,11723,11737,11747,11753,11759],{},[53,11718,11719,11722],{},[36,11720,11721],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[53,11724,11725,11728,11729,11732,11733,11736],{},[36,11726,11727],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[280,11730,11731],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[280,11734,11735],{},"\u002Fv1"," 会 404。",[53,11738,11739,11742,11743,11746],{},[36,11740,11741],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[280,11744,11745],{},".clineignore"," 排除 node_modules \u002F dist。",[53,11748,11749,11752],{},[36,11750,11751],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[53,11754,11755,11758],{},[36,11756,11757],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[53,11760,11761,11764,11765,649,11768,11771,11772,620],{},[36,11762,11763],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[280,11766,11767],{},"&&",[280,11769,11770],{},"$HOME"," 等可能失败，配置改 ",[280,11773,11774],{},"terminal.integrated.defaultProfile.windows",[27,11776,429],{"id":428},[32,11778,11779,11780,11782],{},"✅ BYOK 派（用 DeepSeek \u002F Qwen \u002F Ollama 压成本）；对 AI 自主性谨慎的人；需要大 MCP 生态；VS Code 用户；企业合规场景。",[6896,11781],{},"\n❌ 嫌弃配置的人；需要 GUI Composer 体验；想要订阅制固定月费的人。",[27,11784,452],{"id":452},[190,11786,11787,11793,11799],{},[53,11788,6905,11789],{},[458,11790,11792],{"href":11791},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[53,11794,6912,11795],{},[458,11796,11798],{"href":11797},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[53,11800,6919,11801,6923,11804,6923,11806],{},[458,11802,11598],{"href":11803},"\u002Fcoding\u002Fcli\u002Froo-code.html",[458,11805,943],{"href":10899},[458,11807,307],{"href":9252},[27,11809,479],{"id":479},[190,11811,11812,11818,11824,11831],{},[53,11813,6937,11814],{},[458,11815,11816],{"href":11816,"rel":11817},"https:\u002F\u002Fcline.bot",[489],[53,11819,10119,11820],{},[458,11821,11822],{"href":11822,"rel":11823},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[489],[53,11825,11826,11827],{},"Roo Code vs Cline（Serenities AI 2026）：",[458,11828,11829],{"href":11829,"rel":11830},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[489],[53,11832,11833,11834],{},"Roo Code vs Cline（Qodo 2025-12）：",[458,11835,11836],{"href":11836,"rel":11837},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[489],[2357,11839,11840],{},[32,11841,6956,11842,6960],{},[458,11843,6959],{"href":6959},{"title":505,"searchDepth":506,"depth":506,"links":11845},[11846,11847,11848,11849,11854,11855,11856,11857,11858,11859],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":97,"depth":509,"text":97},{"id":6607,"depth":509,"text":6608,"children":11850},[11851,11852,11853],{"id":11515,"depth":506,"text":11516},{"id":11556,"depth":506,"text":11557},{"id":11571,"depth":506,"text":11572},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\u002Fimg\u002Ftools\u002Fcline.webp","Cline 真实评测：原名 Claude Dev，Apache-2.0 开源 VS Code 扩展，58k+ stars，社区驱动的 MCP Marketplace；BYOK 模式接任意 LLM，Plan-then-Act 工作流 + 每步审批，安全感是最大卖点。",[11863,11866,11869,11872,11875],{"q":11864,"a":11865},"Cline 和 Roo Code 什么关系？","Roo Code 是 Cline 的 fork。两者共享祖宗 Claude Dev，2024 年分叉后各走各路：Cline 更社区驱动（MCP Marketplace 是社区维护），Roo Code 更产品驱动（自带 Cloud Agents、团队 Policy）。两个都 Apache-2.0，可同时装。",{"q":11867,"a":11868},"Cline 必须用 Claude 吗？","不必。BYOK 设计，OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek API 都能配。默认推荐 Claude Sonnet 4.6（autonomous coding 准确率最高），成本敏感场景上 DeepSeek V4 Pro（输入 $0.435 \u002F 输出 $0.87 per 1M token）。",{"q":11870,"a":11871},"Plan-then-Act 是什么？","Cline 接到任务后先 plan（列出要改的文件 + 命令 + 浏览器操作），再 act（每步执行前要你点 approve）。和 Cursor Composer 的 Accept All 不同——Cline 默认更谨慎，更适合不熟悉的代码库。",{"q":11873,"a":11874},"MCP Marketplace 是什么？","Cline 自带的 MCP server 市集，社区维护。装 server 后 AI 就能调那个外部工具（比如 Postgres \u002F Notion \u002F Stripe \u002F 自建 API）。截至 2026 已有数百个 MCP server。",{"q":2918,"a":11876},"插件本身没限制。模型 API 走国内厂商（DeepSeek \u002F Qwen \u002F Doubao）直连无需代理，走 Claude \u002F OpenAI 需稳定代理。",[1172,538],{},[5288,11880,11881,11882,11883],"claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[11885,11886,11887],"嫌弃配置的人（API key、模型、参数都要自己设）","需要 GUI 多文件 Composer 体验的人（Cline 更线性）","想要订阅制（每月固定成本）的人",[5081,8702,5080],[11890,11893,11897],{"plan":11462,"price":11465,"limit":11891,"cn_pay":1180,"note":11892},"Apache-2.0 开源，VS Code Marketplace 安装","0 厂商抽成",{"plan":11337,"price":11475,"limit":11894,"cn_pay":11895,"note":11896},"接 OpenAI \u002F Anthropic \u002F OpenRouter \u002F Bedrock \u002F Vertex \u002F Ollama \u002F DeepSeek 等","看 API 厂商","完全自主成本",{"plan":11483,"price":11898,"limit":11489,"cn_pay":1180,"note":11899},"$30\u002F用户\u002F月起（询价）","企业合规档","插件免费 \u002F BYOK 按 API 计费 \u002F Cline Teams 含 SSO+RBAC",[11902,11903],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",{"power":569,"ux":569,"price":568,"cn_support":569,"stability":569},{"title":940,"description":11861},[11907,11909,11911,11913],{"title":11908,"url":11822},"Cline GitHub",{"title":11910,"url":11816},"Cline 官网",{"title":11912,"url":11829},"Roo Code vs Cline（Serenities AI 2026）",{"title":11914,"url":11836},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[11917,11918,11919,11920,11921],"BYOK 派（用 DeepSeek \u002F Qwen \u002F 自部署模型压成本）","对 AI 自主性紧张的人（每步审批模式可见性强）","需要 MCP 生态扩展（GitHub \u002F Database \u002F Slack 等）","VS Code 用户（不想换编辑器）","企业合规场景（开源 + 可审计）","VS Code 里的开源 AI Agent 插件，BYOK + MCP Marketplace",[519,11924,1212,1213,11925,11926],"vscode-plugin","mcp-marketplace","plan-act","BYOK 派的标杆。装在 VS Code 里、连任意 API、每步审批、行为可控、MCP 生态最大；适合谨慎派、企业合规场景，以及想用 DeepSeek \u002F Qwen 压成本的人。","KqXrlKThAIOmPtSyxVvgCnim7YSI5XKsfBgtvDY2bDM",{"id":11930,"title":9762,"alternatives":11931,"api_compatible":11932,"body":11933,"category":546,"chinese_friendly":506,"cover":12565,"description":12566,"domestic":522,"extension":523,"faq":12567,"free":522,"github":11958,"languages":12582,"meta":12583,"models":12584,"navigation":540,"notSuitable":12588,"opensource":540,"path":12592,"pillar":542,"platforms":12593,"priceTable":12594,"pricing":12608,"published":10169,"relatedPlaybooks":12609,"relatedReviews":22,"score":12612,"self_host":522,"seo":12613,"slug":9225,"sources":12614,"stem":12623,"suitable":12624,"tagline":12629,"tags":12630,"updated":575,"verdict":12633,"website":12519,"__hash__":12634},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex.md",[9224,10172,9226],[11383],{"type":24,"value":11934,"toc":12549},[11935,11937,11952,11954,11965,11968,11988,11991,12021,12023,12079,12084,12088,12093,12097,12119,12122,12126,12149,12153,12173,12176,12178,12279,12289,12291,12421,12426,12428,12481,12483,12489,12491,12511,12513,12540,12546],[27,11936,30],{"id":29},[6432,11938,11940,11949],{"className":11939},[6435,6436,6437],[32,11941,11942,11944,11945,11948],{},[36,11943,6442],{}," Codex CLI 是 OpenAI 官方做的终端 Coding Agent，对标 Claude Code。",[36,11946,11947],{},"Rust 实现 + Windows 原生沙箱 + 子代理 + MCP + Hooks","，2026 默认模型 gpt-5-codex \u002F gpt-5-codex-mini，ChatGPT Plus\u002FPro\u002FTeam\u002FEdu 已含使用额度。",[32,11950,11951],{},"形态和 Claude Code 几乎一样，差异主要在模型选择。喜欢 GPT 的人选它，喜欢 Claude 的留 Claude Code。",[27,11953,6453],{"id":6453},[32,11955,11956,11961,11962,11964],{},[458,11957,11960],{"href":11958,"rel":11959},"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",[489],"GitHub: openai\u002Fcodex","，",[36,11963,11468],{},"，Rust 写的二进制，428+ 贡献者。在终端里跑一个能读 \u002F 改 \u002F 执行代码的 Agent，类似 Claude Code 但绑定 OpenAI 模型。",[32,11966,11967],{},"2026 的三个主线：",[50,11969,11970,11976,11982],{},[53,11971,11972,11975],{},[36,11973,11974],{},"速度 & 实时","：gpt-5.3-codex-spark 推理速度 1000+ token\u002Fs；WebSocket 远程控制延迟优化。",[53,11977,11978,11981],{},[36,11979,11980],{},"Agent 自主性","：Subagents GA、Smart Approvals、PostToolUse hooks、worktree 自动化。",[53,11983,11984,11987],{},[36,11985,11986],{},"企业就绪","：自定义 CA 证书、userpromptsubmit hooks、托管配置、插件策略强制。",[32,11989,11990],{},"最有用的 4 个能力：",[190,11992,11993,11999,12005,12011],{},[53,11994,11995,11998],{},[36,11996,11997],{},"沙箱执行","：默认在受限沙箱跑命令（macOS Sandbox \u002F Linux Landlock \u002F Windows AppContainer），不会污染主机。",[53,12000,12001,12004],{},[36,12002,12003],{},"MCP 工具调用","：连 GitHub \u002F 数据库 \u002F Slack \u002F 自建 server，支持并行 tool call。",[53,12006,12007,12010],{},[36,12008,12009],{},"Subagents","：把大任务拆给多个并行 sub-agent，token 用得多但效率高。",[53,12012,12013,12016,12017,12020],{},[36,12014,12015],{},"Image inputs","：终端里 ",[280,12018,12019],{},"codex -i screenshot.png \"解释这个错误\""," 直接读图。",[27,12022,97],{"id":97},[83,12024,12025,12035],{},[86,12026,12027],{},[89,12028,12029,12031,12033],{},[92,12030,6510],{},[92,12032,97],{},[92,12034,11455],{},[108,12036,12037,12047,12057,12068],{},[89,12038,12039,12042,12044],{},[113,12040,12041],{},"ChatGPT Plus",[113,12043,120],{},[113,12045,12046],{},"含 Codex CLI 用量（2026-03 起 mini 模型额度 +4×）",[89,12048,12049,12052,12054],{},[113,12050,12051],{},"ChatGPT Pro",[113,12053,1394],{},[113,12055,12056],{},"更高额度 + 优先处理 + Spark 研究预览",[89,12058,12059,12062,12065],{},[113,12060,12061],{},"Business \u002F Edu \u002F Team",[113,12063,12064],{},"$25-30\u002F用户\u002F月起",[113,12066,12067],{},"企业管理 + SSO + Codex 含在内",[89,12069,12070,12073,12076],{},[113,12071,12072],{},"纯 API",[113,12074,12075],{},"按 token",[113,12077,12078],{},"gpt-5.5 ≈ $1.25 \u002F $10 per 1M token",[2357,12080,12081],{},[32,12082,12083],{},"已经付 ChatGPT Plus 的人，等于白嫖一个 Codex CLI 用量，几乎不必另开 API 账号。",[27,12085,12087],{"id":12086},"真实任务实测基于官方文档归纳","真实任务实测（基于官方文档归纳）",[2357,12089,12090],{},[32,12091,12092],{},"来源说明：以下基于 Codex CLI 官方 features 文档与公开评测整合。",[6615,12094,12096],{"id":12095},"任务-1在-50k-行-rust-项目里加新-feature","任务 1：在 50k 行 Rust 项目里加新 feature",[801,12098,12100],{"className":2423,"code":12099,"language":2425,"meta":505,"style":505},"codex -m gpt-5-codex\n> 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[280,12101,12102,12112],{"__ignoreMap":505},[809,12103,12104,12107,12109],{"class":811,"line":812},[809,12105,12106],{"class":2432},"codex",[809,12108,9501],{"class":821},[809,12110,12111],{"class":836}," gpt-5-codex\n",[809,12113,12114,12116],{"class":811,"line":509},[809,12115,9635],{"class":2451},[809,12117,12118],{"class":815}," 在 src\u002Fauth 模块下加 OAuth2 callback handler，参考已有的 token refresh 实现\n",[32,12120,12121],{},"Agent 会 plan → 读相关文件 → 跑 cargo check → 跑测试 → 提 diff。子代理可以同时跑 lint 和 test 两条线。",[6615,12123,12125],{"id":12124},"任务-2ci-失败自动-debug","任务 2：CI 失败自动 debug",[801,12127,12129],{"className":2423,"code":12128,"language":2425,"meta":505,"style":505},"codex --features enable post_tool_use_hook\n# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[280,12130,12131,12144],{"__ignoreMap":505},[809,12132,12133,12135,12138,12141],{"class":811,"line":812},[809,12134,12106],{"class":2432},[809,12136,12137],{"class":821}," --features",[809,12139,12140],{"class":836}," enable",[809,12142,12143],{"class":836}," post_tool_use_hook\n",[809,12145,12146],{"class":811,"line":509},[809,12147,12148],{"class":2568},"# 然后跑 cargo test，CI 失败时 Hook 自动触发 Agent 分析失败 + 写 fix\n",[6615,12150,12152],{"id":12151},"任务-3跨仓库脚手架生成","任务 3：跨仓库脚手架生成",[801,12154,12156],{"className":2423,"code":12155,"language":2425,"meta":505,"style":505},"codex -m gpt-5-codex\n> 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[280,12157,12158,12166],{"__ignoreMap":505},[809,12159,12160,12162,12164],{"class":811,"line":812},[809,12161,12106],{"class":2432},[809,12163,9501],{"class":821},[809,12165,12111],{"class":836},[809,12167,12168,12170],{"class":811,"line":509},[809,12169,9635],{"class":2451},[809,12171,12172],{"class":815}," 用 mono-repo 模式建 3 个 package：core \u002F cli \u002F web，统一走 pnpm workspace\n",[32,12174,12175],{},"子代理并行起 3 个目录的初始化，单次任务跑完 ~3 分钟，token 用约 80k。",[27,12177,6662],{"id":6661},[801,12179,12181],{"className":2423,"code":12180,"language":2425,"meta":505,"style":505},"# macOS \u002F Linux\ncurl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh\n\n# Windows（原生 PowerShell）\n# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n\ncodex                          # 启动 TUI\ncodex -m gpt-5-codex .         # 在当前目录起 Agent\ncodex --remote wss:\u002F\u002F...       # 远程模式（SSH \u002F 容器）\ncodex features list            # 看可用 feature flag\ncodex features enable unified_exec\n",[280,12182,12183,12188,12202,12206,12211,12216,12220,12227,12242,12255,12268],{"__ignoreMap":505},[809,12184,12185],{"class":811,"line":812},[809,12186,12187],{"class":2568},"# macOS \u002F Linux\n",[809,12189,12190,12192,12194,12197,12199],{"class":811,"line":509},[809,12191,4006],{"class":2432},[809,12193,10739],{"class":821},[809,12195,12196],{"class":836}," https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh",[809,12198,10745],{"class":2451},[809,12200,12201],{"class":2432}," sh\n",[809,12203,12204],{"class":811,"line":506},[809,12205,2466],{"emptyLinePlaceholder":540},[809,12207,12208],{"class":811,"line":569},[809,12209,12210],{"class":2568},"# Windows（原生 PowerShell）\n",[809,12212,12213],{"class":811,"line":568},[809,12214,12215],{"class":2568},"# 见官方 Windows setup guide，或用 npm i -g @openai\u002Fcodex\n",[809,12217,12218],{"class":811,"line":867},[809,12219,2466],{"emptyLinePlaceholder":540},[809,12221,12222,12224],{"class":811,"line":5},[809,12223,12106],{"class":2432},[809,12225,12226],{"class":2568},"                          # 启动 TUI\n",[809,12228,12229,12231,12233,12236,12239],{"class":811,"line":890},[809,12230,12106],{"class":2432},[809,12232,9501],{"class":821},[809,12234,12235],{"class":836}," gpt-5-codex",[809,12237,12238],{"class":836}," .",[809,12240,12241],{"class":2568},"         # 在当前目录起 Agent\n",[809,12243,12244,12246,12249,12252],{"class":811,"line":896},[809,12245,12106],{"class":2432},[809,12247,12248],{"class":821}," --remote",[809,12250,12251],{"class":836}," wss:\u002F\u002F...",[809,12253,12254],{"class":2568},"       # 远程模式（SSH \u002F 容器）\n",[809,12256,12257,12259,12262,12265],{"class":811,"line":2554},[809,12258,12106],{"class":2432},[809,12260,12261],{"class":836}," features",[809,12263,12264],{"class":836}," list",[809,12266,12267],{"class":2568},"            # 看可用 feature flag\n",[809,12269,12270,12272,12274,12276],{"class":811,"line":2560},[809,12271,12106],{"class":2432},[809,12273,12261],{"class":836},[809,12275,12140],{"class":836},[809,12277,12278],{"class":836}," unified_exec\n",[32,12280,12281,12282,12285,12286,9978],{},"配置文件：",[280,12283,12284],{},"$CODEX_HOME\u002Fconfig.toml","（默认 ",[280,12287,12288],{},"~\u002F.codex\u002Fconfig.toml",[27,12290,6673],{"id":6673},[83,12292,12293,12307],{},[86,12294,12295],{},[89,12296,12297,12299,12301,12303,12305],{},[92,12298,295],{},[92,12300,9762],{},[92,12302,307],{},[92,12304,943],{},[92,12306,940],{},[108,12308,12309,12323,12339,12355,12371,12383,12396,12408],{},[89,12310,12311,12313,12316,12318,12321],{},[113,12312,950],{},[113,12314,12315],{},"终端 TUI",[113,12317,12315],{},[113,12319,12320],{},"终端 REPL",[113,12322,11611],{},[89,12324,12325,12328,12331,12334,12337],{},[113,12326,12327],{},"默认模型",[113,12329,12330],{},"gpt-5-codex",[113,12332,12333],{},"Claude Sonnet\u002FOpus",[113,12335,12336],{},"BYOK 任意",[113,12338,12336],{},[89,12340,12341,12344,12347,12350,12353],{},[113,12342,12343],{},"含在订阅",[113,12345,12346],{},"ChatGPT Plus\u002FPro",[113,12348,12349],{},"Claude.ai $20\u002F月",[113,12351,12352],{},"❌（仅 API）",[113,12354,12352],{},[89,12356,12357,12359,12362,12365,12368],{},[113,12358,1563],{},[113,12360,12361],{},"macOS Sandbox \u002F Landlock \u002F AppContainer",[113,12363,12364],{},"类似",[113,12366,12367],{},"无",[113,12369,12370],{},"VS Code 环境",[89,12372,12373,12375,12377,12379,12381],{},[113,12374,10076],{},[113,12376,351],{},[113,12378,351],{},[113,12380,354],{},[113,12382,351],{},[89,12384,12385,12387,12389,12392,12394],{},[113,12386,12009],{},[113,12388,6149],{},[113,12390,12391],{},"✅ Task tool",[113,12393,357],{},[113,12395,357],{},[89,12397,12398,12400,12402,12404,12406],{},[113,12399,967],{},[113,12401,11626],{},[113,12403,11631],{},[113,12405,11626],{},[113,12407,11626],{},[89,12409,12410,12413,12415,12417,12419],{},[113,12411,12412],{},"原生 Windows",[113,12414,351],{},[113,12416,354],{},[113,12418,351],{},[113,12420,351],{},[2357,12422,12423],{},[32,12424,12425],{},"一句话区分：Codex CLI = OpenAI 官方版的 Claude Code；Claude Code = Anthropic 官方版的 Codex；Aider = 任意 OpenAI 兼容 API 都能跑；Cline = VS Code 里的 GUI 终端 Agent。",[27,12427,6837],{"id":6837},[50,12429,12430,12436,12445,12455,12461,12467],{},[53,12431,12432,12435],{},[36,12433,12434],{},"国内访问别频繁切 IP","，OpenAI 风控严，账号被封基本无法找回。",[53,12437,12438,12441,12442,12444],{},[36,12439,12440],{},"沙箱默认会限制网络","，跑 ",[280,12443,6472],{}," 等需要联网的命令前先看 approval 弹窗。",[53,12446,12447,12450,12451,12454],{},[36,12448,12449],{},"Subagents 吃 token 多","，预算敏感时关闭 ",[280,12452,12453],{},"[agents]"," 配置或换 mini 模型。",[53,12456,12457,12460],{},[36,12458,12459],{},"WebSocket 远程模式只接受 wss:\u002F\u002F 或 localhost ws:\u002F\u002F","，远程公网必须 TLS。",[53,12462,12463,12466],{},[36,12464,12465],{},"gpt-5-codex 比 gpt-5.5 便宜但能力对齐","，2026-03 之后默认推荐用 codex 系列而非 5.5。",[53,12468,12469,12476,12477,12480],{},[36,12470,12471,12472,12475],{},"不要用过期的 ",[280,12473,12474],{},"--approval-mode"," 旧参数","，新版用 ",[280,12478,12479],{},"codex features"," 子命令管理。",[27,12482,429],{"id":428},[32,12484,12485,12486,12488],{},"✅ 终端 \u002F TMUX \u002F Vim 重度用户；已订阅 ChatGPT Plus \u002F Pro 的人；Windows 原生开发者；headless \u002F SSH \u002F 容器场景。",[6896,12487],{},"\n❌ GUI 党；纯内网开发；偏好 Claude 长上下文风格的人。",[27,12490,452],{"id":452},[190,12492,12493,12499,12503],{},[53,12494,6905,12495],{},[458,12496,12498],{"href":12497},"\u002Fplaybook\u002Fcodex-cli-vs-claude-code.html","Codex CLI vs Claude Code 怎么选",[53,12500,6912,12501],{},[458,12502,11798],{"href":11797},[53,12504,6919,12505,6923,12507,6923,12509],{},[458,12506,307],{"href":9252},[458,12508,943],{"href":10899},[458,12510,940],{"href":9767},[27,12512,479],{"id":479},[190,12514,12515,12521,12528,12533],{},[53,12516,10100,12517],{},[458,12518,12519],{"href":12519,"rel":12520},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",[489],[53,12522,12523,12524],{},"Features 页：",[458,12525,12526],{"href":12526,"rel":12527},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli\u002Ffeatures",[489],[53,12529,10119,12530],{},[458,12531,11958],{"href":11958,"rel":12532},[489],[53,12534,12535,12536],{},"2026 更新综述：",[458,12537,12538],{"href":12538,"rel":12539},"https:\u002F\u002Fcodex.danielvaughan.com\u002F2026\u002F03\u002F27\u002Fcodex-cli-in-2026-whats-new",[489],[2357,12541,12542],{},[32,12543,6956,12544,6960],{},[458,12545,6959],{"href":6959},[1140,12547,12548],{},"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 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 .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":505,"searchDepth":506,"depth":506,"links":12550},[12551,12552,12553,12554,12559,12560,12561,12562,12563,12564],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":97,"depth":509,"text":97},{"id":12086,"depth":509,"text":12087,"children":12555},[12556,12557,12558],{"id":12095,"depth":506,"text":12096},{"id":12124,"depth":506,"text":12125},{"id":12151,"depth":506,"text":12152},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\u002Fimg\u002Ftools\u002Fcodex.webp","Codex CLI 真实评测：OpenAI 官方开源（Apache-2.0）终端 Coding Agent，Rust 实现，原生 Windows 沙箱 + 子代理 + MCP + 钩子 + 远程控制；2026 默认模型升级到 gpt-5-codex \u002F gpt-5-codex-mini，Plus\u002FPro\u002FTeam\u002FEdu 计划已含。",[12568,12571,12574,12576,12579],{"q":12569,"a":12570},"Codex CLI 和 Claude Code 有什么区别？","形态几乎一致：都是终端 Agent + 沙箱执行 + MCP + 子代理。差异主要在模型——Codex CLI 走 OpenAI 的 gpt-5-codex 系列，Claude Code 走 Anthropic Sonnet\u002FOpus。OpenAI 在原生 Windows 沙箱（不需要 WSL）和 Rust 实现速度上略胜，Claude 在长任务上下文连续性上略胜。",{"q":12572,"a":12573},"在 Windows 上怎么用？","原生 PowerShell 沙箱模式（推荐），也支持 WSL2。安装命令：curl -fsSL https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Finstall.sh | sh（macOS\u002FLinux），Windows 直接通过 npm 或 PowerShell installer。",{"q":2918,"a":12575},"需要 OpenAI 账号 + 稳定代理。Plus \u002F Pro 订阅可走支付宝。直接 `codex` 即可启动。",{"q":12577,"a":12578},"Codex CLI 支持本地模型吗？","原生只走 OpenAI API。如果要本地模型，建议用 Aider（OpenAI 兼容 endpoint，可指向 Ollama \u002F vLLM）。",{"q":12580,"a":12581},"Subagents \u002F Hooks \u002F MCP 是什么？","Subagents：把大任务拆给多个并行子代理；Hooks（PostToolUse \u002F userpromptsubmit）：在工具调用前后插入企业策略；MCP：连外部工具（GitHub \u002F 数据库 \u002F Slack）。Codex 2026 把这三块都做到了 GA。",[1172,538],{},[12585,12330,12586,12587],"gpt-5.5","gpt-5-codex-mini","gpt-5.3-codex-spark",[12589,12590,12591],"重度 GUI 党（终端排斥者请用 Cursor）","国内纯内网（OpenAI API 需稳定代理）","需要 Claude 上下文风格的人","\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex",[5081,8702,5080],[12595,12599,12602,12604],{"plan":12041,"price":120,"limit":12596,"cn_pay":12597,"note":12598},"含 Codex CLI 使用额度，默认 gpt-5-codex-mini（2026-03 起额度 +4×）","支付宝","个人入门",{"plan":12051,"price":1394,"limit":12600,"cn_pay":12597,"note":12601},"更高额度 + 优先处理 + GPT-5.3-Codex-Spark 研究预览","Agent 重度用户",{"plan":12061,"price":12064,"limit":12603,"cn_pay":1180,"note":7023},"团队管理 + SSO + Codex 含在内",{"plan":12605,"price":12075,"limit":12606,"cn_pay":1180,"note":12607},"纯 API 调用","gpt-5.5 ≈ $1.25\u002F$10 per 1M tokens（input\u002Foutput）","BYOK 自由模式","ChatGPT Plus\u002FPro\u002FBusiness\u002FEdu\u002FEnterprise 包含 \u002F 或按 OpenAI API 计费",[12610,12611],"ai-coding\u002Fcodex-cli-vs-claude-code","ai-coding\u002Fterminal-agent-workflow",{"power":568,"ux":569,"price":569,"cn_support":506,"stability":569},{"title":9762,"description":12566},[12615,12617,12619,12621],{"title":12616,"url":12519},"Codex CLI 官方文档",{"title":12618,"url":12526},"Codex CLI Features 官方",{"title":12620,"url":11958},"Codex CLI GitHub",{"title":12622,"url":12538},"Codex CLI 2026 更新综述","tools\u002Fcoding\u002Fcli\u002Fcodex",[12625,12626,12627,12628],"终端 \u002F TMUX \u002F Vim 重度用户","已经订阅 ChatGPT Plus \u002F Pro 的人（白嫖 Codex 用量）","Windows 原生开发者（Codex CLI 有 PowerShell 沙箱，不必走 WSL）","需要远程 SSH \u002F 容器中跑 Agent 的人（headless 友好）","OpenAI 官方终端 Coding Agent，GPT-5.5 \u002F gpt-5-codex 驱动",[546,519,11373,11383,11883,12631,2246,1212,12632],"subagents","rust","Claude Code 的 OpenAI 版镜像。Plus \u002F Pro 已含、Windows 原生沙箱、Rust 速度快，喜欢 GPT 派的人首选；Claude Sonnet 4.5 在长任务上仍略胜，喜欢 Claude 的留 Claude Code。","RtRkWxjULobDTCnHDh2SWVJHfZwXARx9pKdojNOMVWc",{"id":12636,"title":11598,"alternatives":12637,"api_compatible":22,"body":12645,"category":546,"chinese_friendly":506,"cover":13178,"description":13179,"domestic":522,"extension":523,"faq":13180,"free":522,"github":22,"languages":13193,"meta":13194,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":602,"pillar":542,"platforms":13195,"priceTable":13196,"pricing":13210,"published":559,"relatedPlaybooks":13211,"relatedReviews":22,"score":13215,"self_host":540,"seo":13216,"slug":11380,"sources":13217,"stem":13228,"suitable":22,"tagline":13229,"tags":13230,"updated":575,"verdict":13233,"website":13234,"__hash__":13235},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Froo-code.md",[12638,12639,12642,12644],{"name":596,"url":475},{"name":12640,"url":12641},"continue","\u002Ftools\u002Fcoding\u002Fcli\u002Fcontinue",{"name":1223,"url":12643},"\u002Ftools\u002Fcoding\u002Fcli\u002Fopenhands",{"name":15,"url":16},{"type":24,"value":12646,"toc":13166},[12647,12649,12652,12655,12657,12724,12726,12750,12755,12759,12763,12786,12790,12813,12815,12844,12846,13023,13025,13077,13079,13108,13110,13129,13131],[27,12648,30],{"id":29},[32,12650,12651],{},"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。",[32,12653,12654],{},"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）。",[27,12656,2278],{"id":2278},[190,12658,12659,12665,12671,12677,12683,12689,12694,12700,12705,12713,12719],{},[53,12660,12661,12664],{},[36,12662,12663],{},"Agentic Loop","：Thought → Plan → Act → Observe 递归循环，错了自动读 stderr + 重试",[53,12666,12667,12670],{},[36,12668,12669],{},"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",[53,12672,12673,12676],{},[36,12674,12675],{},"Boomerang Tasks","：主任务派发 sub-task 到不同 mode + 不同模型，并行 \u002F 串行混合",[53,12678,12679,12682],{},[36,12680,12681],{},"Custom Modes","：自定义 system prompt + 工具集 + 模型，团队级共享",[53,12684,12685,12688],{},[36,12686,12687],{},"Auto-Approve","：连续执行不打断（高风险 → 配白名单）",[53,12690,12691,12693],{},[36,12692,981],{},"：Anthropic \u002F OpenAI \u002F Google \u002F DeepSeek \u002F xAI \u002F Mistral \u002F OpenRouter \u002F Ollama 本地",[53,12695,12696,12699],{},[36,12697,12698],{},"完整透明","：每步 prompt \u002F cost \u002F context usage 可见",[53,12701,12702,12704],{},[36,12703,11006],{},"：继承 Cline MCP 协议，工具 \u002F 数据源 \u002F 自定义服务器",[53,12706,12707,12712],{},[36,12708,12709],{},[280,12710,12711],{},".rooignore","：限制 AI 可见文件，敏感目录可排除",[53,12714,12715,12718],{},[36,12716,12717],{},"本地优先","：Ollama \u002F vLLM 局域网模型，air-gapped 可用",[53,12720,12721,12723],{},[36,12722,2349],{},"：task 存储 + 协作 + remote agent + 团队策略",[27,12725,97],{"id":97},[190,12727,12728,12733,12739,12745],{},[53,12729,12730,12732],{},[36,12731,3831],{},"：$0（Apache 2.0）；你自付 LLM API",[53,12734,12735,12738],{},[36,12736,12737],{},"Cloud Free","：$0 + 云端基础",[53,12740,12741,12744],{},[36,12742,12743],{},"Cloud Team","：$99\u002F月 + remote agents + 团队治理",[53,12746,12747,12749],{},[36,12748,171],{},"：Custom + SSO + 审计 + 私有部署",[2357,12751,12752],{},[32,12753,12754],{},"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%。",[27,12756,12758],{"id":12757},"实测solo-5-人小团队-typescript-全栈","实测（solo + 5 人小团队 \u002F TypeScript 全栈）",[32,12760,12761],{},[36,12762,2370],{},[190,12764,12765,12768,12771,12774,12780,12783],{},[53,12766,12767],{},"每周多次发布，新特性来得快，社区驱动感强",[53,12769,12770],{},"Boomerang Tasks 重构整目录时效率拉满：Architect Opus 出方案 → Code DeepSeek 实现 → Debug Sonnet 验",[53,12772,12773],{},"自定义 Modes 把团队风格固化，新人接手新仓库 30 分钟上手",[53,12775,12776,12777,12779],{},"Auto-Approve + ",[280,12778,12711],{}," 配好后 80% 任务零打断",[53,12781,12782],{},"BYOK 透明度极高：每个 prompt \u002F cost \u002F context 都可看，比 Cursor 黑盒强",[53,12784,12785],{},"Ollama + Qwen2.5 Coder 本地跑离线场景 OK",[32,12787,12788],{},[36,12789,2395],{},[190,12791,12792,12795,12798,12801,12804,12807,12810],{},[53,12793,12794],{},"每周快速发布 = 偶发回归，生产仓库别盲跟 latest",[53,12796,12797],{},"Auto-Approve 不配白名单可能误删 \u002F 误覆盖（必须先 commit）",[53,12799,12800],{},"多模式切换初学者会 confused，文档要花时间读",[53,12802,12803],{},"JetBrains 只有实验桥接（要 JetBrains 原生用 Cline）",[53,12805,12806],{},"模型 BYOK 配置门槛比 Cursor 高",[53,12808,12809],{},"Boomerang 并行多 sub-agent 时 token 烧得快，要监控",[53,12811,12812],{},"中文 prompt 表现尚可但 system prompt 仍英文最佳",[27,12814,258],{"id":258},[50,12816,12817,12823,12826,12829,12835,12841],{},[53,12818,12819,12820,12822],{},"VS Code → Extensions → 搜 ",[280,12821,11598],{}," 安装",[53,12824,12825],{},"设置 → Provider → 添加 Anthropic \u002F OpenAI \u002F Google \u002F OpenRouter \u002F Ollama API Key",[53,12827,12828],{},"选默认 Mode（Code）→ 在侧边栏对话框写需求",[53,12830,12831,12832,12834],{},"启用 Auto-Approve（先 commit！）+ 配 ",[280,12833,12711],{}," 限制范围",[53,12836,12837,12838],{},"多步任务用 Boomerang：在 prompt 写 ",[280,12839,12840],{},"start a subtask in architect mode to plan, then code mode to implement",[53,12842,12843],{},"团队：上 Cloud Team → 共享 Custom Modes + remote agents",[27,12845,2595],{"id":2595},[83,12847,12848,12862],{},[86,12849,12850],{},[89,12851,12852,12854,12856,12858,12860],{},[92,12853,295],{},[92,12855,11598],{},[92,12857,940],{},[92,12859,301],{},[92,12861,935],{},[108,12863,12864,12878,12893,12908,12924,12939,12954,12968,12984,12996,13009],{},[89,12865,12866,12868,12871,12873,12876],{},[113,12867,4118],{},[113,12869,12870],{},"Apache 2.0",[113,12872,12870],{},[113,12874,12875],{},"商业",[113,12877,12870],{},[89,12879,12880,12882,12885,12888,12890],{},[113,12881,4882],{},[113,12883,12884],{},"23.8K",[113,12886,12887],{},"57.9K",[113,12889,4124],{},[113,12891,12892],{},"19K+",[89,12894,12895,12898,12901,12904,12906],{},[113,12896,12897],{},"安装量",[113,12899,12900],{},"1.55M VS Code",[113,12902,12903],{},"4M+ VS+JB",[113,12905,4124],{},[113,12907,4891],{},[89,12909,12910,12912,12915,12918,12921],{},[113,12911,3338],{},[113,12913,12914],{},"多模式 + Boomerang",[113,12916,12917],{},"Plan\u002FAct 两阶段",[113,12919,12920],{},"内置 IDE",[113,12922,12923],{},"Chat + Edit",[89,12925,12926,12929,12932,12934,12937],{},[113,12927,12928],{},"多 agent",[113,12930,12931],{},"✅ Boomerang",[113,12933,357],{},[113,12935,12936],{},"✅ Composer",[113,12938,357],{},[89,12940,12941,12944,12946,12948,12951],{},[113,12942,12943],{},"自定义 Modes",[113,12945,351],{},[113,12947,357],{},[113,12949,12950],{},"Cursor Rules",[113,12952,12953],{},"Slash Commands",[89,12955,12956,12959,12962,12964,12966],{},[113,12957,12958],{},"JetBrains",[113,12960,12961],{},"实验桥接",[113,12963,9851],{},[113,12965,357],{},[113,12967,351],{},[89,12969,12970,12973,12976,12979,12982],{},[113,12971,12972],{},"发布节奏",[113,12974,12975],{},"每周多次",[113,12977,12978],{},"月级稳定",[113,12980,12981],{},"月级",[113,12983,12981],{},[89,12985,12986,12988,12990,12992,12994],{},[113,12987,12687],{},[113,12989,351],{},[113,12991,9811],{},[113,12993,351],{},[113,12995,4124],{},[89,12997,12998,13000,13003,13005,13007],{},[113,12999,981],{},[113,13001,13002],{},"✅ 完全",[113,13004,13002],{},[113,13006,354],{},[113,13008,351],{},[89,13010,13011,13013,13016,13019,13021],{},[113,13012,10076],{},[113,13014,13015],{},"✅ 继承",[113,13017,13018],{},"✅ 一等",[113,13020,351],{},[113,13022,351],{},[27,13024,393],{"id":393},[190,13026,13027,13033,13041,13047,13053,13059,13065,13071],{},[53,13028,13029,13032],{},[36,13030,13031],{},"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",[53,13034,13035,219,13038,13040],{},[36,13036,13037],{},"Auto-Approve 必白名单",[280,13039,12711],{}," + git clean 状态 + commit 习惯 = 三道防线",[53,13042,13043,13046],{},[36,13044,13045],{},"Boomerang token 失控","：sub-agent 并行烧得快，月预算告警",[53,13048,13049,13052],{},[36,13050,13051],{},"多模式学习成本","：先用 Code 一种跑顺再加 Architect\u002FDebug",[53,13054,13055,13058],{},[36,13056,13057],{},"MCP 服务器质量参差","：装第三方 server 看 review + 沙盒",[53,13060,13061,13064],{},[36,13062,13063],{},"shell 工具权限","：危险命令（rm -rf \u002F dd）要在 settings 里拉黑",[53,13066,13067,13070],{},[36,13068,13069],{},"JetBrains 用户","：要原生体验请走 Cline；实验桥接稳定性还在演进",[53,13072,13073,13076],{},[36,13074,13075],{},"中文场景","：system prompt + custom modes 用英文写效果最好",[27,13078,429],{"id":428},[190,13080,13081,13084,13087,13090,13093,13096,13099,13102,13105],{},[53,13082,13083],{},"✅ Power user \u002F 想跟最新特性的开发者",[53,13085,13086],{},"✅ solo \u002F 小团队 + 多模型混合 + 省 token",[53,13088,13089],{},"✅ 多步重构 \u002F 多文件改动（Boomerang）",[53,13091,13092],{},"✅ 完全透明 + 无供应商锁定",[53,13094,13095],{},"✅ Ollama 本地 \u002F air-gapped 场景",[53,13097,13098],{},"❌ 严格 human-in-the-loop \u002F 受监管行业（Cline）",[53,13100,13101],{},"❌ JetBrains 原生需求（Cline）",[53,13103,13104],{},"❌ 不想配模型 \u002F 不想看 prompt（Cursor \u002F Copilot）",[53,13106,13107],{},"❌ 完全稳定 LTS 需求（每周快速发布）",[27,13109,452],{"id":452},[190,13111,13112,13116,13121,13125],{},[53,13113,13114],{},[458,13115,476],{"href":475},[53,13117,13118],{},[458,13119,13120],{"href":12641},"Continue 评测",[53,13122,13123],{},[458,13124,1635],{"href":12643},[53,13126,13127],{},[458,13128,465],{"href":16},[27,13130,479],{"id":479},[50,13132,13133,13140,13147,13153,13159],{},[53,13134,13135,13136],{},"DevRadar — Roo Code Review 2026（BYOK \u002F Agentic Loop \u002F 模型矩阵）",[458,13137,13138],{"href":13138,"rel":13139},"https:\u002F\u002Fdevradar-dev.github.io\u002Fopen-research\u002Fai-tools\u002Froo-code",[489],[53,13141,13142,13143],{},"RockB — Cline vs Roo Code 2026（Star \u002F 安装 \u002F 多模式架构）",[458,13144,13145],{"href":13145,"rel":13146},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fcline-vs-roo-code-2026",[489],[53,13148,13149,13150],{},"Serenities AI — Roo Code vs Cline 2026（社区 vs 产品路线）",[458,13151,11829],{"href":11829,"rel":13152},[489],[53,13154,13155,13156],{},"Qodo Blog — Roo Code vs Cline（企业治理视角）",[458,13157,11836],{"href":11836,"rel":13158},[489],[53,13160,13161,13162],{},"LLMReference — Roo Code Model Compatibility Matrix ",[458,13163,13164],{"href":13164,"rel":13165},"https:\u002F\u002Fwww.llmreference.com\u002Fagents\u002Froo-code",[489],{"title":505,"searchDepth":506,"depth":506,"links":13167},[13168,13169,13170,13171,13172,13173,13174,13175,13176,13177],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":12757,"depth":509,"text":12758},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[13181,13184,13187,13190],{"q":13182,"a":13183},"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":13185,"a":13186},"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":13188,"a":13189},"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":13191,"a":13192},"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。",[538,1172],{},[544,1711],[13197,13202,13205,13208],{"plan":13198,"price":13199,"features":13200,"notes":13201},"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":12737,"price":1179,"features":13203,"notes":13204},"云端 task 存储 + 协作基础 + remote agent 入门","试水云端能力",{"plan":12743,"price":5603,"features":13206,"notes":13207},"团队策略 + remote agents + 跨成员共享 modes + 治理","5+ 人小团队",{"plan":171,"price":174,"features":13209,"notes":2932},"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",[13212],{"name":13213,"url":13214},"Cline 上手与项目治理","\u002Fplaybook\u002Fonboarding\u002Fcline-getting-started",{"power":568,"ux":569,"price":568,"cn_support":506,"stability":569},{"title":11598,"description":13179},[13218,13220,13222,13224,13226],{"name":13219,"url":13138,"accessed":575},"DevRadar — Roo Code Review 2026 (BYOK \u002F Agentic Loop)",{"name":13221,"url":13145,"accessed":575},"RockB — Cline vs Roo Code 2026 (架构 \u002F Stars \u002F 多模式)",{"name":13223,"url":11829,"accessed":575},"Serenities AI — Roo Code vs Cline 2026",{"name":13225,"url":11836,"accessed":575},"Qodo Blog — Roo Code vs Cline (企业治理对比)",{"name":13227,"url":13164,"accessed":575},"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",[544,519,1213,1212,13231,2246,8738,13232],"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":13237,"title":13238,"alternatives":13239,"api_compatible":22,"body":13250,"category":13710,"chinese_friendly":568,"cover":13711,"description":13712,"domestic":522,"extension":523,"faq":13713,"free":522,"github":22,"languages":13726,"meta":13727,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":13728,"pillar":542,"platforms":13729,"priceTable":13733,"pricing":13752,"published":559,"relatedPlaybooks":13753,"relatedReviews":22,"score":13759,"self_host":540,"seo":13760,"slug":13761,"sources":13762,"stem":13769,"suitable":22,"tagline":13770,"tags":13771,"updated":575,"verdict":13778,"website":13779,"__hash__":13780},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy.md","CodeBuddy",[13240,13243,13246,13249],{"name":13241,"url":13242},"comate","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcomate",{"name":13244,"url":13245},"tongyi-lingma","\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma",{"name":13247,"url":13248},"codegeex","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex",{"name":12,"url":13},{"type":24,"value":13251,"toc":13698},[13252,13254,13257,13260,13262,13317,13321,13395,13401,13406,13410,13414,13431,13435,13452,13454,13474,13476,13590,13592,13624,13626,13649,13651,13673,13675],[27,13253,30],{"id":29},[32,13255,13256],{},"CodeBuddy 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Protocol",[53,13300,13301,13304],{},[36,13302,13303],{},"WeChat 生态","：小程序 \u002F 公众号 \u002F 腾讯云 SDK 深度优化",[53,13306,13307,13310],{},[36,13308,13309],{},"IDE 覆盖","：VS Code \u002F PyCharm \u002F IntelliJ \u002F Xcode \u002F WebStorm \u002F GoLand",[53,13312,13313,13316],{},[36,13314,13315],{},"混元 + DeepSeek V3 路由","：按任务复杂度自动选模型",[27,13318,13320],{"id":13319},"价格2026-05-15-后新计费","价格（2026-05-15 后新计费）",[83,13322,13323,13339],{},[86,13324,13325],{},[89,13326,13327,13330,13333,13336],{},[92,13328,13329],{},"版本",[92,13331,13332],{},"月付",[92,13334,13335],{},"年付",[92,13337,13338],{},"含 credits",[108,13340,13341,13354,13368,13382],{},[89,13342,13343,13346,13349,13351],{},[113,13344,13345],{},"个人体验版",[113,13347,13348],{},"免费（限频）",[113,13350,4124],{},[113,13352,13353],{},"500\u002F月",[89,13355,13356,13359,13362,13365],{},[113,13357,13358],{},"个人专业版",[113,13360,13361],{},"58 元\u002F月",[113,13363,13364],{},"696 元\u002F年",[113,13366,13367],{},"2,000\u002F月（500 体验 + 1,500 专业）",[89,13369,13370,13373,13376,13379],{},[113,13371,13372],{},"SaaS 企业版（旗舰）",[113,13374,13375],{},"198 元\u002F席\u002F月",[113,13377,13378],{},"2,376 元\u002F席\u002F年",[113,13380,13381],{},"2,000\u002F席 团队池化",[89,13383,13384,13387,13390,13393],{},[113,13385,13386],{},"专有云企业版（专享）",[113,13388,13389],{},"316 元\u002F席\u002F月（100 席起）",[113,13391,13392],{},"3,792 元\u002F席\u002F年",[113,13394,13381],{},[32,13396,13397,13400],{},[36,13398,13399],{},"加量包","：个人 1,000 credits = 38 元（1 月）；企业 2,000–200,000 credits 半年期。",[2357,13402,13403],{},[32,13404,13405],{},"2026-05-15 至 2026-08-14 购旗舰版送首月 2,000 额外 credits\u002Flicense。",[27,13407,13409],{"id":13408},"实测小程序-spring-boot-项目","实测（小程序 + Spring Boot 项目）",[32,13411,13412],{},[36,13413,2370],{},[190,13415,13416,13419,13422,13425,13428],{},[53,13417,13418],{},"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",[53,13420,13421],{},"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",[53,13423,13424],{},"中文 prompt 识别准确、注释生成质量高于 Copilot",[53,13426,13427],{},"私有化 + WorkBuddy 移动端组合，对腾讯云客户友好",[53,13429,13430],{},"MCP 接入：腾讯系 + 海外 MCP 服务器都能跑",[32,13432,13433],{},[36,13434,2395],{},[190,13436,13437,13440,13443,13446,13449],{},[53,13438,13439],{},"老用户 2026-05 涨价后部分人转 Cursor \u002F Copilot；冷启动新人不痛",[53,13441,13442],{},"credits 团队池化要管控：1 人重度任务会蚕食全队额度",[53,13444,13445],{},"设计稿转代码对超复杂动效仍要手调",[53,13447,13448],{},"海外用户访问偶发 CDN 抖动",[53,13450,13451],{},"Mac Xcode 插件功能完整度弱于 VS Code",[27,13453,258],{"id":258},[50,13455,13456,13459,13462,13465,13468,13471],{},[53,13457,13458],{},"codebuddy.ai 注册（微信 \u002F QQ \u002F 邮箱），赠 500 credits 体验",[53,13460,13461],{},"VS Code \u002F JetBrains 装 \"CodeBuddy\" 插件",[53,13463,13464],{},"设置选模型（混元 \u002F DeepSeek V3 \u002F 路由）",[53,13466,13467],{},"重度场景：开 Craft 模式，描述要做什么",[53,13469,13470],{},"设计稿：粘 Figma 链接 → Generate",[53,13472,13473],{},"重度：升级专业版 58 元\u002F月 或 加量包 38 元 1,000 credits",[27,13475,2595],{"id":2595},[83,13477,13478,13495],{},[86,13479,13480],{},[89,13481,13482,13484,13486,13489,13492],{},[92,13483,295],{},[92,13485,13238],{},[92,13487,13488],{},"Comate",[92,13490,13491],{},"通义灵码",[92,13493,13494],{},"CodeGeeX",[108,13496,13497,13514,13531,13546,13559,13573],{},[89,13498,13499,13502,13505,13508,13511],{},[113,13500,13501],{},"主力模型",[113,13503,13504],{},"混元 + DeepSeek V3",[113,13506,13507],{},"文心大模型",[113,13509,13510],{},"Qwen3-Coder",[113,13512,13513],{},"GLM-5.1",[89,13515,13516,13519,13522,13525,13528],{},[113,13517,13518],{},"个人月费",[113,13520,13521],{},"58 元",[113,13523,13524],{},"59 元",[113,13526,13527],{},"免费起",[113,13529,13530],{},"免费 \u002F 49",[89,13532,13533,13536,13539,13542,13544],{},[113,13534,13535],{},"自主 Agent",[113,13537,13538],{},"✅ Craft",[113,13540,13541],{},"✅ Zulu",[113,13543,351],{},[113,13545,1549],{},[89,13547,13548,13550,13553,13555,13557],{},[113,13549,11006],{},[113,13551,13552],{},"✅ 国内首家",[113,13554,351],{},[113,13556,351],{},[113,13558,351],{},[89,13560,13561,13563,13566,13569,13571],{},[113,13562,13286],{},[113,13564,13565],{},"✅ 95%",[113,13567,13568],{},"✅ 92%",[113,13570,354],{},[113,13572,1549],{},[89,13574,13575,13578,13581,13584,13587],{},[113,13576,13577],{},"生态深耕",[113,13579,13580],{},"腾讯 \u002F 微信小程序",[113,13582,13583],{},"百度 \u002F 企业",[113,13585,13586],{},"阿里云",[113,13588,13589],{},"智谱开源",[27,13591,393],{"id":393},[190,13593,13594,13600,13606,13612,13618],{},[53,13595,13596,13599],{},[36,13597,13598],{},"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",[53,13601,13602,13605],{},[36,13603,13604],{},"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",[53,13607,13608,13611],{},[36,13609,13610],{},"Xcode 插件功能差异","：iOS 团队优先用 VS Code + Xcode 双开",[53,13613,13614,13617],{},[36,13615,13616],{},"Figma 转代码 review 关键","：动效 \u002F 自定义组件仍需人工调",[53,13619,13620,13623],{},[36,13621,13622],{},"2026-05 计费迁移","：老用户分阶段切换，注意核对积分余额结转",[27,13625,429],{"id":428},[190,13627,13628,13631,13634,13637,13640,13643,13646],{},[53,13629,13630],{},"✅ 腾讯系业务 \u002F 微信小程序 \u002F 公众号开发",[53,13632,13633],{},"✅ 国内企业需要私有化部署",[53,13635,13636],{},"✅ 设计稿转代码刚需团队",[53,13638,13639],{},"✅ 想用混元 \u002F DeepSeek V3 国产模型",[53,13641,13642],{},"❌ 海外纯 Cursor \u002F Copilot 重度用户",[53,13644,13645],{},"❌ Mac Xcode 重度且不愿双 IDE",[53,13647,13648],{},"❌ 对腾讯生态依赖极低、有现成 Comate \u002F 通义订阅",[27,13650,452],{"id":452},[190,13652,13653,13658,13663,13668],{},[53,13654,13655],{},[458,13656,13657],{"href":13242},"Comate 评测",[53,13659,13660],{},[458,13661,13662],{"href":13245},"通义灵码 评测",[53,13664,13665],{},[458,13666,13667],{"href":13248},"CodeGeeX 评测",[53,13669,13670],{},[458,13671,13672],{"href":563},"AI 大型重构 Playbook",[27,13674,479],{"id":479},[50,13676,13677,13684,13691],{},[53,13678,13679,13680],{},"CodeBuddy 官方定价（中国版，2026-05-14）",[458,13681,13682],{"href":13682,"rel":13683},"https:\u002F\u002Fwww.codebuddy.cn\u002Fdocs\u002Fide\u002FAccount\u002Fpricing",[489],[53,13685,13686,13687],{},"CodeBuddy 官方定价（国际版，2026-05-09）",[458,13688,13689],{"href":13689,"rel":13690},"https:\u002F\u002Fwww.codebuddy.ai\u002Fdocs\u002Fzh\u002Fide\u002FAccount\u002Fpricing",[489],[53,13692,13693,13694],{},"StackViv — CodeBuddy 评测 2026 ",[458,13695,13696],{"href":13696,"rel":13697},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fcodebuddy",[489],{"title":505,"searchDepth":506,"depth":506,"links":13699},[13700,13701,13702,13703,13704,13705,13706,13707,13708,13709],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":13319,"depth":509,"text":13320},{"id":13408,"depth":509,"text":13409},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"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。",[13714,13717,13720,13723],{"q":13715,"a":13716},"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":13718,"a":13719},"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":13721,"a":13722},"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":13724,"a":13725},"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。",[1172,538],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodebuddy",[544,545,13730,13731,13732],"intellij","pycharm","xcode",[13734,13737,13741,13744,13747],{"plan":13345,"price":11465,"credits":13735,"notes":13736},"500\u002F月（限频）","对话频率受限",{"plan":13358,"price":13738,"credits":13739,"notes":13740},"58 元\u002F月（年 696）","2,000\u002F月","对话不限频；CodeBuddy + WorkBuddy 共享积分",{"plan":13372,"price":13375,"credits":13742,"notes":13743},"2,000\u002F席 团队池","1 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小程序团队强推。","https:\u002F\u002Fwww.codebuddy.ai","vkAcYN5dTjH15jY_paSPT1NQc_ApuRYdaP_Y3Sa3PQs",{"id":13782,"title":13494,"alternatives":13783,"api_compatible":22,"body":13789,"category":13710,"chinese_friendly":568,"cover":14207,"description":14208,"domestic":522,"extension":523,"faq":14209,"free":522,"github":22,"languages":14222,"meta":14223,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":13248,"pillar":542,"platforms":14224,"priceTable":14226,"pricing":14250,"published":559,"relatedPlaybooks":14251,"relatedReviews":22,"score":14254,"self_host":522,"seo":14255,"slug":14256,"sources":14257,"stem":14264,"suitable":22,"tagline":14265,"tags":14266,"updated":575,"verdict":14271,"website":14272,"__hash__":14273},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex.md",[13784,13785,13786,13787],{"name":12,"url":13},{"name":13241,"url":13242},{"name":13244,"url":13245},{"name":13788,"url":13728},"codebuddy",{"type":24,"value":13790,"toc":14195},[13791,13793,13796,13799,13801,13850,13852,13857,13915,13918,13922,13926,13943,13947,13964,13966,13989,13991,14090,14092,14124,14126,14149,14151,14170,14172],[27,13792,30],{"id":29},[32,13794,13795],{},"CodeGeeX 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Comate",[14278,14279,14280,14281],{"name":13788,"url":13728},{"name":13244,"url":13245},{"name":13247,"url":13248},{"name":12,"url":13},{"type":24,"value":14283,"toc":14696},[14284,14286,14293,14296,14298,14341,14343,14401,14404,14408,14412,14429,14433,14450,14452,14472,14474,14591,14593,14625,14627,14650,14652,14671,14673],[27,14285,30],{"id":29},[32,14287,14288,14289,14292],{},"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 ",[36,14290,14291],{},"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）。",[32,14294,14295],{},"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）。",[27,14297,2278],{"id":2278},[190,14299,14300,14306,14311,14317,14323,14329,14335],{},[53,14301,14302,14305],{},[36,14303,14304],{},"多智能体协同","：Zulu 编程智能体 + 子智能体并行任务拆解",[53,14307,14308,14310],{},[36,14309,14291],{},"：Doc → Tasks → Changes → Preview 白盒流水",[53,14312,14313,14316],{},[36,14314,14315],{},"代码补全 + Inline Chat","：行级 \u002F 函数级 \u002F 超级代码补全 + 行内对话",[53,14318,14319,14322],{},[36,14320,14321],{},"多模型路由","：文心 \u002F DeepSeek \u002F ChatGLM \u002F Kimi-K2.6（2026-04 首发支持）",[53,14324,14325,14328],{},[36,14326,14327],{},"独立 AI IDE","：编辑 \u002F 问答 \u002F 终端 + 前端实时预览 + 元素级调试",[53,14330,14331,14334],{},[36,14332,14333],{},"Figma 转代码","：92% 还原率",[53,14336,14337,14340],{},[36,14338,14339],{},"企业能力","：私有化 \u002F VPC \u002F 混合云 \u002F 模型微调 \u002F 审计日志",[27,14342,81],{"id":80},[83,14344,14345,14357],{},[86,14346,14347],{},[89,14348,14349,14352,14354],{},[92,14350,14351],{},"套餐",[92,14353,97],{},[92,14355,14356],{},"含什么",[108,14358,14359,14369,14379,14390],{},[89,14360,14361,14364,14366],{},[113,14362,14363],{},"个人标准版",[113,14365,11465],{},[113,14367,14368],{},"补全 \u002F 单测 \u002F Spec \u002F Figma 转代码",[89,14370,14371,14373,14376],{},[113,14372,13358],{},[113,14374,14375],{},"59 元\u002F月（原 100）",[113,14377,14378],{},"+ ¥55 智能体额度 + SOTA 模型 + 500 Zulu\u002F月",[89,14380,14381,14384,14387],{},[113,14382,14383],{},"企业专业版",[113,14385,14386],{},"150 元\u002F人\u002F月",[113,14388,14389],{},"+ 安全管控 + 数据报表 + 成员权限",[89,14391,14392,14395,14398],{},[113,14393,14394],{},"企业专属版",[113,14396,14397],{},"2,500 元\u002F人\u002F年（100 人起）",[113,14399,14400],{},"+ 私有化 + 微调 + 审计日志",[32,14402,14403],{},"Zulu 加量包：50 \u002F 100 \u002F 500 次 = 30 \u002F 60 \u002F 300 元（优惠后 18 \u002F 33 \u002F 150）。",[27,14405,14407],{"id":14406},"实测中型-c-vue-项目","实测（中型 C++ + Vue 项目）",[32,14409,14410],{},[36,14411,2370],{},[190,14413,14414,14417,14420,14423,14426],{},[53,14415,14416],{},"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",[53,14418,14419],{},"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",[53,14421,14422],{},"多智能体协同跑大任务有用：让 Zulu 拆，子 agent 并行写测试",[53,14424,14425],{},"Kimi-K2.6 + 文心组合，复杂业务推理稳",[53,14427,14428],{},"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",[32,14430,14431],{},[36,14432,2395],{},[190,14434,14435,14438,14441,14444,14447],{},[53,14436,14437],{},"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）",[53,14439,14440],{},"Eclipse 等老 IDE 不支持，遗留项目要先迁",[53,14442,14443],{},"智能体额度算法不透明，超量买加量包性价比一般",[53,14445,14446],{},"海外开发者访问偶发抖动",[53,14448,14449],{},"SPEC 流程对小项目是额外开销",[27,14451,258],{"id":258},[50,14453,14454,14457,14460,14463,14466,14469],{},[53,14455,14456],{},"comate.baidu.com 注册（百度账号），免费版立即可用",[53,14458,14459],{},"VS Code \u002F JetBrains 装 \"Comate\" 插件",[53,14461,14462],{},"设置勾常用语言、上传 .editorconfig 同步团队代码风格",[53,14464,14465],{},"体验：注释 → 代码、选中代码右键 Zulu \u002F Spec 模式",[53,14467,14468],{},"企业：买专业版后开企业空间，邀成员、配私域知识库",[53,14470,14471],{},"重度后端：把 Kimi-K2.6 \u002F DeepSeek 模型切换加上",[27,14473,2595],{"id":2595},[83,14475,14476,14490],{},[86,14477,14478],{},[89,14479,14480,14482,14484,14486,14488],{},[92,14481,295],{},[92,14483,13488],{},[92,14485,13238],{},[92,14487,13491],{},[92,14489,13494],{},[108,14491,14492,14506,14519,14534,14546,14560,14577],{},[89,14493,14494,14496,14499,14502,14504],{},[113,14495,14016],{},[113,14497,14498],{},"免费 \u002F 59",[113,14500,14501],{},"免费 \u002F 58",[113,14503,13527],{},[113,14505,13530],{},[89,14507,14508,14511,14513,14515,14517],{},[113,14509,14510],{},"企业起价",[113,14512,14386],{},[113,14514,13375],{},[113,14516,14247],{},[113,14518,14247],{},[89,14520,14521,14524,14527,14530,14532],{},[113,14522,14523],{},"私有化",[113,14525,14526],{},"✅ VPC \u002F 混合云",[113,14528,14529],{},"✅ 专享版",[113,14531,351],{},[113,14533,351],{},[89,14535,14536,14538,14540,14542,14544],{},[113,14537,13535],{},[113,14539,13541],{},[113,14541,13538],{},[113,14543,351],{},[113,14545,1549],{},[89,14547,14548,14551,14554,14556,14558],{},[113,14549,14550],{},"SPEC 流水",[113,14552,14553],{},"✅ 杀手锏",[113,14555,1549],{},[113,14557,354],{},[113,14559,1549],{},[89,14561,14562,14565,14568,14571,14574],{},[113,14563,14564],{},"大客户落地",[113,14566,14567],{},"顺丰 \u002F 吉利 \u002F 喜马",[113,14569,14570],{},"微信 \u002F 腾讯系",[113,14572,14573],{},"信也 \u002F 阿里系",[113,14575,14576],{},"智谱 \u002F 信创",[89,14578,14579,14582,14585,14587,14589],{},[113,14580,14581],{},"IDC 评估",[113,14583,14584],{},"8\u002F9 满分",[113,14586,4124],{},[113,14588,4124],{},[113,14590,4124],{},[27,14592,393],{"id":393},[190,14594,14595,14601,14607,14613,14619],{},[53,14596,14597,14600],{},[36,14598,14599],{},"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",[53,14602,14603,14606],{},[36,14604,14605],{},"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",[53,14608,14609,14612],{},[36,14610,14611],{},"Eclipse 用户先迁 IDE","：Comate 不支持，建议 VS Code 或 JetBrains",[53,14614,14615,14618],{},[36,14616,14617],{},"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",[53,14620,14621,14624],{},[36,14622,14623],{},"代码采纳率 44% 是企业深度集成","：个人开发感受没那么明显",[27,14626,429],{"id":428},[190,14628,14629,14632,14635,14638,14641,14644,14647],{},[53,14630,14631],{},"✅ 国内企业团队、合规要求高",[53,14633,14634],{},"✅ C++ \u002F 后端为主的研发",[53,14636,14637],{},"✅ 需要私有化 \u002F VPC \u002F 混合云部署",[53,14639,14640],{},"✅ 团队需要 SPEC 白盒化流程",[53,14642,14643],{},"❌ 海外纯英文团队",[53,14645,14646],{},"❌ 个人轻度 \u002F 偶尔 vibe coding（用免费版即可）",[53,14648,14649],{},"❌ 完全没有合规需求的小团队",[27,14651,452],{"id":452},[190,14653,14654,14659,14663,14667],{},[53,14655,14656],{},[458,14657,14658],{"href":13728},"CodeBuddy 评测",[53,14660,14661],{},[458,14662,13662],{"href":13245},[53,14664,14665],{},[458,14666,13667],{"href":13248},[53,14668,14669],{},[458,14670,14169],{"href":13758},[27,14672,479],{"id":479},[50,14674,14675,14682,14689],{},[53,14676,14677,14678],{},"文心快码官方定价（2026-01-30）",[458,14679,14680],{"href":14680,"rel":14681},"https:\u002F\u002Fcomate.baidu.com\u002Fzh\u002Fpage\u002Fvew71mux9gm",[489],[53,14683,14684,14685],{},"NavCN — 文心快码完整测评（2026-05-19）",[458,14686,14687],{"href":14687,"rel":14688},"https:\u002F\u002Fwww.navcn.cn\u002Ftool\u002F593.html",[489],[53,14690,14691,14692],{},"百度智能云 Comate 公有云定价 ",[458,14693,14694],{"href":14694,"rel":14695},"https:\u002F\u002Fcloud.baidu.com\u002Fdoc\u002FCOMATE\u002Fs\u002Frlnvnio4a",[489],{"title":505,"searchDepth":506,"depth":506,"links":14697},[14698,14699,14700,14701,14702,14703,14704,14705,14706,14707],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":80,"depth":509,"text":81},{"id":14406,"depth":509,"text":14407},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[14711,14714,14717,14719],{"q":14712,"a":14713},"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":14715,"a":14716},"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":535,"a":14718},"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":14720,"a":14721},"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。",[1172,538],{},[544,545,13730,13731],[14726,14729,14733,14737,14740],{"plan":14363,"price":11465,"features":14727,"notes":14728},"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":13358,"price":14730,"features":14731,"notes":14732},"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":14383,"price":14734,"features":14735,"notes":14736},"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":14394,"price":14397,"features":14738,"notes":14739},"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":14741,"price":14742,"features":14743,"notes":14744},"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",[14747,14748],{"name":13757,"url":13758},{"name":13755,"url":563},{"power":569,"ux":569,"price":569,"cn_support":568,"stability":568},{"title":14276,"description":14709},"coding\u002Fcopilot\u002Fcomate",[14753,14755,14757],{"name":14754,"url":14687,"accessed":575},"NavCN — 文心快码完整测评",{"name":14756,"url":14680,"accessed":575},"文心快码官方定价",{"name":14758,"url":14694,"accessed":575},"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",[13710,13772,14762,14763,14764,14765,2246,583],"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":14770,"title":11102,"alternatives":14771,"api_compatible":14775,"body":14776,"category":13710,"chinese_friendly":506,"cover":15624,"description":15625,"domestic":522,"extension":523,"faq":22,"free":522,"github":15577,"languages":15626,"meta":15627,"models":15628,"navigation":540,"notSuitable":15631,"opensource":522,"path":13,"pillar":542,"platforms":15635,"priceTable":15636,"pricing":15655,"published":559,"relatedPlaybooks":22,"relatedReviews":22,"score":15656,"self_host":522,"seo":15657,"slug":15658,"sources":15659,"stem":15676,"suitable":15677,"tagline":15683,"tags":15684,"updated":575,"verdict":15688,"website":15577,"__hash__":15689},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.md",[11381,14772,14773,14774],"coding\u002Fide\u002Fwindsurf","coding\u002Fextension\u002Fcline","coding\u002Fextension\u002Fcontinue",[],{"type":24,"value":14777,"toc":15606},[14778,14780,14805,14810,14812,14816,14842,14846,14854,14868,14875,14880,14884,14892,14910,14913,14917,14927,14931,14939,14962,14964,14971,15045,15050,15075,15079,15184,15187,15189,15220,15222,15372,15376,15410,15412,15475,15477,15479,15496,15498,15526,15528,15569,15571,15598,15603],[27,14779,30],{"id":29},[6432,14781,14783,14795],{"className":14782},[6435,6436,6437],[32,14784,14785,14787,14788,14790,14791,14794],{},[36,14786,6442],{}," 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 ",[458,14789,10076],{"href":10075},"，到 2026 Q2 已经从\"补全工具\"演化成 ",[36,14792,14793],{},"完整 Agent 平台","——补全、对话、Agent Mode、后台 Coding Agent 一站全有。",[32,14796,14797,14798,14801,14802,14804],{},"最大优势是 ",[36,14799,14800],{},"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 ",[36,14803,11033],{},"：账号 + 网络 + 支付。",[2357,14806,14807],{},[32,14808,14809],{},"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。",[27,14811,9261],{"id":9261},[6615,14813,14815],{"id":14814},"三大形态completion-chat-agent","三大形态：Completion \u002F Chat \u002F Agent",[190,14817,14818,14824,14830,14836],{},[53,14819,14820,14823],{},[36,14821,14822],{},"Code Completion","：开山立派的能力，AI 在你写代码时给 inline 建议",[53,14825,14826,14829],{},[36,14827,14828],{},"Copilot Chat","：侧边栏对话，问\"这段代码什么意思\"、\"帮我写个 SQL\"",[53,14831,14832,14835],{},[36,14833,14834],{},"Agent Mode","（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",[53,14837,14838,14841],{},[36,14839,14840],{},"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",[6615,14843,14845],{"id":14844},"agent-mode-详解","Agent Mode 详解",[32,14847,14848,14853],{},[458,14849,14852],{"href":14850,"rel":14851},"https:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fgithub-copilot-coding-agent-is-now-generally-available\u002F",[489],"GitHub Blog 公告"," 描述的 Agent Mode 能力：",[190,14855,14856,14859,14862,14865],{},[53,14857,14858],{},"跨文件自主编辑（不需要你一个个 @ 文件）",[53,14860,14861],{},"调用 terminal 跑测试 \u002F linter",[53,14863,14864],{},"MCP 服务集成（2025-04 起 public preview，VS Code \u002F JetBrains \u002F Xcode 都支持）",[53,14866,14867],{},"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",[32,14869,14870,219],{},[458,14871,14874],{"href":14872,"rel":14873},"https:\u002F\u002Fagents.4geeks.com\u002Fagent\u002Fgithub-copilot",[489],"4geeks.com 2025 评测",[2357,14876,14877],{},[32,14878,14879],{},"\"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.\"",[6615,14881,14883],{"id":14882},"coding-agent云端后台-pr-生成","Coding Agent（云端后台 PR 生成）",[32,14885,14886,14891],{},[458,14887,14890],{"href":14888,"rel":14889},"https:\u002F\u002Fdocs.github.com\u002F",[489],"GitHub 官方文档"," 描述的 Coding Agent：",[190,14893,14894,14897,14904,14907],{},[53,14895,14896],{},"从 GitHub Issues、VS Code、GitHub.com agent 界面、PR 评论、安全告警任一入口指派",[53,14898,14899,14900,14903],{},"在 ",[36,14901,14902],{},"GitHub Actions 临时开发环境","里跑（不占你本地）",[53,14905,14906],{},"完成后开 PR，附完整 commit \u002F 测试输出 \u002F 工作日志",[53,14908,14909],{},"你只 review + merge",[32,14911,14912],{},"支持版本：Pro \u002F Pro+ \u002F Business \u002F Enterprise（Free 不含）",[6615,14914,14916],{"id":14915},"copilot-cli终端补全","Copilot CLI（终端补全）",[32,14918,14919,14922,14923,14926],{},[280,14920,14921],{},"gh copilot suggest","、",[280,14924,14925],{},"gh copilot explain","——把\"自然语言 → shell 命令\"做成命令行工具。免费档也送。",[6615,14928,14930],{"id":14929},"模型选择-credit-制2026-新变化","模型选择 + Credit 制（2026 新变化）",[32,14932,14933,14938],{},[458,14934,14937],{"href":14935,"rel":14936},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans",[489],"Copilot 官方 Plans 页"," 2026 Q2 价格表关键变化：",[190,14940,14941,14948,14951,14954],{},[53,14942,14943,14944,14947],{},"各档位除 seat 费外，",[36,14945,14946],{},"附赠 AI credits","（Pro $15 \u002F Pro+ $70 \u002F Max $200 \u002F Business $? \u002F Enterprise 更多）",[53,14949,14950],{},"Credits 用于调用 premium 模型（Opus \u002F GPT-5 等）",[53,14952,14953],{},"普通 Sonnet \u002F Haiku \u002F GPT-5 mini 不消耗 credits 或低消耗",[53,14955,14956,14957,3762],{},"2026-04-20 起一度暂停 Pro \u002F Pro+ \u002F Student 新签，6-1 切到 credit 制（",[458,14958,14961],{"href":14959,"rel":14960},"https:\u002F\u002Ftossitt.com\u002Fgithub-copilot-guide-2026",[489],"tossitt 2026-04 指南",[27,14963,9641],{"id":9641},[32,14965,14966,14970],{},[458,14967,14969],{"href":14935,"rel":14968},[489],"官方 Plans 页"," 2026 Q2 公开数据：",[83,14972,14973,14984],{},[86,14974,14975],{},[89,14976,14977,14979,14981],{},[92,14978,6510],{},[92,14980,97],{},[92,14982,14983],{},"关键点",[108,14985,14986,14998,15007,15016,15025,15035],{},[89,14987,14988,14990,14992],{},[113,14989,1373],{},[113,14991,1179],{},[113,14993,14994,14995],{},"2000 补全\u002F月，Haiku 4.5 + GPT-5 mini，含 Copilot CLI，",[36,14996,14997],{},"无需信用卡",[89,14999,15000,15002,15004],{},[113,15001,1383],{},[113,15003,14027],{},[113,15005,15006],{},"无限补全 + Cloud agent + Code review + 第三方 agent（Claude Code \u002F Codex）+ $15 credits",[89,15008,15009,15011,15013],{},[113,15010,7509],{},[113,15012,1524],{},[113,15014,15015],{},"Pro + Opus 等 premium 模型 + 4x usage + $70 credits",[89,15017,15018,15020,15022],{},[113,15019,155],{},[113,15021,6566],{},[113,15023,15024],{},"Pro+ 2.9x + 优先新模型 + $200 credits",[89,15026,15027,15029,15032],{},[113,15028,7245],{},[113,15030,15031],{},"$19\u002Fseat\u002F月",[113,15033,15034],{},"组织管理 + Copilot 策略 + 全代码库语义索引",[89,15036,15037,15039,15042],{},[113,15038,171],{},[113,15040,15041],{},"$39\u002Fseat\u002F月",[113,15043,15044],{},"Business + Enterprise 索引 + 优先模型",[32,15046,15047,219],{},[36,15048,15049],{},"重要福利",[190,15051,15052,15063,15069],{},[53,15053,15054,219,15057,15062],{},[36,15055,15056],{},"学生免费",[458,15058,15061],{"href":15059,"rel":15060},"https:\u002F\u002Feducation.github.com\u002Fpack",[489],"GitHub Student Developer Pack"," 认证后直接拿 Pro",[53,15064,15065,15068],{},[36,15066,15067],{},"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",[53,15070,15071,15074],{},[36,15072,15073],{},"教师免费","：通过 GitHub Education 认证",[27,15076,15078],{"id":15077},"上手-3-分钟","上手 3 分钟",[801,15080,15082],{"className":2423,"code":15081,"language":2425,"meta":505,"style":505},"# 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",[280,15083,15084,15089,15094,15099,15104,15108,15113,15125,15138,15143,15147,15159,15171],{"__ignoreMap":505},[809,15085,15086],{"class":811,"line":812},[809,15087,15088],{"class":2568},"# VS Code：扩展市场搜 \"GitHub Copilot\" 装上即可\n",[809,15090,15091],{"class":811,"line":509},[809,15092,15093],{"class":2568},"# JetBrains：Plugin Marketplace 搜 Copilot\n",[809,15095,15096],{"class":811,"line":506},[809,15097,15098],{"class":2568},"# Neovim：装 github\u002Fcopilot.vim 仓库\n",[809,15100,15101],{"class":811,"line":569},[809,15102,15103],{"class":2568},"# Xcode：装 github\u002FCopilotForXcode\n",[809,15105,15106],{"class":811,"line":568},[809,15107,2466],{"emptyLinePlaceholder":540},[809,15109,15110],{"class":811,"line":867},[809,15111,15112],{"class":2568},"# 命令行\n",[809,15114,15115,15117,15119,15122],{"class":811,"line":5},[809,15116,10762],{"class":2432},[809,15118,2436],{"class":836},[809,15120,15121],{"class":836}," gh",[809,15123,15124],{"class":2568},"                  # macOS\n",[809,15126,15127,15130,15132,15135],{"class":811,"line":890},[809,15128,15129],{"class":2432},"winget",[809,15131,2436],{"class":836},[809,15133,15134],{"class":836}," GitHub.cli",[809,15136,15137],{"class":2568},"        # Windows\n",[809,15139,15140],{"class":811,"line":896},[809,15141,15142],{"class":2568},"# Linux：参考 cli.github.com\n",[809,15144,15145],{"class":811,"line":2554},[809,15146,2466],{"emptyLinePlaceholder":540},[809,15148,15149,15152,15154,15156],{"class":811,"line":2560},[809,15150,15151],{"class":2432},"gh",[809,15153,10815],{"class":836},[809,15155,10818],{"class":836},[809,15157,15158],{"class":2568},"                    # 登录 GitHub\n",[809,15160,15161,15163,15166,15168],{"class":811,"line":2565},[809,15162,15151],{"class":2432},[809,15164,15165],{"class":836}," extension",[809,15167,2436],{"class":836},[809,15169,15170],{"class":836}," github\u002Fgh-copilot\n",[809,15172,15173,15175,15178,15181],{"class":811,"line":2572},[809,15174,15151],{"class":2432},[809,15176,15177],{"class":836}," copilot",[809,15179,15180],{"class":836}," suggest",[809,15182,15183],{"class":836}," \"重启 docker 并清理缓存\"\n",[32,15185,15186],{},"IDE 中：登录 GitHub 账号 → 同意订阅 → 直接用。Free 档不需要任何信用卡。",[27,15188,9701],{"id":9701},[50,15190,15191,15196,15205,15210],{},[53,15192,15193,15195],{},[36,15194,10877],{},"：注册 GitHub 即可，国内号 ok，但偶发要海外手机验证",[53,15197,15198,15200,15201,15204],{},[36,15199,10889],{},"：插件 push \u002F pull 走 api.github.com 和 copilot-proxy.githubusercontent.com，国内",[36,15202,15203],{},"必须有稳定代理","，否则补全卡顿到不可用",[53,15206,15207,15209],{},[36,15208,10883],{},"：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",[53,15211,15212,10896,15214,649,15216,15219],{},[36,15213,10895],{},[458,15215,940],{"href":9767},[458,15217,935],{"href":15218},"\u002Fcoding\u002Fagent\u002Fcontinue.html"," + 国产模型，国内体验更顺畅",[27,15221,9742],{"id":9742},[83,15223,15224,15244],{},[86,15225,15226],{},[89,15227,15228,15230,15232,15236,15240],{},[92,15229,295],{},[92,15231,11102],{},[92,15233,15234],{},[458,15235,301],{"href":9664},[92,15237,15238],{},[458,15239,9668],{"href":9667},[92,15241,15242],{},[458,15243,940],{"href":9767},[108,15245,15246,15259,15273,15286,15302,15317,15331,15345,15360],{},[89,15247,15248,15250,15253,15255,15257],{},[113,15249,950],{},[113,15251,15252],{},"插件（VS Code\u002FJetBrains 等）",[113,15254,10945],{},[113,15256,10945],{},[113,15258,959],{},[89,15260,15261,15264,15266,15269,15271],{},[113,15262,15263],{},"多 IDE 覆盖",[113,15265,9821],{},[113,15267,15268],{},"★★☆☆☆ 仅自家",[113,15270,15268],{},[113,15272,10959],{},[89,15274,15275,15278,15280,15282,15284],{},[113,15276,15277],{},"补全速度",[113,15279,10959],{},[113,15281,10959],{},[113,15283,9821],{},[113,15285,9824],{},[89,15287,15288,15291,15294,15297,15300],{},[113,15289,15290],{},"Agent 模式",[113,15292,15293],{},"★★★★☆ Agent Mode",[113,15295,15296],{},"★★★★★ Composer",[113,15298,15299],{},"★★★★★ Cascade",[113,15301,10959],{},[89,15303,15304,15307,15310,15313,15315],{},[113,15305,15306],{},"云端后台 Agent",[113,15308,15309],{},"★★★★★ Coding Agent",[113,15311,15312],{},"⚠️ Bug bot",[113,15314,357],{},[113,15316,357],{},[89,15318,15319,15321,15324,15326,15328],{},[113,15320,9786],{},[113,15322,15323],{},"★★★★★ 多家",[113,15325,10959],{},[113,15327,10959],{},[113,15329,15330],{},"★★★★★ BYOK",[89,15332,15333,15336,15339,15341,15343],{},[113,15334,15335],{},"企业合规",[113,15337,15338],{},"★★★★★ SOC2\u002FISO",[113,15340,10959],{},[113,15342,9824],{},[113,15344,9824],{},[89,15346,15347,15350,15353,15355,15357],{},[113,15348,15349],{},"免费档",[113,15351,15352],{},"★★★★☆ 2000\u002F月",[113,15354,9824],{},[113,15356,10959],{},[113,15358,15359],{},"完全免费（自带 API）",[89,15361,15362,15364,15366,15368,15370],{},[113,15363,11033],{},[113,15365,4891],{},[113,15367,4891],{},[113,15369,4891],{},[113,15371,2063],{},[32,15373,15374,219],{},[36,15375,9879],{},[190,15377,15378,15384,15390,15400],{},[53,15379,15380,15383],{},[36,15381,15382],{},"公司发账号 \u002F 团队"," → GitHub Copilot Business",[53,15385,15386,15389],{},[36,15387,15388],{},"个人海外 + 想要稳定生态"," → Pro $10\u002F月",[53,15391,15392,15395,15396,649,15398],{},[36,15393,15394],{},"追求 IDE 级 Agent 激进度"," → ",[458,15397,301],{"href":9664},[458,15399,9668],{"href":9667},[53,15401,15402,15395,15405,649,15407,15409],{},[36,15403,15404],{},"国内 \u002F 完全自主可控",[458,15406,940],{"href":9767},[458,15408,935],{"href":15218}," + 国产模型",[27,15411,6837],{"id":6837},[190,15413,15414,15425,15431,15437,15447,15457,15463,15469],{},[53,15415,15416,15419,15420,15424],{},[36,15417,15418],{},"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 ",[458,15421,15423],{"href":14935,"rel":15422},[489],"github.com\u002Ffeatures\u002Fcopilot\u002Fplans"," 确认当前是否可注册",[53,15426,15427,15430],{},[36,15428,15429],{},"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",[53,15432,15433,15436],{},[36,15434,15435],{},"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",[53,15438,15439,15442,15443,15446],{},[36,15440,15441],{},"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 ",[280,15444,15445],{},".github\u002Fcopilot-instructions.md"," 把规则成文",[53,15448,15449,15456],{},[36,15450,15451,15452,15455],{},"不要把 ",[280,15453,15454],{},"OPENAI_API_KEY"," 暴露","：Copilot 自带模型供给，不需要你的 API key",[53,15458,15459,15462],{},[36,15460,15461],{},"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",[53,15464,15465,15468],{},[36,15466,15467],{},"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",[53,15470,15471,15474],{},[36,15472,15473],{},"Pro+ \u002F Max 是个人订阅，不能给团队共享","：要团队就上 Business",[27,15476,429],{"id":428},[32,15478,10005],{},[190,15480,15481,15484,15487,15490,15493],{},[53,15482,15483],{},"已经全员在 GitHub 的团队（开 Business 最省事）",[53,15485,15486],{},"个人海外开发者，重视生态稳定",[53,15488,15489],{},"学生 \u002F 开源维护者（薅免费 Pro）",[53,15491,15492],{},"多 IDE 切换的开发者（VS Code + JetBrains + Neovim）",[53,15494,15495],{},"需要\"issue → PR\"自动化流程",[32,15497,10033],{},[190,15499,15500,15510,15517,15523],{},[53,15501,15502,15503,649,15507,3762],{},"国内首选 IDE 体验（去 ",[458,15504,15506],{"href":15505},"\u002Fcoding\u002Fide\u002Ftrae.html","Trae",[458,15508,15509],{"href":9664},"Cursor 国内代付",[53,15511,15512,15513,649,15515,3762],{},"想要最激进的多文件 Agent（去 ",[458,15514,301],{"href":9664},[458,15516,9668],{"href":9667},[53,15518,15519,15520,15522],{},"私有部署 \u002F 数据不出网（",[458,15521,935],{"href":15218}," + 自建模型）",[53,15524,15525],{},"反对一切 credit 制",[27,15527,452],{"id":452},[190,15529,15530,15544,15552,15563],{},[53,15531,10054,15532,649,15534,649,15536,649,15538,649,15540,649,15542],{},[458,15533,301],{"href":9664},[458,15535,9668],{"href":9667},[458,15537,15506],{"href":15505},[458,15539,307],{"href":9252},[458,15541,940],{"href":9767},[458,15543,9762],{"href":9761},[53,15545,11219,15546,649,15548,649,15550],{},[458,15547,11222],{"href":10283},[458,15549,10076],{"href":10075},[458,15551,10080],{"href":10079},[53,15553,11231,15554,649,15556,649,15558,649,15560],{},[458,15555,9459],{"href":9458},[458,15557,11239],{"href":11238},[458,15559,11235],{"href":11234},[458,15561,9433],{"href":15562},"\u002Fmodels\u002Fgemini-2.5-pro.html",[53,15564,11246,15565,649,15567],{},[458,15566,11250],{"href":11249},[458,15568,11254],{"href":11253},[27,15570,479],{"id":479},[190,15572,15573,15579,15585,15592,15595],{},[53,15574,6937,15575],{},[458,15576,15577],{"href":15577,"rel":15578},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",[489],[53,15580,15581,15582],{},"定价：",[458,15583,14935],{"href":14935,"rel":15584},[489],[53,15586,15587,15588],{},"企业文档：",[458,15589,15590],{"href":15590,"rel":15591},"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fenterprise-cloud@latest\u002Fcopilot\u002Fget-started\u002Fplans",[489],[53,15593,15594],{},"公告：github.blog",[53,15596,15597],{},"第三方评测：augmentcode.com \u002F tossitt.com \u002F 4geeks.com",[32,15599,15600,15601,10142],{},"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 ",[458,15602,6959],{"href":6959},[1140,15604,15605],{},"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":505,"searchDepth":506,"depth":506,"links":15607},[15608,15609,15616,15617,15618,15619,15620,15621,15622,15623],{"id":29,"depth":509,"text":30},{"id":9261,"depth":509,"text":9261,"children":15610},[15611,15612,15613,15614,15615],{"id":14814,"depth":506,"text":14815},{"id":14844,"depth":506,"text":14845},{"id":14882,"depth":506,"text":14883},{"id":14915,"depth":506,"text":14916},{"id":14929,"depth":506,"text":14930},{"id":9641,"depth":509,"text":9641},{"id":15077,"depth":509,"text":15078},{"id":9701,"depth":509,"text":9701},{"id":9742,"depth":509,"text":9742},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[1172,538],{},[11880,5288,11883,15629,15630],"gemini-2.5-pro","haiku-4.5",[15632,15633,15634],"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）",[5081,8702,5080],[15637,15640,15644,15647,15649,15653],{"plan":1373,"price":1179,"limit":15638,"cn_pay":1180,"note":15639},"2,000 completions\u002F月 + Haiku\u002FGPT-5 mini + Copilot CLI","学生免费升级 Pro",{"plan":1383,"price":14027,"limit":15641,"cn_pay":15642,"note":15643},"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":7509,"price":1524,"limit":15645,"cn_pay":15646,"note":1397},"Pro + Opus 等 premium 模型 + 4x credits ($70)","⚠️",{"plan":155,"price":6566,"limit":15024,"cn_pay":15646,"note":15648},"高并发 agent",{"plan":7245,"price":15031,"limit":15650,"cn_pay":15651,"note":15652},"组织管理 + 策略控制 + 代码库索引","✅ 企业发票","团队首选",{"plan":171,"price":15041,"limit":15654,"cn_pay":351,"note":7705},"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":569,"ux":568,"price":569,"cn_support":506,"stability":568},{"title":11102,"description":15625},"coding\u002Fcopilot\u002Fgithub-copilot",[15660,15662,15664,15666,15668,15671,15674],{"title":15661,"url":15577},"GitHub Copilot 官方",{"title":15663,"url":14935},"Copilot Plans & Pricing",{"title":15665,"url":15590},"Copilot Enterprise Docs",{"title":15667,"url":14850},"Agent Mode GA Blog",{"title":15669,"url":15670},"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":15672,"url":15673},"Copilot vs Intent 2026 评测","https:\u002F\u002Fwww.augmentcode.com\u002Ftools\u002Fintent-vs-github-copilot",{"title":15675,"url":14959},"Copilot 2026 完整指南","tools\u002Fcoding\u002Fcopilot\u002Fgithub-copilot",[15678,15679,15680,15681,15682],"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",[13710,544,545,15685,15686,15687],"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":15691,"title":15692,"alternatives":15693,"api_compatible":22,"body":15700,"category":13710,"chinese_friendly":568,"cover":16114,"description":16115,"domestic":522,"extension":523,"faq":16116,"free":522,"github":22,"languages":16129,"meta":16130,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":16131,"pillar":542,"platforms":16132,"priceTable":16133,"pricing":16152,"published":559,"relatedPlaybooks":16153,"relatedReviews":22,"score":16156,"self_host":522,"seo":16157,"slug":16158,"sources":16159,"stem":16166,"suitable":22,"tagline":16167,"tags":16168,"updated":575,"verdict":16173,"website":16174,"__hash__":16175},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode.md","豆包 MarsCode \u002F TRAE",[15694,15697,15698,15699],{"name":15695,"url":15696},"trae","\u002Ftools\u002Fcoding\u002Fide\u002Ftrae",{"name":13244,"url":13245},{"name":13247,"url":13248},{"name":12,"url":13},{"type":24,"value":15701,"toc":16102},[15702,15704,15711,15731,15738,15746,15749,15751,15800,15802,15805,15818,15823,15827,15831,15851,15855,15872,15874,15897,15899,15996,15998,16030,16032,16055,16057,16077,16079],[27,15703,30],{"id":29},[32,15705,15706,15707,15710],{},"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 ",[36,15708,15709],{},"TRAE","（The Real AI Engineer）。产品现在三件套：",[190,15712,15713,15719,15725],{},[53,15714,15715,15718],{},[36,15716,15717],{},"TRAE 桌面端","：AI 原生 IDE，主打 Builder \u002F SOLO \u002F Chat 多模式",[53,15720,15721,15724],{},[36,15722,15723],{},"TRAE 插件（原 MarsCode 编程助手）","：VS Code \u002F JetBrains 插件形态",[53,15726,15727,15730],{},[36,15728,15729],{},"MarsCode Cloud IDE","：浏览器云开发环境",[32,15732,15733,15734,15737],{},"底层走豆包大模型 + 字节方舟多模型路由。",[36,15735,15736],{},"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。",[2357,15739,15740],{},[32,15741,15742,15743,15745],{},"⚠️ 重要：TRAE IDE 桌面端的完整评测见 ",[458,15744,15696],{"href":15696},"。本文聚焦 MarsCode \u002F TRAE 插件 + Cloud IDE 形态。",[32,15747,15748],{},"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。",[27,15750,2278],{"id":2278},[190,15752,15753,15759,15765,15771,15777,15783,15789,15795],{},[53,15754,15755,15758],{},[36,15756,15757],{},"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",[53,15760,15761,15764],{},[36,15762,15763],{},"SOLO 模式（桌面端）","：AI 全流程自主开发，编辑器 + 终端 + 浏览器一体",[53,15766,15767,15770],{},[36,15768,15769],{},"Builder 模式","：自然语言一句话生成项目框架（含 Dockerfile）",[53,15772,15773,15776],{},[36,15774,15775],{},"Chat 模式","：跨文件代码调试与优化，全链路问题定位",[53,15778,15779,15782],{},[36,15780,15781],{},"多模态引擎","：Figma → 响应式 CSS、移动端布局适配",[53,15784,15785,15788],{},[36,15786,15787],{},"Cloud IDE","：浏览器云端环境、Git 仓库导入、模板项目、实时预览",[53,15790,15791,15794],{},[36,15792,15793],{},"50+ 语言、100+ 框架","：含微信 \u002F 支付宝 \u002F 抖音小程序、Taro \u002F uni-app",[53,15796,15797,15799],{},[36,15798,14246],{},"：团队协作 \u002F 权限管理 \u002F 工作区、咨询定制",[27,15801,81],{"id":80},[32,15803,15804],{},"基础三件套全免费。重度场景：",[190,15806,15807,15813],{},[53,15808,15809,15812],{},[36,15810,15811],{},"方舟 Coding Plan","：字节方舟平台订阅，含高级模型 \u002F 高额度（咨询）",[53,15814,15815,15817],{},[36,15816,14246],{},"：团队协作 \u002F 权限 \u002F 定制 AI 方案，400-034-7888",[2357,15819,15820],{},[32,15821,15822],{},"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。",[27,15824,15826],{"id":15825},"实测小程序-nextjs-项目","实测（小程序 + Next.js 项目）",[32,15828,15829],{},[36,15830,2370],{},[190,15832,15833,15836,15839,15842,15845,15848],{},[53,15834,15835],{},"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",[53,15837,15838],{},"Builder 模式生成 Next.js 商品页面 8 分钟内可跑",[53,15840,15841],{},"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",[53,15843,15844],{},"中文需求识别接近 100%，海外工具常见的语义偏差几乎没有",[53,15846,15847],{},"Cloud IDE 响应 \u003C 1.5 秒，远程开发体验顺滑",[53,15849,15850],{},"数据：声称代码生成准确率 98%、不用于模型训练",[32,15852,15853],{},[36,15854,2395],{},[190,15856,15857,15860,15863,15866,15869],{},[53,15858,15859],{},"SOLO 模式偶尔卡在『构思 → 执行』过渡，需手动 retry",[53,15861,15862],{},"桌面端和插件功能差异：Builder 在桌面端更顺",[53,15864,15865],{},"客户端首次启动加载较慢",[53,15867,15868],{},"海外节点访问国内代码仓不稳",[53,15870,15871],{},"文档对老牌 IDE（如 Vim）支持稀薄",[27,15873,258],{"id":258},[50,15875,15876,15882,15885,15888,15891,15894],{},[53,15877,15878,15879],{},"trae.cn 下载桌面端（Win \u002F macOS \u002F Linux）—— ",[36,15880,15881],{},"桌面端是当下产品主力",[53,15883,15884],{},"或 VS Code \u002F JetBrains 装 \"TRAE\" 插件（原 MarsCode 编程助手）",[53,15886,15887],{},"字节账号登录",[53,15889,15890],{},"Builder 模式：写一句『生成 Next.js 后台模板』 → 生成完整项目",[53,15892,15893],{},"SOLO 模式：写需求 → AI 全自动跑",[53,15895,15896],{},"Cloud IDE：访问 marscode.com 用浏览器云端开发",[27,15898,2595],{"id":2595},[83,15900,15901,15916],{},[86,15902,15903],{},[89,15904,15905,15907,15910,15912,15914],{},[92,15906,295],{},[92,15908,15909],{},"TRAE \u002F MarsCode",[92,15911,13491],{},[92,15913,13488],{},[92,15915,13238],{},[108,15917,15918,15930,15943,15956,15969,15984],{},[89,15919,15920,15922,15924,15926,15928],{},[113,15921,14016],{},[113,15923,11465],{},[113,15925,13527],{},[113,15927,14498],{},[113,15929,14501],{},[89,15931,15932,15934,15937,15939,15941],{},[113,15933,13501],{},[113,15935,15936],{},"豆包大模型",[113,15938,13510],{},[113,15940,14036],{},[113,15942,13504],{},[89,15944,15945,15947,15950,15952,15954],{},[113,15946,13535],{},[113,15948,15949],{},"✅ Builder + SOLO",[113,15951,351],{},[113,15953,13541],{},[113,15955,13538],{},[89,15957,15958,15960,15963,15965,15967],{},[113,15959,15787],{},[113,15961,15962],{},"✅ 原 MarsCode",[113,15964,1549],{},[113,15966,1549],{},[113,15968,1549],{},[89,15970,15971,15974,15977,15979,15981],{},[113,15972,15973],{},"小程序支持",[113,15975,15976],{},"✅ 多平台",[113,15978,354],{},[113,15980,1549],{},[113,15982,15983],{},"微信优先",[89,15985,15986,15988,15990,15992,15994],{},[113,15987,13286],{},[113,15989,351],{},[113,15991,354],{},[113,15993,13568],{},[113,15995,13565],{},[27,15997,393],{"id":393},[190,15999,16000,16006,16012,16018,16024],{},[53,16001,16002,16005],{},[36,16003,16004],{},"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",[53,16007,16008,16011],{},[36,16009,16010],{},"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",[53,16013,16014,16017],{},[36,16015,16016],{},"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",[53,16019,16020,16023],{},[36,16021,16022],{},"Cloud IDE 注意私密代码","：仍是云端环境，敏感项目走桌面 + 本地",[53,16025,16026,16029],{},[36,16027,16028],{},"Mac M1 \u002F M2 用户","：桌面端原生 Apple Silicon 支持已稳定",[27,16031,429],{"id":428},[190,16033,16034,16037,16040,16043,16046,16049,16052],{},[53,16035,16036],{},"✅ 国内开发者零成本上手",[53,16038,16039],{},"✅ 字节生态业务 \u002F 小程序团队",[53,16041,16042],{},"✅ 想试 SOLO 全自主开发",[53,16044,16045],{},"✅ 需要 Cloud IDE 远程开发",[53,16047,16048],{},"❌ 海外纯英文 \u002F 完全无字节业务",[53,16050,16051],{},"❌ 对官方长期免费有刚性预期",[53,16053,16054],{},"❌ 重度依赖 VS Code 闭源插件",[27,16056,452],{"id":452},[190,16058,16059,16064,16068,16072],{},[53,16060,16061],{},[458,16062,16063],{"href":15696},"TRAE IDE 桌面端评测",[53,16065,16066],{},[458,16067,13662],{"href":13245},[53,16069,16070],{},[458,16071,13657],{"href":13242},[53,16073,16074],{},[458,16075,16076],{"href":5094},"Claude Code 上手 Playbook",[27,16078,479],{"id":479},[50,16080,16081,16088,16095],{},[53,16082,16083,16084],{},"TRAE 官方插件页（含 Builder 模式细节）",[458,16085,16086],{"href":16086,"rel":16087},"https:\u002F\u002Fwww.trae.cn\u002Fplugin",[489],[53,16089,16090,16091],{},"MarsCode 官网（Cloud IDE 形态仍在）",[458,16092,16093],{"href":16093,"rel":16094},"https:\u002F\u002Fwww.marscode.com\u002Fhome",[489],[53,16096,16097,16098],{},"AIGC 工具导航 — 豆包 MarsCode 详细介绍 ",[458,16099,16100],{"href":16100,"rel":16101},"https:\u002F\u002Fwww.aigc.cn\u002Fmarscode",[489],{"title":505,"searchDepth":506,"depth":506,"links":16103},[16104,16105,16106,16107,16108,16109,16110,16111,16112,16113],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":80,"depth":509,"text":81},{"id":15825,"depth":509,"text":15826},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[16117,16120,16123,16126],{"q":16118,"a":16119},"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":16121,"a":16122},"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":16124,"a":16125},"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":16127,"a":16128},"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。",[1172,538],{},"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fmarscode",[544,545,5081,8702,5080],[16134,16137,16141,16144,16148],{"plan":15717,"price":11465,"features":16135,"notes":16136},"Builder \u002F SOLO \u002F 多模型切换 \u002F Chat \u002F 补全","Windows \u002F macOS \u002F Linux",{"plan":16138,"price":11465,"features":16139,"notes":16140},"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":15729,"price":11465,"features":16142,"notes":16143},"浏览器云端开发环境 \u002F Git 仓库 \u002F 模板","原 MarsCode 主打",{"plan":15811,"price":16145,"features":16146,"notes":16147},"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":14246,"price":16149,"features":16150,"notes":16151},"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",[16154,16155],{"name":5093,"url":5094},{"name":2939,"url":2940},{"power":569,"ux":568,"price":568,"cn_support":568,"stability":569},{"title":15692,"description":16115},"coding\u002Fcopilot\u002Fmarscode",[16160,16162,16164],{"name":16161,"url":16086,"accessed":575},"TRAE 官方插件页",{"name":16163,"url":16093,"accessed":575},"MarsCode 官网（仍可访问）",{"name":16165,"url":16100,"accessed":575},"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",[13710,13772,16169,16170,15695,14270,6977,16171,16172],"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":16177,"title":16178,"alternatives":16179,"api_compatible":22,"body":16186,"category":13710,"chinese_friendly":568,"cover":16583,"description":16584,"domestic":522,"extension":523,"faq":16585,"free":522,"github":22,"languages":16597,"meta":16598,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":13245,"pillar":542,"platforms":16599,"priceTable":16600,"pricing":16611,"published":559,"relatedPlaybooks":16612,"relatedReviews":22,"score":16616,"self_host":522,"seo":16617,"slug":16618,"sources":16619,"stem":16626,"suitable":22,"tagline":16627,"tags":16628,"updated":575,"verdict":16633,"website":16634,"__hash__":16635},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.md","通义灵码 Tongyi Lingma",[16180,16183,16184,16185],{"name":16181,"url":16182},"qoder","\u002Ftools\u002Fcoding\u002Fide\u002Fqoder",{"name":13247,"url":13248},{"name":13241,"url":13242},{"name":13788,"url":13728},{"type":24,"value":16187,"toc":16571},[16188,16190,16197,16200,16202,16245,16247,16290,16298,16302,16306,16323,16327,16344,16346,16369,16371,16468,16470,16502,16504,16526,16528,16546,16548],[27,16189,30],{"id":29},[32,16191,16192,16193,16196],{},"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 ",[36,16194,16195],{},"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%。",[32,16198,16199],{},"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。",[27,16201,2278],{"id":2278},[190,16203,16204,16210,16216,16222,16228,16234,16240],{},[53,16205,16206,16209],{},[36,16207,16208],{},"代码补全 \u002F 续写 \u002F 注释生成","：行级 \u002F 函数级 \u002F 多行",[53,16211,16212,16215],{},[36,16213,16214],{},"代码解释 + 重构建议","：右键菜单一键",[53,16217,16218,16221],{},[36,16219,16220],{},"单元测试生成","：选中函数自动出测试",[53,16223,16224,16227],{},[36,16225,16226],{},"跨文件编辑","：理解项目结构，多文件改动",[53,16229,16230,16233],{},[36,16231,16232],{},"多模型选择","：Qwen2.5-Max \u002F Qwen3-Coder 等",[53,16235,16236,16239],{},[36,16237,16238],{},"阿里云生态深度","：函数计算 \u002F SLS \u002F OSS 等 SDK 调用准确度高",[53,16241,16242,16244],{},[36,16243,14339],{},"：私有部署 \u002F 团队管理 \u002F 模型微调（Qoder CN 企业版）",[27,16246,81],{"id":80},[83,16248,16249,16259],{},[86,16250,16251],{},[89,16252,16253,16255,16257],{},[92,16254,14351],{},[92,16256,97],{},[92,16258,14356],{},[108,16260,16261,16270,16281],{},[89,16262,16263,16265,16267],{},[113,16264,14228],{},[113,16266,14229],{},[113,16268,16269],{},"插件全功能、无次数限制",[89,16271,16272,16275,16278],{},[113,16273,16274],{},"Qoder CN 订阅",[113,16276,16277],{},"对标 Qoder 个人方案",[113,16279,16280],{},"Qwen3-Coder Max + Quest + Repo Wiki",[89,16282,16283,16285,16287],{},[113,16284,14246],{},[113,16286,16149],{},[113,16288,16289],{},"私有部署 \u002F SSO \u002F 团队 \u002F 微调",[2357,16291,16292],{},[32,16293,16294,16295,620],{},"通义灵码插件仍正常使用且免费；重度场景建议同步关注 ",[458,16296,16297],{"href":16182},"Qoder 评测",[27,16299,16301],{"id":16300},"实测中型-java-react-项目","实测（中型 Java + React 项目）",[32,16303,16304],{},[36,16305,2370],{},[190,16307,16308,16311,16314,16317,16320],{},[53,16309,16310],{},"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",[53,16312,16313],{},"中文需求理解一流，prompt 中文写法不会被误解",[53,16315,16316],{},"个人完全免费 + 无次数限制，对学习 \u002F 中小项目压力极小",[53,16318,16319],{},"Qwen3-Coder 升级后多文件改 \u002F 跨函数重构成功率明显提升",[53,16321,16322],{},"与阿里通义其他产品（千问 \u002F 灵积）账号互通",[32,16324,16325],{},[36,16326,2395],{},[190,16328,16329,16332,16335,16338,16341],{},[53,16330,16331],{},"老插件 UI 比 Cursor \u002F Copilot 略保守，但 Qoder CN 桌面端补齐",[53,16333,16334],{},"海外开发者访问国内 endpoint 偶有延迟",[53,16336,16337],{},"复杂跨仓库 Agent 任务建议直接用 Qoder CN Quest 模式",[53,16339,16340],{},"部分极偏门语言（Erlang \u002F Crystal 等）支持弱于通用语言",[53,16342,16343],{},"与阿里云外部生态（如 AWS \u002F GCP）SDK 准确度略逊",[27,16345,258],{"id":258},[50,16347,16348,16351,16354,16357,16360,16366],{},[53,16349,16350],{},"lingma.aliyun.com 注册（阿里云账号），免费版立即可用",[53,16352,16353],{},"VS Code \u002F JetBrains 装 \"通义灵码\" 插件",[53,16355,16356],{},"阿里云账号登录，选 Qwen2.5-Max \u002F Qwen3-Coder",[53,16358,16359],{},"体验：注释 → 代码、选中代码右键解释 \u002F 重构 \u002F 生成单测",[53,16361,16362,16363,16365],{},"重度场景：迁移到 ",[458,16364,16195],{"href":16182},"，体验 Quest + Repo Wiki + 跨项目并行",[53,16367,16368],{},"企业：咨询私有化部署 \u002F 团队管理",[27,16370,2595],{"id":2595},[83,16372,16373,16388],{},[86,16374,16375],{},[89,16376,16377,16379,16382,16384,16386],{},[92,16378,295],{},[92,16380,16381],{},"通义灵码 \u002F Qoder CN",[92,16383,13488],{},[92,16385,13238],{},[92,16387,13494],{},[108,16389,16390,16402,16415,16429,16442,16454],{},[89,16391,16392,16394,16396,16398,16400],{},[113,16393,14016],{},[113,16395,11465],{},[113,16397,14498],{},[113,16399,14501],{},[113,16401,13530],{},[89,16403,16404,16406,16409,16411,16413],{},[113,16405,13501],{},[113,16407,16408],{},"Qwen3-Coder（开源）",[113,16410,14036],{},[113,16412,13504],{},[113,16414,13513],{},[89,16416,16417,16420,16423,16425,16427],{},[113,16418,16419],{},"阿里云 SDK 准确度",[113,16421,16422],{},"✅ 最高",[113,16424,4863],{},[113,16426,4863],{},[113,16428,4863],{},[89,16430,16431,16433,16436,16438,16440],{},[113,16432,13535],{},[113,16434,16435],{},"✅ Quest（Qoder CN）",[113,16437,13541],{},[113,16439,13538],{},[113,16441,1549],{},[89,16443,16444,16446,16448,16450,16452],{},[113,16445,8003],{},[113,16447,2039],{},[113,16449,2039],{},[113,16451,2039],{},[113,16453,2039],{},[89,16455,16456,16458,16461,16464,16466],{},[113,16457,13577],{},[113,16459,16460],{},"阿里云 \u002F 信也 \u002F 淘宝",[113,16462,16463],{},"百度 \u002F 顺丰 \u002F 吉利",[113,16465,13580],{},[113,16467,14576],{},[27,16469,393],{"id":393},[190,16471,16472,16478,16484,16490,16496],{},[53,16473,16474,16477],{},[36,16475,16476],{},"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",[53,16479,16480,16483],{},[36,16481,16482],{},"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",[53,16485,16486,16489],{},[36,16487,16488],{},"阿里云 SDK 优先用灵码","：其他 Copilot 容易写错版本 \u002F 鉴权链",[53,16491,16492,16495],{},[36,16493,16494],{},"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",[53,16497,16498,16501],{},[36,16499,16500],{},"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",[27,16503,429],{"id":428},[190,16505,16506,16509,16512,16515,16518,16520,16523],{},[53,16507,16508],{},"✅ 国内开发者免费上手",[53,16510,16511],{},"✅ 阿里云用户（函数计算 \u002F SLS \u002F OSS \u002F RDS 等）",[53,16513,16514],{},"✅ 想用 Qwen3-Coder 开源模型",[53,16516,16517],{},"✅ 中文项目主力",[53,16519,14643],{},[53,16521,16522],{},"❌ 完全没有阿里云业务",[53,16524,16525],{},"❌ 已订 Cursor \u002F Copilot 且不愿换工具",[27,16527,452],{"id":452},[190,16529,16530,16534,16538,16542],{},[53,16531,16532],{},[458,16533,16297],{"href":16182},[53,16535,16536],{},[458,16537,13657],{"href":13242},[53,16539,16540],{},[458,16541,13667],{"href":13248},[53,16543,16544],{},[458,16545,13672],{"href":563},[27,16547,479],{"id":479},[50,16549,16550,16557,16564],{},[53,16551,16552,16553],{},"阿里云 — 通义灵码 \u002F Qoder CN 产品页（含信也客户数据）",[458,16554,16555],{"href":16555,"rel":16556},"https:\u002F\u002Fwww.alibabacloud.com\u002Fzh\u002Fproduct\u002Flingma",[489],[53,16558,16559,16560],{},"Codnaut — Tongyi Lingma 评测 ",[458,16561,16562],{"href":16562,"rel":16563},"https:\u002F\u002Fwww.codnaut.com\u002Fen\u002Ftools\u002Ftongyi-lingma",[489],[53,16565,16566,16567],{},"中关村在线 — Qwen3-Coder 开源 + 通义灵码升级（2025-07）",[458,16568,16569],{"href":16569,"rel":16570},"https:\u002F\u002Fai.zol.com.cn\u002F1019\u002F10197976.html",[489],{"title":505,"searchDepth":506,"depth":506,"links":16572},[16573,16574,16575,16576,16577,16578,16579,16580,16581,16582],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":80,"depth":509,"text":81},{"id":16300,"depth":509,"text":16301},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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%。",[16586,16589,16592,16595],{"q":16587,"a":16588},"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":16590,"a":16591},"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":16593,"a":16594},"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":535,"a":16596},"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。",[1172,538],{},[544,545,13730,13731],[16601,16604,16607],{"plan":14228,"price":14229,"features":16602,"notes":16603},"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":16605,"price":16277,"features":16280,"notes":16606},"Qoder CN（原灵码）订阅","国内云区版本、独立账号 \u002F 计费",{"plan":14246,"price":16608,"features":16609,"notes":16610},"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",[16613,16614],{"name":13755,"url":563},{"name":16615,"url":2227},"Legacy 代码库 Onboarding",{"power":569,"ux":569,"price":568,"cn_support":568,"stability":569},{"title":16178,"description":16584},"coding\u002Fcopilot\u002Ftongyi-lingma",[16620,16622,16624],{"name":16621,"url":16562,"accessed":575},"Codnaut — Tongyi Lingma 介绍",{"name":16623,"url":16555,"accessed":575},"阿里云 — 通义灵码 \u002F Qoder CN 产品页",{"name":16625,"url":16569,"accessed":575},"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）",[13710,13772,16629,16630,16631,16632,14270],"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":16637,"title":301,"alternatives":16638,"api_compatible":16640,"body":16641,"category":17080,"chinese_friendly":569,"cover":17081,"description":17082,"domestic":522,"extension":523,"faq":17083,"free":522,"github":505,"languages":17102,"meta":17103,"models":17104,"navigation":540,"notSuitable":17107,"opensource":522,"path":16,"pillar":542,"platforms":17112,"priceTable":17113,"pricing":17131,"published":10169,"relatedPlaybooks":17132,"relatedReviews":22,"score":17136,"self_host":522,"seo":17137,"slug":11381,"sources":17138,"stem":17145,"suitable":17146,"tagline":17151,"tags":17152,"updated":575,"verdict":17157,"website":17158,"__hash__":17159},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fcursor.md",[16639,14772,9224,9225],"coding\u002Fide\u002Ftrae",[11383,10197],{"type":24,"value":16642,"toc":17064},[16643,16645,16668,16670,16673,16679,16718,16729,16733,16736,16755,16771,16774,16778,16783,16787,16796,16800,16810,16814,16820,16822,16852,16854,16949,16954,16956,16994,16996,17002,17004,17026,17028,17054,17061],[27,16644,30],{"id":29},[6432,16646,16648,16653],{"className":16647},[6435,6436,6437],[32,16649,16650,16652],{},[36,16651,6442],{}," Cursor 是当前 AI IDE 综合体验的天花板。Composer 的多文件改写、Tab 的连续预测、@-symbol 的上下文召回三件套，加上 2026 年加上的 Cloud Agents 和 Bugbot，使「让 AI 真的写一段能跑的代码」这件事比纯插件方案高一个量级。",[32,16654,16655,16656,14922,16658,14922,16661,14922,16664,16667],{},"代价是：",[36,16657,1716],{},[36,16659,16660],{},"国内访问不稳",[36,16662,16663],{},"2025-06 之后按 token 计费",[36,16665,16666],{},"频繁切 IP 容易封号","。重度用户月底真的会超额。",[27,16669,6453],{"id":6453},[32,16671,16672],{},"Cursor 是 VS Code 的 fork（不是插件，是独立编辑器），整套 UI \u002F 快捷键 \u002F 插件生态完全继承，但把 AI 当成一等公民重写了所有交互层。如果你今天用 VS Code，切到 Cursor 5 分钟就能上手，所有 keybindings \u002F 主题 \u002F 扩展都直接迁移。",[32,16674,16675,16676,219],{},"它的护城河不是某一个 feature，而是",[36,16677,16678],{},"三件套乘以工程化",[50,16680,16681,16691,16697],{},[53,16682,16683,16686,16687,16690],{},[36,16684,16685],{},"Composer","（",[280,16688,16689],{},"Cmd\u002FCtrl + I","）— 多文件 Agent，看完整个仓库后做 plan-then-act 改写；2026 的 Composer 2 \u002F 2.5 已经能在文件树尺度做重构。",[53,16692,16693,16696],{},[36,16694,16695],{},"Tab 补全"," — 不只是补当前行，而是预测你的下一步光标位置 + 多行 diff。这个体验是 GitHub Copilot 没追上的部分。",[53,16698,16699,16702,16703,16705,16706,16709,16710,16713,16714,16717],{},[36,16700,16701],{},"@-symbol 上下文"," — ",[280,16704,652],{}," 自动召回相关文件、",[280,16707,16708],{},"@docs"," 引外部文档、",[280,16711,16712],{},"@web"," 联网搜、",[280,16715,16716],{},"@git"," 看 diff，相当于 RAG + 工具调用都内嵌好了。",[32,16719,16720,16721,16724,16725,16728],{},"2026 年另加两件大件：",[36,16722,16723],{},"Background Agents","（云端 VM 跑长任务，类似一个并行的 junior）和 ",[36,16726,16727],{},"Bugbot","（PR 自动审查 + 自动 fix 提交）。",[27,16730,16732],{"id":16731},"价格-计费重点","价格 & 计费（重点）",[32,16734,16735],{},"2025-06 起 Cursor 从「请求数」改成「按 token 配额」，引发过一轮社区反弹。当前的逻辑：",[190,16737,16738,16745,16752],{},[53,16739,16740,16741,16744],{},"每档套餐有",[36,16742,16743],{},"包含的美元额度","，按底层模型 API 价折算。",[53,16746,16747,16748,16751],{},"超出后",[36,16749,16750],{},"按需续费","（on-demand），月底结算。",[53,16753,16754],{},"重模型 \u002F 长上下文 \u002F MAX 模式吃额度最快。",[32,16756,16757,16759,16760,16762,16765,16766,16768,16770],{},[36,16758,1527],{},"：日常 Agent 使用够；如果天天 Composer + Background Agents，月底会冲到额度上限。",[6896,16761],{},[36,16763,16764],{},"Pro+ \u002F Ultra","：$60+ \u002F $200\u002F月，给天天跑 Agent 的开发者。",[6896,16767],{},[36,16769,11693],{},"：除了用量，主要买的是团队 Rules \u002F Skills 共享、团队级 Bugbot、SSO、隐私模式。",[32,16772,16773],{},"国内付款：结账页选 Alipay，可走支付宝。",[27,16775,16777],{"id":16776},"真实任务实测基于公开示例归纳","真实任务实测（基于公开示例归纳）",[2357,16779,16780],{},[32,16781,16782],{},"来源说明：以下场景为 Cursor 官方 Composer 文档与公开 YouTube 实测视频常见演示流程的整合，非 AIHO 编辑部全程亲测，仅作为「能不能干」的参考。",[6615,16784,16786],{"id":16785},"任务-1重构一个-800-行的-react-组件","任务 1：重构一个 800 行的 React 组件",[32,16788,16789,16792,16793,16795],{},[280,16790,16791],{},"Cmd+I"," → \"把这个组件按业务拆 3 个子组件，提取自定义 hook\" → Composer 列出涉及文件 + 新建 hook → Accept All。",[6896,16794],{},"\n经验值：90 秒级别能跑完，约 18k input \u002F 6k output token；import 路径偶尔错一两行，需手动改。",[6615,16797,16799],{"id":16798},"任务-2跨仓库引用查找","任务 2：跨仓库引用查找",[32,16801,16802,16804,16805,16709,16807,16809],{},[280,16803,652],{}," 在 50k+ 行项目里召回相关文件、",[280,16806,16708],{},[280,16808,16712],{}," 联网搜。多数同类工具还停留在\"开个文件让 AI 看\"。",[6615,16811,16813],{"id":16812},"任务-3mcp-接入","任务 3：MCP 接入",[32,16815,16816,16819],{},[280,16817,16818],{},"~\u002F.cursor\u002Fmcp.json"," 配 GitHub \u002F Linear \u002F Slack 或自建 MCP server，让 Agent 能直接调外部工具。2026-05 社区 MCP 注册表已超 200 个。",[27,16821,6662],{"id":6661},[801,16823,16825],{"className":2423,"code":16824,"language":2425,"meta":505,"style":505},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n# 2. 用 GitHub \u002F Google 登录\n# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n# 4. 打开任意项目 → Cmd+I 试 Composer\n# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[280,16826,16827,16832,16837,16842,16847],{"__ignoreMap":505},[809,16828,16829],{"class":811,"line":812},[809,16830,16831],{"class":2568},"# 1. 下载安装：https:\u002F\u002Fcursor.com\u002Fdownload\n",[809,16833,16834],{"class":811,"line":509},[809,16835,16836],{"class":2568},"# 2. 用 GitHub \u002F Google 登录\n",[809,16838,16839],{"class":811,"line":506},[809,16840,16841],{"class":2568},"# 3. 一键导入 VS Code 设置：Cmd+Shift+P → Cursor: Import VS Code Settings\n",[809,16843,16844],{"class":811,"line":569},[809,16845,16846],{"class":2568},"# 4. 打开任意项目 → Cmd+I 试 Composer\n",[809,16848,16849],{"class":811,"line":568},[809,16850,16851],{"class":2568},"# 5. 项目根目录新建 .cursor\u002Frules\u002Fmain.mdc，写下项目约定（技术栈、目录、命名）\n",[27,16853,6673],{"id":6673},[83,16855,16856,16870],{},[86,16857,16858],{},[89,16859,16860,16862,16864,16866,16868],{},[92,16861,295],{},[92,16863,301],{},[92,16865,307],{},[92,16867,11102],{},[92,16869,15506],{},[108,16871,16872,16886,16901,16917,16933],{},[89,16873,16874,16876,16879,16882,16884],{},[113,16875,950],{},[113,16877,16878],{},"VS Code fork",[113,16880,16881],{},"终端 CLI",[113,16883,11611],{},[113,16885,16878],{},[89,16887,16888,16890,16893,16896,16898],{},[113,16889,97],{},[113,16891,16892],{},"$20\u002F月起 + 用量",[113,16894,16895],{},"包含在 Claude.ai $20\u002F月 \u002F Max",[113,16897,14027],{},[113,16899,16900],{},"免费（国内版）\u002F $10\u002F月（国际 Pro）",[89,16902,16903,16906,16909,16911,16914],{},[113,16904,16905],{},"国内访问",[113,16907,16908],{},"需稳定代理",[113,16910,16908],{},[113,16912,16913],{},"需代理",[113,16915,16916],{},"国内版直连",[89,16918,16919,16922,16925,16928,16930],{},[113,16920,16921],{},"Agent 形态",[113,16923,16924],{},"Composer + Cloud Agents",[113,16926,16927],{},"全终端",[113,16929,14834],{},[113,16931,16932],{},"Builder + SOLO",[89,16934,16935,16937,16940,16943,16946],{},[113,16936,685],{},[113,16938,16939],{},"IDE-first 全栈",[113,16941,16942],{},"终端 \u002F 后端 \u002F DevOps",[113,16944,16945],{},"老 VS Code 党",[113,16947,16948],{},"国内 \u002F 中文场景",[2357,16950,16951],{},[32,16952,16953],{},"一句话区分：Cursor 是「GUI 全能型」，Claude Code 是「终端硬核派」，Copilot 是「便宜稳定但天花板低」，Trae 是「国内能用的 Cursor 替代」。",[27,16955,6837],{"id":6837},[50,16957,16958,16964,16970,16976,16982,16988],{},[53,16959,16960,16963],{},[36,16961,16962],{},"不要在多个 IP \u002F 设备频繁切换登录","，2025 之后 Cursor 风控严，账号一冻 24 小时起。",[53,16965,16966,16969],{},[36,16967,16968],{},"检查 usage 仪表盘","，Pro 用户每周看一次额度。开 MAX 模式跑长任务前，预估 token 量。",[53,16971,16972,16975],{},[36,16973,16974],{},"Cursor Rules 写短而精","，把超过 2000 字的项目说明拆成多个 .mdc 文件，否则每轮上下文吃得太多。",[53,16977,16978,16981],{},[36,16979,16980],{},"Composer 改大文件前先 commit","，Accept All 偶有 import 错位，git 是后悔药。",[53,16983,16984,16987],{},[36,16985,16986],{},"付费别走第三方账号","，官方明确表示只通过 cursor.com 直销，第三方账号可能被封。",[53,16989,16990,16993],{},[36,16991,16992],{},"国内信用卡如果被拒","，先开支付宝、再开 Stripe 友好的虚拟卡（Wise \u002F WildCard），别反复试同一张。",[27,16995,429],{"id":428},[32,16997,16998,16999,17001],{},"✅ 全栈开发者；习惯 VS Code 的人；多文件大改 \u002F Agent 长任务；已经在用 MCP 生态。",[6896,17000],{},"\n❌ 国内纯内网开发；JetBrains 重度用户；预算敏感的学生；对 usage-based 计费敏感的人。",[27,17003,452],{"id":452},[190,17005,17006,17012,17018],{},[53,17007,6905,17008],{},[458,17009,17011],{"href":17010},"\u002Fplaybook\u002Fcursor-rules-best-practice.html","Cursor Rules 最佳实践",[53,17013,6912,17014],{},[458,17015,17017],{"href":17016},"\u002Fcoding\u002Fide\u002F","AI IDE 全分类",[53,17019,6919,17020,6923,17022,6923,17024],{},[458,17021,15506],{"href":15505},[458,17023,9668],{"href":9667},[458,17025,307],{"href":9252},[27,17027,479],{"id":479},[190,17029,17030,17037,17044,17051],{},[53,17031,17032,17033],{},"官方定价页：",[458,17034,17035],{"href":17035,"rel":17036},"https:\u002F\u002Fcursor.com\u002Fpricing",[489],[53,17038,17039,17040],{},"Composer 文档：",[458,17041,17042],{"href":17042,"rel":17043},"https:\u002F\u002Fdocs.cursor.com\u002Fcomposer",[489],[53,17045,17046,17047],{},"Cursor 3.5 Cloud Agents 公告：",[458,17048,17049],{"href":17049,"rel":17050},"https:\u002F\u002Fcursor.com\u002Fchangelog",[489],[53,17052,17053],{},"第三方评测：ZBuild 2026 评测、Flexprice Cursor pricing 解析、Codersera 3.5 完整指南",[2357,17055,17056],{},[32,17057,17058,17059,6960],{},"本卡片由 AIHO 编辑部基于以上公开资料整理，非厂商付费内容；定价与功能以官网为准，欢迎在 ",[458,17060,6959],{"href":6959},[1140,17062,17063],{},"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":505,"searchDepth":506,"depth":506,"links":17065},[17066,17067,17068,17069,17074,17075,17076,17077,17078,17079],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":16731,"depth":509,"text":16732},{"id":16776,"depth":509,"text":16777,"children":17070},[17071,17072,17073],{"id":16785,"depth":506,"text":16786},{"id":16798,"depth":506,"text":16799},{"id":16812,"depth":506,"text":16813},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"ide","\u002Fimg\u002Ftools\u002Fcursor.webp","Cursor 真实评测：基于 VS Code fork、内置 Claude \u002F GPT-5 多模型、Composer 多文件 Agent、MCP 支持。一句话：目前最强 AI IDE，但国内网络与封号是硬伤。",[17084,17087,17090,17093,17096,17099],{"q":17085,"a":17086},"Cursor 国内能用吗？","可以，但需要全程稳定的代理。直连不稳，且高频切 IP 会触发账号风控。建议：固定家庭网 + 稳定代理，避免频繁切换。",{"q":17088,"a":17089},"Cursor Pro 多少钱？怎么付款？","$20\u002F月起。Pro 之外还有 Pro+ 和 Ultra（更高用量），Teams $40\u002F用户\u002F月。支持支付宝（结账页选 Alipay），也支持 Visa\u002FMastercard 国际信用卡。开发票需 Business \u002F Teams 计划。",{"q":17091,"a":17092},"Cursor 和 VS Code 区别？","Cursor 是 VS Code 的 fork，几乎所有 VS Code 插件都兼容。最大差异是内置 Composer（多文件 Agent）、Tab 智能补全、@-symbol 上下文检索，这三个 VS Code 原生没有。",{"q":17094,"a":17095},"Cursor 支持自定义 API（DeepSeek \u002F Qwen）吗？","支持。设置里可填 OpenAI \u002F Anthropic 兼容的 base_url 和 key，但 Composer \u002F Tab 等高级功能仅在自带模型上工作最好。",{"q":17097,"a":17098},"Cursor Rules 是什么？","项目根目录下的 .cursor\u002Frules\u002F*.mdc（新版）或 .cursorrules（旧版）文件，给 AI 提供项目级上下文（编码规范、技术栈、目录结构）。每次对话都会自动注入。",{"q":17100,"a":17101},"Background Agent \u002F Bugbot 是什么？","Background Agents 在云端 VM 异步跑任务，你可以同时做别的；Bugbot 是 PR 检查器，自动扫描漏洞和给 fix 建议（2026 起进 Pro 默认按量计费）。",[1172,538],{},[17105,11883,15629,17106],"claude-sonnet-4.5","cursor-small",[17108,17109,17110,17111],"国内纯内网开发（连不上）","重度 JetBrains 用户（IDEA \u002F WebStorm \u002F GoLand）","预算敏感或学生（先试 Trae \u002F 通义灵码）","对 usage-based 计费高度敏感（2025-06 之后按 token 计费，重度用户月底容易超）",[5081,8702,5080],[17114,17118,17121,17125,17128],{"plan":17115,"price":1179,"limit":17116,"cn_pay":357,"note":17117},"Hobby (Free)","Agent 限量 + Tab 补全限量","仅试用，不可付费",{"plan":1383,"price":120,"limit":17119,"cn_pay":17120,"note":15643},"扩展 Agent + 前沿模型 + Cloud Agents + Bugbot（按量）","✅ 支付宝",{"plan":16764,"price":17122,"limit":17123,"cn_pay":351,"note":17124},"$60+ \u002F $200\u002F月","更高用量配额，Agent 重度用户","天天跑 Agent 的开发者",{"plan":1402,"price":17126,"limit":17127,"cn_pay":351,"note":7023},"$40\u002F用户\u002F月","团队计费 + SSO + 团队 Rules \u002F Skills \u002F 共享 Bugbot",{"plan":171,"price":174,"limit":17129,"cn_pay":351,"note":17130},"Pool 用量 \u002F SCIM \u002F 审计 \u002F 仓库与模型访问控制","大型组织","Free \u002F Pro $20\u002Fmo \u002F Pro+ \u002F Ultra \u002F Teams $40\u002Fuser\u002Fmo \u002F Enterprise",[17133,17134,17135],"ai-coding\u002Fcursor-rules-best-practice","ai-coding\u002Frefactor-legacy-with-ai","ai-coding\u002Fcursor-vs-claude-code-when-to-use",{"power":568,"ux":568,"price":506,"cn_support":506,"stability":569},{"title":301,"description":17082},[17139,17141,17143],{"title":17140,"url":17035},"Cursor 官方定价页",{"title":17142,"url":17042},"Cursor Composer 官方文档",{"title":17144,"url":17049},"Cursor 3.5 Release Notes（Cloud Agents）","tools\u002Fcoding\u002Fide\u002Fcursor",[17147,17148,17149,17150],"全栈开发者（前端 \u002F 后端 \u002F 全栈一把抓）","习惯 VS Code 不想换编辑器的人","需要多文件大改、Agent 长任务的人","已经在用 MCP 生态（GitHub \u002F Linear \u002F Slack 等）的团队","AI 原生代码编辑器，Composer 多文件改写一时无两",[17080,15686,17153,2246,17154,17155,17156],"composer","vscode-fork","bugbot","background-agent","如果不在乎价格和网络，这是开发者第一选择；如果在乎，先看 Trae \u002F Claude Code。","https:\u002F\u002Fcursor.com","IzmG5CeSnWf7gBv_6zcK18JImJNXEFmODOnboBB7akg",{"id":17161,"title":17162,"alternatives":17163,"api_compatible":22,"body":17170,"category":17080,"chinese_friendly":509,"cover":17592,"description":17593,"domestic":522,"extension":523,"faq":17594,"free":522,"github":22,"languages":17607,"meta":17608,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":17609,"pillar":542,"platforms":17610,"priceTable":17611,"pricing":17621,"published":559,"relatedPlaybooks":17622,"relatedReviews":22,"score":17625,"self_host":522,"seo":17626,"slug":17627,"sources":17628,"stem":17635,"suitable":22,"tagline":17636,"tags":17637,"updated":575,"verdict":17640,"website":17641,"__hash__":17642},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fkiro.md","Kiro",[17164,17165,17168,17169],{"name":15,"url":16},{"name":17166,"url":17167},"windsurf","\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf",{"name":18,"url":19},{"name":16181,"url":16182},{"type":24,"value":17171,"toc":17579},[17172,17174,17177,17180,17183,17206,17208,17288,17291,17294,17314,17318,17322,17336,17340,17354,17356,17383,17385,17477,17479,17511,17513,17533,17535,17554,17556],[27,17173,30],{"id":29},[32,17175,17176],{},"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。",[32,17178,17179],{},"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。",[27,17181,17182],{"id":17182},"三层架构",[50,17184,17185,17191,17197],{},[53,17186,17187,17190],{},[36,17188,17189],{},"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",[53,17192,17193,17196],{},[36,17194,17195],{},"Hooks","：自然语言写的事件自动化（on save \u002F on commit \u002F on schema change）",[53,17198,17199,219,17202,17205],{},[36,17200,17201],{},"Steering Files",[280,17203,17204],{},".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",[27,17207,81],{"id":80},[83,17209,17210,17226],{},[86,17211,17212],{},[89,17213,17214,17216,17218,17221,17224],{},[92,17215,94],{},[92,17217,97],{},[92,17219,17220],{},"Credits\u002F月",[92,17222,17223],{},"超额",[92,17225,106],{},[108,17227,17228,17242,17257,17272],{},[89,17229,17230,17232,17234,17237,17239],{},[113,17231,1373],{},[113,17233,1179],{},[113,17235,17236],{},"50（注册赠 500）",[113,17238,12367],{},[113,17240,17241],{},"试用、轻度",[89,17243,17244,17246,17249,17251,17254],{},[113,17245,1383],{},[113,17247,17248],{},"$19\u002F月",[113,17250,13750],{},[113,17252,17253],{},"$0.04\u002Fcredit",[113,17255,17256],{},"个人主力",[89,17258,17259,17261,17264,17267,17269],{},[113,17260,7509],{},[113,17262,17263],{},"$37\u002F月",[113,17265,17266],{},"2,000",[113,17268,17253],{},[113,17270,17271],{},"重度 + Spec 流水",[89,17273,17274,17277,17280,17283,17285],{},[113,17275,17276],{},"Power",[113,17278,17279],{},"$184\u002F月",[113,17281,17282],{},"10,000",[113,17284,17253],{},[113,17286,17287],{},"跑长 autonomous agent",[32,17289,17290],{},"底层模型走 Amazon Bedrock，路由 Claude Sonnet \u002F Amazon Nova。GovCloud 全档可用。",[27,17292,17293],{"id":17293},"三种形态",[190,17295,17296,17302,17308],{},[53,17297,17298,17301],{},[36,17299,17300],{},"Kiro IDE","：VS Code 同根的桌面 IDE",[53,17303,17304,17307],{},[36,17305,17306],{},"Kiro CLI","：terminal 里的同一个 agent",[53,17309,17310,17313],{},[36,17311,17312],{},"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）",[27,17315,17317],{"id":17316},"实测中型-spring-boot-项目","实测（中型 Spring Boot 项目）",[32,17319,17320],{},[36,17321,2370],{},[190,17323,17324,17327,17330,17333],{},[53,17325,17326],{},"「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",[53,17328,17329],{},"agent 跑完会写出可运行代码 + 单元测试 + 更新 design.md",[53,17331,17332],{},"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",[53,17334,17335],{},"Hooks 跑 OpenAPI 同步真的省心",[32,17337,17338],{},[36,17339,2395],{},[190,17341,17342,17345,17348,17351],{},[53,17343,17344],{},"单一 Spec 跑完 17 个任务烧了约 120 credits，Pro 档第 4 天就触线",[53,17346,17347],{},"Spec 工作流加了约 30% 时间成本，小项目得不偿失",[53,17349,17350],{},"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",[53,17352,17353],{},"中文交互能用，但 spec 文档生成偶尔中英混搭",[27,17355,258],{"id":258},[50,17357,17358,17361,17364,17367,17370,17376],{},[53,17359,17360],{},"kiro.dev 注册（GitHub \u002F Google \u002F AWS 任一）",[53,17362,17363],{},"下载 IDE，导入项目（自动迁移 VS Code 设置）",[53,17365,17366],{},"写一句需求，按 Generate Spec → 审 requirements.md",[53,17368,17369],{},"改 \u002F 确认后让 agent 按 tasks.md 跑",[53,17371,14899,17372,17375],{},[280,17373,17374],{},".kiro\u002Fsteering\u002F"," 沉淀你团队的规范",[53,17377,17378,17379,17382],{},"CLI：",[280,17380,17381],{},"brew install kiro-cli","，同账号即用",[27,17384,2595],{"id":2595},[83,17386,17387,17402],{},[86,17388,17389],{},[89,17390,17391,17393,17395,17397,17399],{},[92,17392,295],{},[92,17394,17162],{},[92,17396,301],{},[92,17398,307],{},[92,17400,17401],{},"Qoder",[108,17403,17404,17421,17436,17451,17465],{},[89,17405,17406,17409,17412,17415,17418],{},[113,17407,17408],{},"范式",[113,17410,17411],{},"Spec-first",[113,17413,17414],{},"Prompt-first",[113,17416,17417],{},"Prompt + CLI",[113,17419,17420],{},"Quest + Agent",[89,17422,17423,17426,17429,17431,17433],{},[113,17424,17425],{},"文档沉淀",[113,17427,17428],{},"强制 3 份",[113,17430,12367],{},[113,17432,12367],{},[113,17434,17435],{},"Repo Wiki",[89,17437,17438,17440,17443,17446,17448],{},[113,17439,97],{},[113,17441,17442],{},"$19–$184",[113,17444,17445],{},"$20 起",[113,17447,17445],{},[113,17449,17450],{},"免费起步",[89,17452,17453,17456,17459,17461,17463],{},[113,17454,17455],{},"自治 agent",[113,17457,17458],{},"✅ 长任务",[113,17460,354],{},[113,17462,354],{},[113,17464,351],{},[89,17466,17467,17469,17471,17473,17475],{},[113,17468,380],{},[113,17470,383],{},[113,17472,386],{},[113,17474,386],{},[113,17476,2039],{},[27,17478,393],{"id":393},[190,17480,17481,17487,17493,17499,17505],{},[53,17482,17483,17486],{},[36,17484,17485],{},"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",[53,17488,17489,17492],{},[36,17490,17491],{},"生产权限要先限","：autonomous agent 默认不要给 prod；用 sandbox \u002F staging 跑、PR 走人工",[53,17494,17495,17498],{},[36,17496,17497],{},"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",[53,17500,17501,17504],{},[36,17502,17503],{},"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",[53,17506,17507,17510],{},[36,17508,17509],{},"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",[27,17512,429],{"id":428},[190,17514,17515,17518,17521,17524,17527,17530],{},[53,17516,17517],{},"✅ 写生产业务系统、追求审计可追溯",[53,17519,17520],{},"✅ 已在 AWS 生态，想统一研发 AI",[53,17522,17523],{},"✅ 接受先写规格再写码的团队文化",[53,17525,17526],{},"❌ 单人快速 hack、prototyping",[53,17528,17529],{},"❌ 主语种中文、强中文协作（仍以英文为主）",[53,17531,17532],{},"❌ 团队抗拒文档化",[27,17534,452],{"id":452},[190,17536,17537,17541,17545,17549],{},[53,17538,17539],{},[458,17540,465],{"href":16},[53,17542,17543],{},[458,17544,16297],{"href":16182},[53,17546,17547],{},[458,17548,470],{"href":19},[53,17550,17551],{},[458,17552,17553],{"href":2227},"Legacy 代码 Onboarding Playbook",[27,17555,479],{"id":479},[50,17557,17558,17565,17572],{},[53,17559,17560,17561],{},"RockB — Kiro AI IDE Review 2026（2026-04-21）",[458,17562,17563],{"href":17563,"rel":17564},"https:\u002F\u002Fbaeseokjae.github.io\u002Fposts\u002Fkiro-ai-ide-review-2026",[489],[53,17566,17567,17568],{},"DEV.to — AWS Kiro: Specs as Unit of Work（2026-04）",[458,17569,17570],{"href":17570,"rel":17571},"https:\u002F\u002Fdev.to\u002Fjubinsoni\u002Faws-kiro-the-agentic-ide-that-makes-specs-the-unit-of-work-3eko",[489],[53,17573,17574,17575],{},"TechCrunch — Amazon Previews 3 Frontier Agents（2025-12-02）",[458,17576,17577],{"href":17577,"rel":17578},"https:\u002F\u002Ftechcrunch.com\u002F2025\u002F12\u002F02\u002Famazon-previews-3-ai-agents-including-kiro-that-can-code-on-its-own-for-days",[489],{"title":505,"searchDepth":506,"depth":506,"links":17580},[17581,17582,17583,17584,17585,17586,17587,17588,17589,17590,17591],{"id":29,"depth":509,"text":30},{"id":17182,"depth":509,"text":17182},{"id":80,"depth":509,"text":81},{"id":17293,"depth":509,"text":17293},{"id":17316,"depth":509,"text":17317},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[17595,17598,17601,17604],{"q":17596,"a":17597},"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":17599,"a":17600},"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":17602,"a":17603},"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":17605,"a":17606},"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。",[538],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fkiro",[5081,8702,5080],[17612,17615,17617,17619],{"plan":1373,"price":1179,"credits":17613,"notes":17614},"50\u002F月 + 注册赠 500","BYOK 不可、模型路由受限",{"plan":1383,"price":17248,"credits":13750,"notes":17616},"超出 $0.04\u002Fcredit；含 Claude\u002FNova 路由",{"plan":7509,"price":17263,"credits":17266,"notes":17618},"重度个人 \u002F 含 Spec + Hooks 全功能",{"plan":17276,"price":17279,"credits":17282,"notes":17620},"重度 \u002F 长 autonomous agent 任务","Free \u002F Pro $19·月 \u002F Pro+ $37·月 \u002F Power $184·月",[17623,17624],{"name":16615,"url":2227},{"name":13755,"url":563},{"power":569,"ux":569,"price":506,"cn_support":509,"stability":569},{"title":17162,"description":17593},"coding\u002Fide\u002Fkiro",[17629,17631,17633],{"name":17630,"url":17563,"accessed":575},"Kiro Review 2026 — RockB",{"name":17632,"url":17570,"accessed":575},"AWS Kiro — DEV.to 深度解读",{"name":17634,"url":17577,"accessed":575},"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",[17080,17638,17639,519,11384],"aws","spec-driven","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":17644,"title":17401,"alternatives":17645,"api_compatible":22,"body":17650,"category":17080,"chinese_friendly":568,"cover":18065,"description":18066,"domestic":522,"extension":523,"faq":18067,"free":522,"github":22,"languages":18080,"meta":18081,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":16182,"pillar":542,"platforms":18082,"priceTable":18083,"pricing":18101,"published":559,"relatedPlaybooks":18102,"relatedReviews":22,"score":18105,"self_host":522,"seo":18106,"slug":18107,"sources":18108,"stem":18115,"suitable":22,"tagline":18116,"tags":18117,"updated":575,"verdict":18120,"website":18121,"__hash__":18122},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fqoder.md",[17646,17647,17648,17649],{"name":15,"url":16},{"name":17166,"url":17167},{"name":15695,"url":15696},{"name":13244,"url":13245},{"type":24,"value":17651,"toc":18053},[17652,17654,17657,17660,17662,17710,17712,17781,17786,17790,17794,17810,17814,17828,17830,17850,17852,17951,17953,17985,17987,18007,18009,18028,18030],[27,17653,30],{"id":29},[32,17655,17656],{},"Qoder 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元\u002F席\u002F月",[113,17776,17777],{},"3,000\u002F席（池化）",[113,17779,17780],{},"团队、SSO、管理控制台",[2357,17782,17783],{},[32,17784,17785],{},"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。",[27,17787,17789],{"id":17788},"实测中型-vue3-spring-boot-项目","实测（中型 Vue3 + Spring Boot 项目）",[32,17791,17792],{},[36,17793,2370],{},[190,17795,17796,17799,17802,17804,17807],{},[53,17797,17798],{},"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",[53,17800,17801],{},"Repo Wiki 跟随 commit 自动更新，新人 onboarding 提速明显",[53,17803,15844],{},[53,17805,17806],{},"BYOK 模式接 Qwen3-Coder-Max，一天 8 小时重度开发，成本远低于 Cursor",[53,17808,17809],{},"跨项目并行：同时跑 3 个仓库的不同 Quest，互不抢上下文",[32,17811,17812],{},[36,17813,2395],{},[190,17815,17816,17819,17822,17825],{},[53,17817,17818],{},"VS Code 插件生态不如 Cursor 完整（Cursor 直接吃 VS Code 全部插件）",[53,17820,17821],{},"Quest 1.0 仍有偶发任务卡住——目前手动 retry 是唯一办法",[53,17823,17824],{},"海外模型路由（Claude Opus）需自带 Key，国内直连 Anthropic 不稳",[53,17826,17827],{},"Teams 版起付 300 元\u002F席，比早期免费策略门槛抬高",[27,17829,258],{"id":258},[50,17831,17832,17835,17838,17841,17844,17847],{},[53,17833,17834],{},"下载客户端（Windows \u002F macOS \u002F Linux）或装 VS Code \u002F JetBrains 插件",[53,17836,17837],{},"用阿里云账号登录，新用户自动激活 14 天 Pro Trial + 300 credits",[53,17839,17840],{},"打开项目 → Qoder 自动扫描构建 Repo Wiki",[53,17842,17843],{},"Quest 窗口写一句目标 → 看任务拆解 → 一键启动",[53,17845,17846],{},"Agent 跑完出 Summary 交付清单，逐条 review",[53,17848,17849],{},"重度场景：建专属 Agent，配团队规范 + 业务知识",[27,17851,2595],{"id":2595},[83,17853,17854,17868],{},[86,17855,17856],{},[89,17857,17858,17860,17862,17864,17866],{},[92,17859,295],{},[92,17861,17401],{},[92,17863,301],{},[92,17865,9668],{},[92,17867,15506],{},[108,17869,17870,17884,17896,17908,17922,17937],{},[89,17871,17872,17874,17877,17880,17882],{},[113,17873,950],{},[113,17875,17876],{},"独立 IDE + 插件",[113,17878,17879],{},"VS Code 分支",[113,17881,17879],{},[113,17883,11616],{},[89,17885,17886,17888,17890,17892,17894],{},[113,17887,380],{},[113,17889,2039],{},[113,17891,386],{},[113,17893,386],{},[113,17895,2039],{},[89,17897,17898,17900,17902,17904,17906],{},[113,17899,17674],{},[113,17901,351],{},[113,17903,354],{},[113,17905,354],{},[113,17907,354],{},[89,17909,17910,17913,17916,17918,17920],{},[113,17911,17912],{},"上下文规模",[113,17914,17915],{},"10 万文件",[113,17917,4863],{},[113,17919,4863],{},[113,17921,4863],{},[89,17923,17924,17926,17929,17931,17934],{},[113,17925,13535],{},[113,17927,17928],{},"✅ Quest",[113,17930,15290],{},[113,17932,17933],{},"Cascade",[113,17935,17936],{},"SOLO",[89,17938,17939,17941,17944,17946,17949],{},[113,17940,1515],{},[113,17942,17943],{},"免费 BYOK",[113,17945,8849],{},[113,17947,17948],{},"$15",[113,17950,11465],{},[27,17952,393],{"id":393},[190,17954,17955,17961,17967,17973,17979],{},[53,17956,17957,17960],{},[36,17958,17959],{},"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",[53,17962,17963,17966],{},[36,17964,17965],{},"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",[53,17968,17969,17972],{},[36,17970,17971],{},"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",[53,17974,17975,17978],{},[36,17976,17977],{},"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",[53,17980,17981,17984],{},[36,17982,17983],{},"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",[27,17986,429],{"id":428},[190,17988,17989,17992,17995,17998,18001,18004],{},[53,17990,17991],{},"✅ 中文 \u002F 国内团队、企业全栈交付",[53,17993,17994],{},"✅ 大型 monorepo、跨项目协同",[53,17996,17997],{},"✅ 想用国产模型（Qwen3 \u002F Kimi \u002F DeepSeek）压成本",[53,17999,18000],{},"❌ 纯英文海外团队",[53,18002,18003],{},"❌ 深度依赖 VS Code 闭源插件",[53,18005,18006],{},"❌ 偏 prompt-first、抗拒 Spec 流程",[27,18008,452],{"id":452},[190,18010,18011,18015,18019,18024],{},[53,18012,18013],{},[458,18014,465],{"href":16},[53,18016,18017],{},[458,18018,13662],{"href":13245},[53,18020,18021],{},[458,18022,18023],{"href":15696},"Trae 评测",[53,18025,18026],{},[458,18027,13672],{"href":563},[27,18029,479],{"id":479},[50,18031,18032,18039,18046],{},[53,18033,18034,18035],{},"Qoder 官方定价（2026-06）",[458,18036,18037],{"href":18037,"rel":18038},"https:\u002F\u002Fdocs.qoder.com\u002Fzh\u002Faccount\u002Fpricing",[489],[53,18040,18041,18042],{},"DeepNavi — Qoder 工具介绍（2026-05）",[458,18043,18044],{"href":18044,"rel":18045},"https:\u002F\u002Fwww.deepnavi.cn\u002Fai-coding\u002Fqoder",[489],[53,18047,18048,18049],{},"FreeAITool — Qoder 完全指南 2026（2026-05-30）",[458,18050,18051],{"href":18051,"rel":18052},"https:\u002F\u002Ffreeaitool.com\u002Fai-assistants\u002Fqoder-ai-coding-agent-complete-guide-2026",[489],{"title":505,"searchDepth":506,"depth":506,"links":18054},[18055,18056,18057,18058,18059,18060,18061,18062,18063,18064],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":80,"depth":509,"text":81},{"id":17788,"depth":509,"text":17789},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[18068,18071,18074,18077],{"q":18069,"a":18070},"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":18072,"a":18073},"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":18075,"a":18076},"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":18078,"a":18079},"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。",[1172,538],{},[5081,8702,5080,544,545],[18084,18086,18090,18093,18098],{"plan":17732,"price":11465,"credits":17737,"notes":18085},"支持 Qwen3-Coder \u002F Kimi \u002F DeepSeek 等国产模型，零成本上手",{"plan":17745,"price":18087,"credits":18088,"notes":18089},"14 天","300（赠送）","新用户首次登录自动激活；含 Pro 全功能",{"plan":1383,"price":18091,"credits":17765,"notes":18092},"订阅制","含 Quest \u002F Repo Wiki \u002F 全模型路由",{"plan":18094,"price":18095,"credits":18096,"notes":18097},"Ultra","重度版","更高额度","面向重度长任务、并行 Agent 多",{"plan":1402,"price":17774,"credits":18099,"notes":18100},"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",[18103,18104],{"name":13755,"url":563},{"name":16615,"url":2227},{"power":568,"ux":569,"price":569,"cn_support":568,"stability":569},{"title":17401,"description":18066},"coding\u002Fide\u002Fqoder",[18109,18111,18113],{"name":18110,"url":18044,"accessed":575},"DeepNavi — Qoder 工具介绍",{"name":18112,"url":18037,"accessed":575},"Qoder 官方定价",{"name":18114,"url":18051,"accessed":575},"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",[17080,519,18118,13772,16629,18119,14763],"agentic","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":18124,"title":15506,"alternatives":18125,"api_compatible":22,"body":18126,"category":17080,"chinese_friendly":568,"cover":18619,"description":18620,"domestic":522,"extension":523,"faq":18621,"free":522,"github":505,"languages":18637,"meta":18638,"models":18639,"navigation":540,"notSuitable":18644,"opensource":522,"path":15696,"pillar":542,"platforms":18648,"priceTable":18649,"pricing":18663,"published":10169,"relatedPlaybooks":18664,"relatedReviews":22,"score":18666,"self_host":522,"seo":18667,"slug":16639,"sources":18668,"stem":18677,"suitable":18678,"tagline":18683,"tags":18684,"updated":575,"verdict":18686,"website":18572,"__hash__":18687},"tools\u002Ftools\u002Fcoding\u002Fide\u002Ftrae.md",[11381,14772,16618,13761],{"type":24,"value":18127,"toc":18603},[18128,18130,18145,18147,18150,18176,18179,18222,18224,18294,18299,18301,18306,18310,18313,18317,18320,18324,18327,18329,18368,18370,18492,18494,18532,18534,18540,18542,18563,18565,18595,18601],[27,18129,30],{"id":29},[6432,18131,18133,18142],{"className":18132},[6435,6436,6437],[32,18134,18135,18137,18138,18141],{},[36,18136,6442],{}," Trae 是字节做的 AI IDE，",[36,18139,18140],{},"国内版完全免费 + 不需要代理 + 中文体验一流","，是目前国内开发者最接近「Cursor 替代」的选择。海外用户可用国际版（Pro $10\u002F月，仅 Cursor 一半价）。",[32,18143,18144],{},"天花板略低于 Cursor + Claude Sonnet 4.5 MAX 模式，但日常 90% 任务够用。",[27,18146,6453],{"id":6453},[32,18148,18149],{},"Trae 是 VS Code 的 fork，UI \u002F 快捷键 \u002F 插件全继承，但所有 AI 交互层重写。和 Cursor 是镜像关系，差异主要在：",[190,18151,18152,18158,18164,18170],{},[53,18153,18154,18157],{},[36,18155,18156],{},"国内访问稳定","：trae.com.cn 直接走国内 CDN，零代理。",[53,18159,18160,18163],{},[36,18161,18162],{},"模型默认走国产","：豆包 1.5-pro \u002F DeepSeek V3 \u002F Kimi K2-0905 \u002F Doubao-Seed-1.8 等，国内版全部免费无限调用。",[53,18165,18166,18169],{},[36,18167,18168],{},"国际版接入海外主流","：Claude 3.5\u002F3.7\u002F4 Sonnet、GPT-4.1\u002F4o\u002F5.2、Gemini 2.5 Pro\u002F3 Flash、DeepSeek-R1。",[53,18171,18172,18175],{},[36,18173,18174],{},"全中文优先","：从安装向导到错误提示全中文化，错误信息直接说「数组越界发生在 src\u002Futils.js 第 47 行」。",[32,18177,18178],{},"特色功能：",[50,18180,18181,18186,18192,18198,18204,18210,18216],{},[53,18182,18183,18185],{},[36,18184,15769],{}," — 自然语言生成完整项目。输入「做个春节接福小游戏」，自动拆任务 + 配环境 + 出可跑代码。10 分钟搭基础项目。",[53,18187,18188,18191],{},[36,18189,18190],{},"Chat 编程"," — 实时对话排错，类似 Cursor Chat。",[53,18193,18194,18197],{},[36,18195,18196],{},"图像转代码"," — 上传 Figma \u002F UI 截图，AI 解析布局 + 输出响应式 HTML\u002FCSS。",[53,18199,18200,18203],{},[36,18201,18202],{},"Webview 实时预览"," — 改前端代码即所见即所得，热重载 \u003C 300ms。",[53,18205,18206,18209],{},[36,18207,18208],{},"SOLO 模式（国际版）"," — Agent 全自动跑 200 轮工具调用、上下文 200k，按 token 计费。",[53,18211,18212,18215],{},[36,18213,18214],{},"多模型自由切换"," — 同一编辑器里一键切 Claude \u002F GPT \u002F 豆包 \u002F DeepSeek，国内版全部免费。",[53,18217,18218,18221],{},[36,18219,18220],{},"一键迁移 VS Code \u002F Cursor 配置"," — 首次启动自动识别本地插件、ESLint、主题。",[27,18223,97],{"id":97},[83,18225,18226,18238],{},[86,18227,18228],{},[89,18229,18230,18232,18234,18236],{},[92,18231,6510],{},[92,18233,97],{},[92,18235,11422],{},[92,18237,1847],{},[108,18239,18240,18255,18268,18281],{},[89,18241,18242,18247,18249,18252],{},[113,18243,18244],{},[36,18245,18246],{},"国内版",[113,18248,11465],{},[113,18250,18251],{},"豆包 \u002F DeepSeek \u002F Kimi \u002F Doubao-Seed",[113,18253,18254],{},"无限调用",[89,18256,18257,18260,18262,18265],{},[113,18258,18259],{},"国际版 Free",[113,18261,1179],{},[113,18263,18264],{},"Claude \u002F GPT \u002F Gemini",[113,18266,18267],{},"5000 补全 \u002F 月 + 1000 高级模型 + 60 超级模型",[89,18269,18270,18273,18275,18278],{},[113,18271,18272],{},"国际版 Pro",[113,18274,14027],{},[113,18276,18277],{},"全模型",[113,18279,18280],{},"无限补全 + 无限高级模型 + 600 快速队列超级模型",[89,18282,18283,18286,18289,18291],{},[113,18284,18285],{},"限时容量包",[113,18287,18288],{},"$3 \u002F $7 \u002F $12",[113,18290,1180],{},[113,18292,18293],{},"100 \u002F 300 \u002F 600 额外快速队列（Pro 加购）",[2357,18295,18296],{},[32,18297,18298],{},"国际版可付服务的国家\u002F地区目前覆盖东南亚、欧洲、美洲、澳洲、非洲共 30+ 国，中国大陆建议直接用国内版。",[27,18300,6608],{"id":6607},[2357,18302,18303],{},[32,18304,18305],{},"来源说明：以下场景为 Trae 官方文档与火山引擎社区演示流程归纳，非 AIHO 编辑部全程亲测。",[6615,18307,18309],{"id":18308},"任务-1vue-组件一键生成","任务 1：Vue 组件一键生成",[32,18311,18312],{},"Chat 里输入「写一个带表单校验的登录组件，UI 用 Element Plus」→ 直接输出可跑代码 + 自动 import 依赖。比 Cursor Composer 体感慢半秒（豆包响应略慢于 Claude），但代码质量相近。",[6615,18314,18316],{"id":18315},"任务-2截图转代码","任务 2：截图转代码",[32,18318,18319],{},"Builder 模式上传一张 Figma 商品卡片截图，约 90 秒内出带 hover 效果的组件代码（响应式 HTML + Tailwind）。多模态融合做得不错，但复杂动效细节仍需手动微调。",[6615,18321,18323],{"id":18322},"任务-3跨文件重构","任务 3：跨文件重构",[32,18325,18326],{},"Trae 的 Chat 能看到整个项目上下文（基于实时代码索引仓库），重构一个 500 行的 Pinia store 大约 60-90 秒搞定，准确率与 Cursor 同档。",[27,18328,6662],{"id":6661},[801,18330,18332],{"className":2423,"code":18331,"language":2425,"meta":505,"style":505},"# 国内：https:\u002F\u002Fwww.trae.com.cn 下载\n# 国际：https:\u002F\u002Fwww.trae.ai 下载\n\n# 1. 启动 → 用手机号 \u002F 邮箱登录\n# 2. 一键导入 VS Code 配置（首次启动会问）\n# 3. 默认模型选豆包 1.5-pro（国内版）或 Claude Sonnet 4（国际版）\n# 4. Cmd\u002FCtrl + I 开 Chat，Cmd\u002FCtrl + L 开 Builder\n",[280,18333,18334,18339,18344,18348,18353,18358,18363],{"__ignoreMap":505},[809,18335,18336],{"class":811,"line":812},[809,18337,18338],{"class":2568},"# 国内：https:\u002F\u002Fwww.trae.com.cn 下载\n",[809,18340,18341],{"class":811,"line":509},[809,18342,18343],{"class":2568},"# 国际：https:\u002F\u002Fwww.trae.ai 下载\n",[809,18345,18346],{"class":811,"line":506},[809,18347,2466],{"emptyLinePlaceholder":540},[809,18349,18350],{"class":811,"line":569},[809,18351,18352],{"class":2568},"# 1. 启动 → 用手机号 \u002F 邮箱登录\n",[809,18354,18355],{"class":811,"line":568},[809,18356,18357],{"class":2568},"# 2. 一键导入 VS Code 配置（首次启动会问）\n",[809,18359,18360],{"class":811,"line":867},[809,18361,18362],{"class":2568},"# 3. 默认模型选豆包 1.5-pro（国内版）或 Claude Sonnet 4（国际版）\n",[809,18364,18365],{"class":811,"line":5},[809,18366,18367],{"class":2568},"# 4. Cmd\u002FCtrl + I 开 Chat，Cmd\u002FCtrl + L 开 Builder\n",[27,18369,6673],{"id":6673},[83,18371,18372,18388],{},[86,18373,18374],{},[89,18375,18376,18378,18381,18384,18386],{},[92,18377,295],{},[92,18379,18380],{},"Trae 国内版",[92,18382,18383],{},"Cursor Pro",[92,18385,9668],{},[92,18387,13491],{},[108,18389,18390,18406,18419,18432,18447,18462,18476],{},[89,18391,18392,18394,18398,18401,18404],{},[113,18393,97],{},[113,18395,18396],{},[36,18397,11465],{},[113,18399,18400],{},"$20\u002F月+用量",[113,18402,18403],{},"$15\u002F月",[113,18405,14228],{},[89,18407,18408,18410,18412,18414,18416],{},[113,18409,950],{},[113,18411,11616],{},[113,18413,11616],{},[113,18415,11616],{},[113,18417,18418],{},"VS Code \u002F JetBrains 插件",[89,18420,18421,18424,18426,18428,18430],{},[113,18422,18423],{},"国内直连",[113,18425,351],{},[113,18427,357],{},[113,18429,357],{},[113,18431,351],{},[89,18433,18434,18436,18439,18442,18444],{},[113,18435,12327],{},[113,18437,18438],{},"豆包 1.5-pro",[113,18440,18441],{},"Claude\u002FGPT",[113,18443,18441],{},[113,18445,18446],{},"通义千问",[89,18448,18449,18452,18455,18457,18459],{},[113,18450,18451],{},"上下文召回",[113,18453,18454],{},"@-symbol",[113,18456,18454],{},[113,18458,17933],{},[113,18460,18461],{},"@workspace",[89,18463,18464,18467,18470,18472,18474],{},[113,18465,18466],{},"多文件 Agent",[113,18468,18469],{},"Builder",[113,18471,16685],{},[113,18473,17933],{},[113,18475,354],{},[89,18477,18478,18480,18483,18486,18489],{},[113,18479,685],{},[113,18481,18482],{},"国内全栈",[113,18484,18485],{},"海外全栈",[113,18487,18488],{},"海外重 Agent",[113,18490,18491],{},"JetBrains 党",[27,18493,6837],{"id":6837},[50,18495,18496,18502,18508,18514,18520,18526],{},[53,18497,18498,18501],{},[36,18499,18500],{},"国内版 ≠ 国际版","，账号互不相通，下载安装包注意别下错。",[53,18503,18504,18507],{},[36,18505,18506],{},"海外有 Claude 限制","：港澳地区 Claude 系列暂不可用，需用 GPT 或 Gemini 替代。",[53,18509,18510,18513],{},[36,18511,18512],{},"Pro 退款窗口仅 24 小时且未使用过权益","，订阅前先用 Free 跑一遍流程。",[53,18515,18516,18519],{},[36,18517,18518],{},"插件生态仍在追","：Trae 的 MCP \u002F 第三方扩展数量不及 Cursor，深度集成场景可能需要 fallback 到 VS Code。",[53,18521,18522,18525],{},[36,18523,18524],{},"企业版需要单独询价","，且只通过官方销售渠道，不要从第三方买。",[53,18527,18528,18531],{},[36,18529,18530],{},"Builder 模式生成的代码质量随提示词复杂度下降","，超过 3 个功能模块的复杂项目建议拆成多次 Chat。",[27,18533,429],{"id":428},[32,18535,18536,18537,18539],{},"✅ 国内开发者（零代理）；预算敏感（免费档够用）；中文 prompt 重度用户；想试 AI IDE 但不想花钱的人。",[6896,18538],{},"\n❌ 需要 Claude MAX 模式 + 长上下文 + 极致质量的人；JetBrains 重度用户；MCP 生态深度依赖者。",[27,18541,452],{"id":452},[190,18543,18544,18550,18554],{},[53,18545,6905,18546],{},[458,18547,18549],{"href":18548},"\u002Fplaybook\u002Ftrae-vs-cursor.html","Trae vs Cursor 怎么选",[53,18551,6912,18552],{},[458,18553,17017],{"href":17016},[53,18555,6919,18556,6923,18558,6923,18560],{},[458,18557,301],{"href":9664},[458,18559,9668],{"href":9667},[458,18561,13491],{"href":18562},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html",[27,18564,479],{"id":479},[190,18566,18567,18574,18581,18588],{},[53,18568,18569,18570],{},"官网（国内版）：",[458,18571,18572],{"href":18572,"rel":18573},"https:\u002F\u002Fwww.trae.com.cn",[489],[53,18575,18576,18577],{},"官网（国际版）：",[458,18578,18579],{"href":18579,"rel":18580},"https:\u002F\u002Fwww.trae.ai",[489],[53,18582,18583,18584],{},"计费文档：",[458,18585,18586],{"href":18586,"rel":18587},"https:\u002F\u002Fwww.w3cschool.cn\u002Ftraedocs\u002Ftrae-ide-billing.html",[489],[53,18589,18590,18591],{},"模型更新公告：",[458,18592,18593],{"href":18593,"rel":18594},"https:\u002F\u002Fdeveloper.volcengine.com\u002Farticles\u002F7598410724993728521",[489],[2357,18596,18597],{},[32,18598,6956,18599,6960],{},[458,18600,6959],{"href":6959},[1140,18602,17063],{},{"title":505,"searchDepth":506,"depth":506,"links":18604},[18605,18606,18607,18608,18613,18614,18615,18616,18617,18618],{"id":29,"depth":509,"text":30},{"id":6453,"depth":509,"text":6453},{"id":97,"depth":509,"text":97},{"id":6607,"depth":509,"text":6608,"children":18609},[18610,18611,18612],{"id":18308,"depth":506,"text":18309},{"id":18315,"depth":506,"text":18316},{"id":18322,"depth":506,"text":18323},{"id":6661,"depth":509,"text":6662},{"id":6673,"depth":509,"text":6673},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\u002Fimg\u002Ftools\u002Ftrae.webp","Trae 真实评测：字节出品的 AI IDE。国内版完全免费、不需要代理、Doubao 模型直连；国际版 $10\u002F月 Pro 走 Claude \u002F GPT-4o \u002F Gemini。AIHO 编辑部基于公开材料整理，含价格、对比、避坑。",[18622,18625,18628,18631,18634],{"q":18623,"a":18624},"Trae 国内版和国际版有什么区别？","国内版（trae.com.cn）完全免费，模型走豆包 1.5-pro 和优化的 DeepSeek 系列，全中文 UI；国际版（trae.ai）有 Free \u002F Pro 两档，Pro $10\u002F月，接入 Claude \u002F GPT \u002F Gemini 等海外主流模型。注意：Claude 系列在中国港澳暂不可用。",{"q":18626,"a":18627},"Trae 真的免费吗？怎么赚钱？","国内版目前长期免费，靠字节的算力补贴，等同于豆包 \u002F 即梦的获客逻辑。海外版才有付费档。",{"q":18629,"a":18630},"Trae Builder \u002F SOLO 模式是什么？","Builder 是「自然语言生成完整项目」模式，类似 Bolt.new 思路，10 分钟搭基础项目；SOLO 是 Trae 国际版的 Agent 全自动模式，能跑 200 轮工具调用、200k 上下文窗口（按 token 计费）。",{"q":18632,"a":18633},"和 Cursor 比怎么样？","GUI 完全一致（都是 VS Code fork），Composer ≈ Trae 的 Chat + Builder；中文场景 Trae 体感更顺、不卡；模型天花板 Cursor 仍更强（特别是开 MAX）；生态插件 Cursor 多。看你怎么选。",{"q":18635,"a":18636},"支持哪些 IDE？","Trae 本身就是独立 IDE（VS Code fork），不是插件。如果你想保留 JetBrains \u002F VS Code 原版，看通义灵码 \u002F CodeBuddy。",[1172,538],{},[18640,11881,18641,18642,15629,18643],"doubao-seed-1.8","claude-sonnet-4","gpt-4o","kimi-k2",[18645,18646,18647],"需要极致 SOTA 模型（Cursor 的 MAX 模式 + Claude Sonnet 4.5 仍领先）","重度 JetBrains 用户","需要 Cursor MCP 生态深度集成的人（Trae MCP 生态仍在追）",[5081,8702,5080],[18650,18653,18656,18660],{"plan":18246,"price":11465,"limit":18651,"cn_pay":11465,"note":18652},"Doubao \u002F DeepSeek \u002F Kimi 等国产模型免费无限调用","国内开发者首选",{"plan":18259,"price":1179,"limit":18654,"cn_pay":1180,"note":18655},"5000 次补全 + 1000 次高级模型 + 60 次超级模型\u002F月","海外免费档",{"plan":18272,"price":14027,"limit":18657,"cn_pay":18658,"note":18659},"无限补全 + 无限高级模型 + 600 次快速队列超级模型","支付宝可付","$10 起，超过 Cursor $20 一半",{"plan":18285,"price":18288,"limit":18661,"cn_pay":12597,"note":18662},"100 \u002F 300 \u002F 600 次快速队列问答（30 天有效）","Pro 用户加购","国内版免费 \u002F 国际版 Free \u002F Pro $10\u002F月",[18665,17134],"ai-coding\u002Ftrae-vs-cursor",{"power":569,"ux":568,"price":568,"cn_support":568,"stability":569},{"title":15506,"description":18620},[18669,18671,18673,18675],{"title":18670,"url":18572},"Trae 官网（国内版）",{"title":18672,"url":18579},"Trae 官网（国际版）",{"title":18674,"url":18586},"Trae IDE 国际版套餐与计费",{"title":18676,"url":18593},"火山引擎社区 Trae 更新公告","tools\u002Fcoding\u002Fide\u002Ftrae",[18679,18680,18681,18682],"国内开发者（不想折腾代理）","学生 \u002F 预算敏感人群","中文 prompt 重度用户","习惯 VS Code 但想试 AI IDE 的人","字节出品的 AI IDE，国内访问稳定 + 长期免费",[17080,16169,14270,13772,17154,18685,5630],"builder-mode","国内 Cursor 平替首选。免费 + 中文一流 + 不需要代理；天花板略低于 Cursor 但够用。海外用户可用国际版（功能略丰富，需付费）。","cjzAQ_QgG4VIj4tA759fRsEoqhcSX6F4dO1Su_hpXC4",{"id":18689,"title":18690,"alternatives":18691,"api_compatible":22,"body":18698,"category":17080,"chinese_friendly":509,"cover":19061,"description":19062,"domestic":522,"extension":523,"faq":19063,"free":522,"github":22,"languages":19076,"meta":19077,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":19078,"pillar":542,"platforms":19079,"priceTable":19080,"pricing":19087,"published":559,"relatedPlaybooks":19088,"relatedReviews":22,"score":19091,"self_host":540,"seo":19092,"slug":19093,"sources":19094,"stem":19101,"suitable":22,"tagline":19102,"tags":19103,"updated":575,"verdict":19107,"website":19108,"__hash__":19109},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fvoid.md","Void",[18692,18693,18696,18697],{"name":15,"url":16},{"name":18694,"url":18695},"zed","\u002Ftools\u002Fcoding\u002Fide\u002Fzed",{"name":12640,"url":1174},{"name":596,"url":475},{"type":24,"value":18699,"toc":19048},[18700,18702,18709,18712,18714,18745,18749,18752,18757,18760,18774,18776,18779,18783,18787,18804,18808,18825,18827,18844,18846,18946,18948,18980,18982,19002,19004,19023,19025],[27,18701,30],{"id":29},[32,18703,18704,18705,18708],{},"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。",[36,18706,18707],{},"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。",[32,18710,18711],{},"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。",[27,18713,45],{"id":45},[190,18715,18716,18721,18727,18733,18739],{},[53,18717,18718,18720],{},[36,18719,17879],{},"：UI 几乎复刻 Cursor 体验（inline diff、chat with repo、文件 @）",[53,18722,18723,18726],{},[36,18724,18725],{},"完全本地化 prompt-building","：所有 prompt 组装在本地完成，不经第三方中转",[53,18728,18729,18732],{},[36,18730,18731],{},"BYOK 任意模型","：Anthropic \u002F OpenAI \u002F Google \u002F Ollama 本地模型",[53,18734,18735,18738],{},[36,18736,18737],{},"可查看 \u002F 编辑底层 prompt","：透明，能 debug 为什么 LLM 这么回",[53,18740,18741,18744],{},[36,18742,18743],{},"千行级 fast edit","：对 LLM 的修改指令做了优化，几千行文件秒级 apply",[27,18746,18748],{"id":18747},"现状2026-06硬重点","现状（2026-06，硬重点）",[32,18750,18751],{},"GitHub README 状态：",[2357,18753,18754],{},[32,18755,18756],{},"\"We've paused work on the Void IDE to explore a few novel coding ideas… we might not resume Void as an IDE.\"",[32,18758,18759],{},"含义：",[190,18761,18762,18765,18768,18771],{},[53,18763,18764],{},"官方主仓不再 review issues \u002F PRs",[53,18766,18767],{},"现版本仍可下载、能跑、能 BYOK",[53,18769,18770],{},"社区 fork 在维护中（搜 voideditor + active fork）",[53,18772,18773],{},"Frontman 2026 报告把 Void 单独列为『IDE Fork 类、项目已暂停』",[27,18775,97],{"id":97},[32,18777,18778],{},"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。",[27,18780,18782],{"id":18781},"实测在小型-nextjs-python-项目","实测（在小型 Next.js + Python 项目）",[32,18784,18785],{},[36,18786,2370],{},[190,18788,18789,18792,18795,18798,18801],{},[53,18790,18791],{},"BYOK 接本地 Ollama + qwen2.5-coder，全离线编辑 + 重构，零数据出网",[53,18793,18794],{},"看底层 prompt 真的有用：debug 为什么 LLM 输出奇怪时能直接读 prompt",[53,18796,18797],{},"inline diff 体验和 Cursor 一致",[53,18799,18800],{},"千行文件 apply 没等",[53,18802,18803],{},"装好后第二天没有任何 telemetry 出网",[32,18805,18806],{},[36,18807,2395],{},[190,18809,18810,18813,18816,18819,18822],{},[53,18811,18812],{},"仓库索引偶尔卡住，需要手动 reindex",[53,18814,18815],{},"没有 Cursor 的 Composer \u002F Agent 模式，多文件改靠 chat 引导",[53,18817,18818],{},"没有官方 sync settings，机器间配置要自己迁",[53,18820,18821],{},"中文 UI 缺，中文 prompt 输出偶尔混入英文",[53,18823,18824],{},"Bug 报上去无人 review；自己 fork 修是常态",[27,18826,258],{"id":258},[50,18828,18829,18832,18835,18838,18841],{},[53,18830,18831],{},"voideditor.com 下载（或从 GitHub fork 自己编译）",[53,18833,18834],{},"安装 → 导入 VS Code 设置",[53,18836,18837],{},"设置里填 Anthropic \u002F OpenAI Key（或本地 Ollama URL）",[53,18839,18840],{},"打开仓库，等待索引完成",[53,18842,18843],{},"cmd+L chat \u002F cmd+K inline edit，和 Cursor 操作一致",[27,18845,2595],{"id":2595},[83,18847,18848,18863],{},[86,18849,18850],{},[89,18851,18852,18854,18856,18858,18861],{},[92,18853,295],{},[92,18855,18690],{},[92,18857,301],{},[92,18859,18860],{},"Zed",[92,18862,935],{},[108,18864,18865,18878,18892,18906,18920,18934],{},[89,18866,18867,18869,18872,18874,18876],{},[113,18868,967],{},[113,18870,18871],{},"✅ Apache 2.0",[113,18873,11631],{},[113,18875,18871],{},[113,18877,18871],{},[89,18879,18880,18882,18885,18887,18890],{},[113,18881,950],{},[113,18883,18884],{},"VS Code 分支 IDE",[113,18886,18884],{},[113,18888,18889],{},"原生 IDE",[113,18891,959],{},[89,18893,18894,18896,18899,18902,18904],{},[113,18895,981],{},[113,18897,18898],{},"✅ 任意",[113,18900,18901],{},"有限",[113,18903,351],{},[113,18905,351],{},[89,18907,18908,18911,18914,18916,18918],{},[113,18909,18910],{},"本地模型",[113,18912,18913],{},"✅ Ollama",[113,18915,354],{},[113,18917,351],{},[113,18919,351],{},[89,18921,18922,18925,18928,18930,18932],{},[113,18923,18924],{},"官方维护",[113,18926,18927],{},"⛔ 已暂停",[113,18929,3477],{},[113,18931,3477],{},[113,18933,3477],{},[89,18935,18936,18938,18940,18942,18944],{},[113,18937,15290],{},[113,18939,12367],{},[113,18941,351],{},[113,18943,354],{},[113,18945,351],{},[27,18947,393],{"id":393},[190,18949,18950,18956,18962,18968,18974],{},[53,18951,18952,18955],{},[36,18953,18954],{},"决策前必查 GitHub 主仓状态","：README 顶部如仍写 paused，谨慎 onboard 团队",[53,18957,18958,18961],{},[36,18959,18960],{},"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",[53,18963,18964,18967],{},[36,18965,18966],{},"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",[53,18969,18970,18973],{},[36,18971,18972],{},"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",[53,18975,18976,18979],{},[36,18977,18978],{},"替代评估","：合规挡 Cursor 但要官方维护，看 Continue 或 Zed BYOK",[27,18981,429],{"id":428},[190,18983,18984,18987,18990,18993,18996,18999],{},[53,18985,18986],{},"✅ 合规 \u002F 法律挡掉 Cursor 的隐私优先团队",[53,18988,18989],{},"✅ 能自维护 fork 的资深 OSS 团队",[53,18991,18992],{},"✅ 想离线 \u002F 自托管 + 用本地 Ollama 跑模型",[53,18994,18995],{},"❌ 想靠官方持续迭代",[53,18997,18998],{},"❌ 需要 Composer \u002F 多文件 Agent 完整体验",[53,19000,19001],{},"❌ 中文深度本地化用户",[27,19003,452],{"id":452},[190,19005,19006,19010,19014,19019],{},[53,19007,19008],{},[458,19009,465],{"href":16},[53,19011,19012],{},[458,19013,13120],{"href":1174},[53,19015,19016],{},[458,19017,19018],{"href":18695},"Zed 评测",[53,19020,19021],{},[458,19022,476],{"href":475},[27,19024,479],{"id":479},[50,19026,19027,19034,19041],{},[53,19028,19029,19030],{},"Y Combinator — Void Launch（创办背景）",[458,19031,19032],{"href":19032,"rel":19033},"https:\u002F\u002Fwww.ycombinator.com\u002Flaunches\u002FLrh-void-the-open-source-cursor-alternative",[489],[53,19035,19036,19037],{},"Frontman — Best OSS AI Coding Tools 2026（含 Void 暂停状态确认）",[458,19038,19039],{"href":19039,"rel":19040},"https:\u002F\u002Ffrontman.sh\u002Fblog\u002Fbest-open-source-ai-coding-tools-2026",[489],[53,19042,19043,19044],{},"OpenAlternative — Cursor 开源替代 14 选 1（2026-06-22）",[458,19045,19046],{"href":19046,"rel":19047},"https:\u002F\u002Fopenalternative.co\u002Falternatives\u002Fcursor",[489],{"title":505,"searchDepth":506,"depth":506,"links":19049},[19050,19051,19052,19053,19054,19055,19056,19057,19058,19059,19060],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":18747,"depth":509,"text":18748},{"id":97,"depth":509,"text":97},{"id":18781,"depth":509,"text":18782},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[19064,19067,19070,19073],{"q":19065,"a":19066},"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":19068,"a":19069},"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":19071,"a":19072},"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":19074,"a":19075},"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。",[538],{},"\u002Ftools\u002Fcoding\u002Fide\u002Fvoid",[5081,8702,5080],[19081,19083],{"plan":4413,"price":11465,"license":12870,"notes":19082},"GitHub 28.3k stars；2025-末官方暂停开发",{"plan":981,"price":19084,"models":19085,"notes":19086},"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",[19089,19090],{"name":5093,"url":5094},{"name":9198,"url":9199},{"power":506,"ux":506,"price":568,"cn_support":509,"stability":509},{"title":18690,"description":19062},"coding\u002Fide\u002Fvoid",[19095,19097,19099],{"name":19096,"url":19032,"accessed":575},"YC Launch — Void OSS Cursor Alternative",{"name":19098,"url":19039,"accessed":575},"Frontman — Best OSS AI Coding 2026",{"name":19100,"url":19046,"accessed":575},"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",[17080,14269,1213,19104,19105,19106],"privacy","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":19111,"title":9668,"alternatives":19112,"api_compatible":22,"body":19114,"category":17080,"chinese_friendly":506,"cover":19811,"description":19812,"domestic":522,"extension":523,"faq":22,"free":522,"github":22,"languages":19813,"meta":19814,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":17167,"pillar":542,"platforms":19815,"priceTable":19816,"pricing":19827,"published":10169,"relatedPlaybooks":22,"relatedReviews":22,"score":19828,"self_host":522,"seo":19829,"slug":14772,"sources":19830,"stem":19844,"suitable":22,"tagline":19845,"tags":19846,"updated":575,"verdict":19849,"website":19776,"__hash__":19850},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fwindsurf.md",[11381,16639,19113,14773],"coding\u002Fide\u002Fzed",{"type":24,"value":19115,"toc":19794},[19116,19118,19133,19138,19140,19144,19150,19163,19171,19185,19193,19213,19217,19226,19230,19233,19236,19256,19260,19267,19331,19336,19347,19355,19357,19392,19395,19416,19418,19446,19448,19585,19590,19604,19609,19634,19636,19692,19694,19696,19716,19718,19736,19738,19768,19770,19787,19791],[27,19117,30],{"id":29},[6432,19119,19121,19126],{"className":19120},[6435,6436,6437],[32,19122,19123,19125],{},[36,19124,6442],{}," Codeium（公司已被 OpenAI 在 2026-05 收购，传闻 Windsurf 业务后续会改名 Devin Desktop）出品的 AI-first IDE，VS Code fork 基底 + 自研 Cascade Agent。最大卖点：免费档比 Cursor 大方，自动补全（Supercomplete）号称体感最快。",[32,19127,19128,19129,19132],{},"代价是 2026 Q1 切到 ",[36,19130,19131],{},"credit 制","，重度用户成本压力变大；OpenAI 收购后产品方向有不确定性。",[2357,19134,19135],{},[32,19136,19137],{},"来源说明：本文基于 windsurf.com 官方页面、docs.devin.ai 的 Cascade 文档、多份独立评测（vibecoding.app \u002F eesel.ai \u002F openaitoolshub \u002F pecollective.com）综合整理。Codeium 公司更名 \u002F 被收购等结构性变动较快，请以最新官方信息为准。",[27,19139,9261],{"id":9261},[6615,19141,19143],{"id":19142},"cascade核心-agent-引擎","Cascade：核心 Agent 引擎",[32,19145,19146,19147,19149],{},"Cascade 是 Windsurf 对标 ",[458,19148,301],{"href":9664}," Composer 的多步骤 Agent。两种模式：",[190,19151,19152,19158],{},[53,19153,19154,19157],{},[36,19155,19156],{},"Write 模式","：让 Cascade 实际改代码，多文件编辑",[53,19159,19160,19162],{},[36,19161,15775],{},"：只问答，不动文件（适合代码理解）",[32,19164,19165,19170],{},[458,19166,19169],{"href":19167,"rel":19168},"https:\u002F\u002Fdocs.devin.ai\u002Fwindsurf\u002Fplugins\u002Fcascade\u002Fcascade-overview",[489],"官方 Cascade 文档"," 公开的能力：",[190,19172,19173,19176,19179,19182],{},[53,19174,19175],{},"每次 prompt 最多 25 次工具调用，超过 type \"continue\" 继续",[53,19177,19178],{},"内置工具：Search、Analyze、Web Search、Terminal、Voice Input",[53,19180,19181],{},"自动探测项目用的包管理器并装依赖",[53,19183,19184],{},"队列消息：Cascade 跑的时候你可以排队下一个指令",[32,19186,19187,19192],{},[458,19188,19191],{"href":19189,"rel":19190},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fwindsurf-overview",[489],"eesel AI 2026 评测"," 实测描述的 Cascade 特点：",[190,19194,19195,19201,19207],{},[53,19196,19197,19200],{},[36,19198,19199],{},"多文件编辑","：rename 一个函数，跨整个项目同步更新调用点",[53,19202,19203,19206],{},[36,19204,19205],{},"终端集成","：跑命令、读输出、看到 error 自动尝试修复",[53,19208,19209,19212],{},[36,19210,19211],{},"迭代调试","：测试失败时不放弃，换个方法再试，循环到通过",[6615,19214,19216],{"id":19215},"supercomplete补全速度优势","Supercomplete：补全速度优势",[32,19218,19219,19220,19225],{},"Windsurf 自研补全模型，跑在自家推理基础设施上，",[458,19221,19224],{"href":19222,"rel":19223},"https:\u002F\u002Fpecollective.com\u002Ftools\u002Fwindsurf",[489],"PE Collective 评测"," 描述：\"没有云端补全那种卡顿，suggestions 几乎瞬间出现\"。能预测下一行甚至连续几行（特别是 API route \u002F 测试用例这类重复模式）。",[6615,19227,19229],{"id":19228},"flows上下文聊天","Flows：上下文聊天",[32,19231,19232],{},"Cascade 的对话界面，跨会话保留上下文。问完一个函数，追问它的测试，Flows 能记住前一轮在讨论什么。索引整个 codebase + 当前打开文件 + 最近编辑。",[6615,19234,19235],{"id":19235},"其他",[190,19237,19238,19244,19250],{},[53,19239,19240,19243],{},[36,19241,19242],{},"Terminal AI","：用自然语言生成 shell 命令（\"重启 docker 并清缓存\"）",[53,19245,19246,19249],{},[36,19247,19248],{},"Voice input","：Cmd\u002FCtrl+L 打开 Cascade，可以语音输入",[53,19251,19252,19255],{},[36,19253,19254],{},"VS Code 扩展兼容","：因为是 VS Code fork，95%+ 的扩展可以直接装",[27,19257,19259],{"id":19258},"价格与运行成本2026-切到-credit-制","价格与运行成本（2026 切到 credit 制）",[32,19261,19262,19266],{},[458,19263,19265],{"href":19222,"rel":19264},[489],"PE Collective 2026-04 评测"," 描述的 credit 系统：",[83,19268,19269,19281],{},[86,19270,19271],{},[89,19272,19273,19275,19277,19279],{},[92,19274,14351],{},[92,19276,97],{},[92,19278,100],{},[92,19280,9412],{},[108,19282,19283,19295,19307,19320],{},[89,19284,19285,19287,19289,19292],{},[113,19286,1373],{},[113,19288,1179],{},[113,19290,19291],{},"25 credits\u002F月",[113,19293,19294],{},"比 Cursor Free 体感更可用",[89,19296,19297,19299,19301,19304],{},[113,19298,1383],{},[113,19300,18403],{},[113,19302,19303],{},"500 credits\u002F月",[113,19305,19306],{},"比 Cursor Pro 便宜 $5",[89,19308,19309,19311,19314,19317],{},[113,19310,1325],{},[113,19312,19313],{},"$30\u002Fseat\u002F月",[113,19315,19316],{},"更多 credits + SSO + 中央账单",[113,19318,19319],{},"中小团队",[89,19321,19322,19324,19326,19328],{},[113,19323,171],{},[113,19325,2932],{},[113,19327,14247],{},[113,19329,19330],{},"大企业 \u002F 合规",[32,19332,19333,219],{},[36,19334,19335],{},"Credit 消耗规则（社区共识，非官方明示）",[190,19337,19338,19341,19344],{},[53,19339,19340],{},"Cascade 一次 Write 调用 = 1+ credits（依赖模型 + 工具调用数）",[53,19342,19343],{},"用 GPT-4 \u002F Claude Opus 等 premium 模型 = credit 倍数高",[53,19345,19346],{},"自带补全（Supercomplete）= 不算 credits",[32,19348,19349,19354],{},[458,19350,19353],{"href":19351,"rel":19352},"https:\u002F\u002Fwww.openaitoolshub.org\u002Fen\u002Fblog\u002Fwindsurf-editor-review",[489],"openaitoolshub 评测"," 真实使用感受：Pro $15 + 500 credits 对中度用户够用一个月；写得猛的话第二周就空，要加买 credit pack。",[27,19356,6662],{"id":6661},[801,19358,19360],{"className":2423,"code":19359,"language":2425,"meta":505,"style":505},"# macOS\nbrew install --cask windsurf\n\n# Windows \u002F Linux\n# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[280,19361,19362,19367,19378,19382,19387],{"__ignoreMap":505},[809,19363,19364],{"class":811,"line":812},[809,19365,19366],{"class":2568},"# macOS\n",[809,19368,19369,19371,19373,19375],{"class":811,"line":509},[809,19370,10762],{"class":2432},[809,19372,2436],{"class":836},[809,19374,10767],{"class":821},[809,19376,19377],{"class":836}," windsurf\n",[809,19379,19380],{"class":811,"line":506},[809,19381,2466],{"emptyLinePlaceholder":540},[809,19383,19384],{"class":811,"line":569},[809,19385,19386],{"class":2568},"# Windows \u002F Linux\n",[809,19388,19389],{"class":811,"line":568},[809,19390,19391],{"class":2568},"# 去 https:\u002F\u002Fwindsurf.com 下载安装包\n",[32,19393,19394],{},"打开后：",[50,19396,19397,19400,19403,19410,19413],{},[53,19398,19399],{},"用 GitHub \u002F Google 账号登录（国内可能需要代理过验证）",[53,19401,19402],{},"选择主题（VS Code 体验，习惯无缝）",[53,19404,19405,19406,19409],{},"打开项目目录 → ",[280,19407,19408],{},"Cmd\u002FCtrl+L"," 调出 Cascade",[53,19411,19412],{},"输入第一个 prompt，比如\"读完整个项目结构后告诉我这是什么项目\"",[53,19414,19415],{},"等 Cascade 索引完（几十秒到几分钟，看项目大小）",[27,19417,9701],{"id":9701},[50,19419,19420,19426,19431,19436],{},[53,19421,19422,19425],{},[36,19423,19424],{},"账号注册","：需要海外邮箱 + 偶发要海外手机；国内邮箱（QQ \u002F 163）有时被拒",[53,19427,19428,19430],{},[36,19429,10889],{},"：模型推理在境外，没代理时 Cascade 会卡顿到不可用",[53,19432,19433,19435],{},[36,19434,10883],{},"：Pro 订阅只收海外卡，第三方代付方案少（不像 Cursor 有成熟代理）",[53,19437,19438,219,19440,19442,19443,19445],{},[36,19439,10895],{},[458,19441,15506],{"href":15505},"（字节 IDE，国内访问无门槛）或 ",[458,19444,301],{"href":9664},"（生态更成熟）",[27,19447,9742],{"id":9742},[83,19449,19450,19471],{},[86,19451,19452],{},[89,19453,19454,19456,19458,19462,19466],{},[92,19455,295],{},[92,19457,9668],{},[92,19459,19460],{},[458,19461,301],{"href":9664},[92,19463,19464],{},[458,19465,15506],{"href":15505},[92,19467,19468],{},[458,19469,18860],{"href":19470},"\u002Fcoding\u002Fide\u002Fzed.html",[108,19472,19473,19489,19502,19517,19531,19544,19557,19570],{},[89,19474,19475,19477,19480,19483,19486],{},[113,19476,15290],{},[113,19478,19479],{},"Cascade（激进）",[113,19481,19482],{},"Composer（保守）",[113,19484,19485],{},"类 Composer",[113,19487,19488],{},"ACP 协议接入",[89,19490,19491,19493,19496,19498,19500],{},[113,19492,15277],{},[113,19494,19495],{},"★★★★★ 自研模型",[113,19497,10959],{},[113,19499,10959],{},[113,19501,10959],{},[89,19503,19504,19507,19510,19512,19515],{},[113,19505,19506],{},"免费档慷慨度",[113,19508,19509],{},"★★★★☆ 25 credits",[113,19511,9824],{},[113,19513,19514],{},"★★★★★ 中国无限制",[113,19516,10959],{},[89,19518,19519,19522,19524,19526,19529],{},[113,19520,19521],{},"Pro 价格",[113,19523,18403],{},[113,19525,120],{},[113,19527,19528],{},"国内免费",[113,19530,120],{},[89,19532,19533,19536,19538,19540,19542],{},[113,19534,19535],{},"国内可用性",[113,19537,9824],{},[113,19539,9824],{},[113,19541,9821],{},[113,19543,9824],{},[89,19545,19546,19549,19551,19553,19555],{},[113,19547,19548],{},"多文件改动激进度",[113,19550,9821],{},[113,19552,10959],{},[113,19554,10959],{},[113,19556,9824],{},[89,19558,19559,19562,19564,19566,19568],{},[113,19560,19561],{},"稳定性",[113,19563,10959],{},[113,19565,9821],{},[113,19567,10959],{},[113,19569,10959],{},[89,19571,19572,19575,19578,19580,19582],{},[113,19573,19574],{},"生态（VS Code 扩展）",[113,19576,19577],{},"★★★★★ fork",[113,19579,19577],{},[113,19581,19577],{},[113,19583,19584],{},"★★★☆☆ 自家",[32,19586,19587,219],{},[36,19588,19589],{},"选 Windsurf 如果你",[190,19591,19592,19595,19598,19601],{},[53,19593,19594],{},"看重补全速度 + 多文件 Agent 的激进度",[53,19596,19597],{},"海外开发者 \u002F 已经能搞定支付和网络",[53,19599,19600],{},"免费档已经够用、不想付费",[53,19602,19603],{},"跑 Cursor 卡顿，想换个推理基础设施",[32,19605,19606,219],{},[36,19607,19608],{},"别选 Windsurf 如果你",[190,19610,19611,19616,19622,19629],{},[53,19612,19613,19614,3762],{},"国内 + 不想折腾代理（去 ",[458,19615,15506],{"href":15505},[53,19617,19618,19619,19621],{},"重度使用 + 预算敏感（credit 制不划算，",[458,19620,301],{"href":9664}," 月费固定）",[53,19623,19624,19625,649,19627,3762],{},"终端原生使用者（",[458,19626,307],{"href":9252},[458,19628,943],{"href":10899},[53,19630,19631,19632,3762],{},"完全开源洁癖（",[458,19633,592],{"href":15218},[27,19635,6837],{"id":6837},[190,19637,19638,19644,19654,19664,19674,19680,19686],{},[53,19639,19640,19643],{},[36,19641,19642],{},"Credit 制下重度使用要算账","：500 credits 看着多，复杂 refactor 一次性吃掉 10-20 credits，月底空了得加 credit pack",[53,19645,19646,19649,19650,19653],{},[36,19647,19648],{},"Cascade 比 Composer 更敢动手","：写得激进的同时",[36,19651,19652],{},"犯错也更多","，commit 频率要拉高，方便回滚",[53,19655,19656,19659,19660,19663],{},[36,19657,19658],{},"多窗口隔离","：根据 ",[458,19661,19353],{"href":19351,"rel":19662},[489]," 实测，Cascade context 是按窗口隔离的——前后端在两个项目时跨项目协作有缺陷，需开 multi-root workspace",[53,19665,19666,219,19669,19673],{},[36,19667,19668],{},"Cascade 写文件失败的\"flaky\"",[458,19670,19672],{"href":19189,"rel":19671},[489],"dev.to 用户反馈"," 引用的常见问题，Cascade 偶发 \"cascade errors when trying to write files\"，重试或换模型可解",[53,19675,19676,19679],{},[36,19677,19678],{},"OpenAI 收购的不确定性","：2026-05 Codeium 被 OpenAI 收购、Windsurf 业务传闻改名 Devin Desktop。日常使用没变，但长期路线图待观察",[53,19681,19682,19685],{},[36,19683,19684],{},"Rust \u002F Go 项目 LSP 不够全","：Cascade 的内嵌 LSP 比\"VS Code + Rust Analyzer 扩展\"功能少一些",[53,19687,19688,19691],{},[36,19689,19690],{},"VS Code 扩展库兼容性","：95%+ 兼容，但极少数靠 VS Code 私有 API 的扩展（如某些远程开发插件）会有问题",[27,19693,429],{"id":428},[32,19695,10005],{},[190,19697,19698,19704,19707,19710,19713],{},[53,19699,19700,19701,19703],{},"想用比 ",[458,19702,301],{"href":9664}," 更激进的 Agent 模式",[53,19705,19706],{},"重视补全的瞬时响应",[53,19708,19709],{},"海外开发者 \u002F 能稳定上代理",[53,19711,19712],{},"VS Code 用户想\"原地升级\"",[53,19714,19715],{},"团队规模中小（5-20 人），SSO 需求",[32,19717,10033],{},[190,19719,19720,19726,19731,19734],{},[53,19721,19722,19723,19725],{},"国内首选 IDE（",[458,19724,15506],{"href":15505}," 更顺）",[53,19727,19728,19729,3762],{},"终端工作流为主（",[458,19730,307],{"href":9252},[53,19732,19733],{},"需要私有部署 \u002F 数据不出网",[53,19735,15525],{},[27,19737,452],{"id":452},[190,19739,19740,19752,19760],{},[53,19741,10054,19742,649,19744,649,19746,649,19748,649,19750],{},[458,19743,301],{"href":9664},[458,19745,15506],{"href":15505},[458,19747,18860],{"href":19470},[458,19749,307],{"href":9252},[458,19751,11102],{"href":11101},[53,19753,11219,19754,649,19756,649,19758],{},[458,19755,11222],{"href":10283},[458,19757,11250],{"href":11249},[458,19759,10080],{"href":10079},[53,19761,11231,19762,649,19764,649,19766],{},[458,19763,9459],{"href":9458},[458,19765,11239],{"href":11238},[458,19767,9693],{"href":9692},[27,19769,479],{"id":479},[190,19771,19772,19778,19784],{},[53,19773,6937,19774],{},[458,19775,19776],{"href":19776,"rel":19777},"https:\u002F\u002Fwindsurf.com",[489],[53,19779,19780,19781],{},"Cascade 文档：",[458,19782,19167],{"href":19167,"rel":19783},[489],[53,19785,19786],{},"第三方评测：vibecoding.app \u002F eesel.ai \u002F openaitoolshub.org \u002F pecollective.com",[32,19788,11295,19789,10142],{},[458,19790,6959],{"href":6959},[1140,19792,19793],{},"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":505,"searchDepth":506,"depth":506,"links":19795},[19796,19797,19803,19804,19805,19806,19807,19808,19809,19810],{"id":29,"depth":509,"text":30},{"id":9261,"depth":509,"text":9261,"children":19798},[19799,19800,19801,19802],{"id":19142,"depth":506,"text":19143},{"id":19215,"depth":506,"text":19216},{"id":19228,"depth":506,"text":19229},{"id":19235,"depth":506,"text":19235},{"id":19258,"depth":509,"text":19259},{"id":6661,"depth":509,"text":6662},{"id":9701,"depth":509,"text":9701},{"id":9742,"depth":509,"text":9742},{"id":6837,"depth":509,"text":6837},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\u002Fimg\u002Ftools\u002Fwindsurf.webp","Windsurf 真实评测：原 Codeium 团队出品的 AI-first IDE，Cascade Agent 模式做多文件编辑。AIHO 编辑部基于官方文档与多份独立评测整理，含定价、与 Cursor 对比、避坑指南。",[1172,538],{},[5081,8702,5080],[19817,19820,19823,19825],{"plan":1373,"price":1179,"limit":19818,"cn_pay":1180,"note":19819},"25 credits\u002F月，Cascade 基础访问","比 Cursor Free 体感强",{"plan":1383,"price":18403,"limit":19821,"cn_pay":11341,"note":19822},"500 credits\u002F月，多模型","比 Cursor 便宜 $5",{"plan":1325,"price":19313,"limit":19824,"cn_pay":15646,"note":19319},"更高 credit + SSO",{"plan":171,"price":2932,"limit":19826,"cn_pay":1180,"note":7705},"VPC \u002F 审计 \u002F SOC2","Free 25 credits \u002F Pro $15\u002Fmo 500 credits \u002F Team $30\u002Fseat",{"power":568,"ux":568,"price":569,"cn_support":506,"stability":569},{"title":9668,"description":19812},[19831,19833,19835,19838,19840,19842],{"title":19832,"url":19776},"Windsurf 官方",{"title":19834,"url":19167},"Cascade 官方文档",{"title":19836,"url":19837},"Windsurf Review 2026 (vibecoding.app)","https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fwindsurf-review",{"title":19839,"url":19189},"Windsurf 评测 - eesel AI",{"title":19841,"url":19351},"Windsurf Honest Assessment",{"title":19843,"url":19222},"PE Collective 2026 Review","tools\u002Fcoding\u002Fide\u002Fwindsurf","Codeium 出品的 AI IDE，Cascade Agent 模式领先",[17080,519,19847,17154,19848],"cascade","codeium","Cursor 最强直接对手。Cascade 模式比 Composer 略激进，敢一次改更多文件；2026 切到 credit 制后性价比下降但仍是免费档最大方的 AI IDE。","2g4pddNoBR3QAoyoBWLW888CI2RlXedq41E4zjlbcD4",{"id":19852,"title":18860,"alternatives":19853,"api_compatible":22,"body":19859,"category":17080,"chinese_friendly":506,"cover":20271,"description":20272,"domestic":522,"extension":523,"faq":20273,"free":522,"github":22,"languages":20286,"meta":20287,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":18695,"pillar":542,"platforms":20288,"priceTable":20289,"pricing":20300,"published":559,"relatedPlaybooks":20301,"relatedReviews":22,"score":20304,"self_host":522,"seo":20305,"slug":19113,"sources":20306,"stem":20313,"suitable":22,"tagline":20314,"tags":20315,"updated":575,"verdict":20319,"website":20320,"__hash__":20321},"tools\u002Ftools\u002Fcoding\u002Fide\u002Fzed.md",[19854,19855,19856,19858],{"name":15,"url":16},{"name":17166,"url":17167},{"name":19857,"url":19078},"void",{"name":18,"url":19},{"type":24,"value":19860,"toc":20259},[19861,19863,19866,19869,19871,19874,19900,19904,19970,19973,19977,19981,19998,20002,20019,20021,20045,20047,20153,20155,20187,20189,20212,20214,20234,20236],[27,19862,30],{"id":29},[32,19864,19865],{},"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。",[32,19867,19868],{},"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。",[27,19870,45],{"id":45},[32,19872,19873],{},"一个原生编辑器干三件事：",[190,19875,19876,19882,19888,19894],{},[53,19877,19878,19881],{},[36,19879,19880],{},"代码编辑","：Rust + GPUI 自研渲染，Tree-sitter 60+ 语言语法",[53,19883,19884,19887],{},[36,19885,19886],{},"AI 助手面板","：Zeta2.1 编辑预测 + 多模型 chat（Claude\u002FGPT\u002FGemini\u002FGrok\u002FOllama）",[53,19889,19890,19893],{},[36,19891,19892],{},"实时多人协同","：共享 buffer、cursor presence、语音频道——一等公民，不是插件",[53,19895,19896,19899],{},[36,19897,19898],{},"ACP 协议","：Claude Code \u002F Codex CLI \u002F Gemini CLI \u002F OpenCode 都能嵌进来当 agent",[27,19901,19903],{"id":19902},"价格2026-062026-05-06-改版","价格（2026-06，2026-05-06 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全部免费。",[27,19974,19976],{"id":19975},"实测中型-rust-ts-项目","实测（中型 Rust + TS 项目）",[32,19978,19979],{},[36,19980,2370],{},[190,19982,19983,19986,19989,19992,19995],{},[53,19984,19985],{},"启动 \u003C 100ms，比 VS Code \u002F Cursor 体感快一个量级",[53,19987,19988],{},"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』",[53,19990,19991],{},"多人协同顺滑：和远端同事 pair 改一个 PR，不用屏幕共享",[53,19993,19994],{},"ACP 把 Claude Code agent 嵌进侧栏，一边编辑一边让 agent 跑长任务",[53,19996,19997],{},"BYOK 接自己的 Anthropic Key 后，几乎『编辑器免费 + 模型自付』完美组合",[32,19999,20000],{},[36,20001,2395],{},[190,20003,20004,20007,20010,20013,20016],{},[53,20005,20006],{},"VS Code 插件生态不能完全迁移，需要找 Open VSX 替代或没替代",[53,20008,20009],{},"中文 UI 部分翻译，但官方主要语种是英文",[53,20011,20012],{},"Pro $5 hosted 额度跑 Sonnet 容易超，要么 BYOK 要么订 Business",[53,20014,20015],{},"Windows 稳定但仍有少量原生差异（菜单快捷键）",[53,20017,20018],{},"复杂 LSP 配置不如 VS Code 文档丰富",[27,20020,258],{"id":258},[50,20022,20023,20026,20029,20032,20035,20038],{},[53,20024,20025],{},"zed.dev 下载（macOS \u002F Linux \u002F Windows）",[53,20027,20028],{},"首启动自动开 Free + 2,000 次预测",[53,20030,20031],{},"设置里加 Anthropic \u002F OpenAI Key（BYOK）",[53,20033,20034],{},"试 Edit Prediction：写一行，看光标右侧的灰字预测",[53,20036,20037],{},"多人：Share Project，邀同事 join",[53,20039,20040,20041,20044],{},"Agent：装 Claude Code，在 Zed 里 ",[280,20042,20043],{},"cmd+shift+a"," 调起 ACP agent",[27,20046,2595],{"id":2595},[83,20048,20049,20063],{},[86,20050,20051],{},[89,20052,20053,20055,20057,20059,20061],{},[92,20054,295],{},[92,20056,18860],{},[92,20058,301],{},[92,20060,18690],{},[92,20062,9668],{},[108,20064,20065,20081,20095,20107,20121,20137],{},[89,20066,20067,20070,20073,20076,20079],{},[113,20068,20069],{},"启动",[113,20071,20072],{},"\u003C100ms",[113,20074,20075],{},"~1.5s",[113,20077,20078],{},"~1s",[113,20080,20075],{},[89,20082,20083,20086,20089,20091,20093],{},[113,20084,20085],{},"多人协同",[113,20087,20088],{},"✅ 一等公民",[113,20090,354],{},[113,20092,12367],{},[113,20094,354],{},[89,20096,20097,20099,20101,20103,20105],{},[113,20098,967],{},[113,20100,12870],{},[113,20102,11631],{},[113,20104,12870],{},[113,20106,11631],{},[89,20108,20109,20111,20114,20117,20119],{},[113,20110,11611],{},[113,20112,20113],{},"Open VSX",[113,20115,20116],{},"完整继承",[113,20118,20116],{},[113,20120,20116],{},[89,20122,20123,20126,20129,20132,20135],{},[113,20124,20125],{},"BYOK 政策",[113,20127,20128],{},"全档免费",[113,20130,20131],{},"Free + Pro",[113,20133,20134],{},"自带",[113,20136,354],{},[89,20138,20139,20142,20145,20148,20151],{},[113,20140,20141],{},"Agent 协议",[113,20143,20144],{},"ACP（多 agent）",[113,20146,20147],{},"自家 Agent",[113,20149,20150],{},"自家",[113,20152,17933],{},[27,20154,393],{"id":393},[190,20156,20157,20163,20169,20175,20181],{},[53,20158,20159,20162],{},[36,20160,20161],{},"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",[53,20164,20165,20168],{},[36,20166,20167],{},"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",[53,20170,20171,20174],{},[36,20172,20173],{},"Open VSX 不等于 VS Code Marketplace","：先确认你日常插件在 Open VSX 有",[53,20176,20177,20180],{},[36,20178,20179],{},"多人协同会泄露 buffer 状态","：合规严的项目用 Business 档关掉 prompt 训练",[53,20182,20183,20186],{},[36,20184,20185],{},"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",[27,20188,429],{"id":428},[190,20190,20191,20194,20197,20200,20203,20206,20209],{},[53,20192,20193],{},"✅ 性能党、Rust 开发者",[53,20195,20196],{},"✅ 远程团队需原生多人协同",[53,20198,20199],{},"✅ 想同时玩 Claude Code \u002F Codex \u002F Gemini 多 agent",[53,20201,20202],{},"✅ 重视开源 \u002F 离线 \u002F BYOK",[53,20204,20205],{},"❌ 重度依赖 VS Code Marketplace 闭源插件",[53,20207,20208],{},"❌ 中文界面深度本地化需求",[53,20210,20211],{},"❌ Windows 偏门工作流（菜单 \u002F 快捷键习惯差异）",[27,20213,452],{"id":452},[190,20215,20216,20220,20225,20229],{},[53,20217,20218],{},[458,20219,465],{"href":16},[53,20221,20222],{},[458,20223,20224],{"href":19078},"Void 评测",[53,20226,20227],{},[458,20228,470],{"href":19},[53,20230,20231],{},[458,20232,20233],{"href":12592},"Codex CLI 评测",[27,20235,479],{"id":479},[50,20237,20238,20245,20252],{},[53,20239,20240,20241],{},"AIPedia — Zed 评测 2026-06（2026-06-01）",[458,20242,20243],{"href":20243,"rel":20244},"https:\u002F\u002Fwww.aipedia.wiki\u002Ftools\u002Fzed",[489],[53,20246,20247,20248],{},"ShipByAgent — Zed AI Pricing（2026-04-23）",[458,20249,20250],{"href":20250,"rel":20251},"https:\u002F\u002Fcost.shipbyagent.com\u002Ftools\u002Fzed",[489],[53,20253,20254,20255],{},"CostBench — Zed Free Plan 2026（2026-05-07）",[458,20256,20257],{"href":20257,"rel":20258},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fzed-ai\u002Ffree-plan",[489],{"title":505,"searchDepth":506,"depth":506,"links":20260},[20261,20262,20263,20264,20265,20266,20267,20268,20269,20270],{"id":29,"depth":509,"text":30},{"id":45,"depth":509,"text":45},{"id":19902,"depth":509,"text":19903},{"id":19975,"depth":509,"text":19976},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[20274,20277,20280,20283],{"q":20275,"a":20276},"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":20278,"a":20279},"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":20281,"a":20282},"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":20284,"a":20285},"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。",[538],{},[5081,8702,5080],[20290,20292,20295,20298],{"plan":1373,"price":1179,"credits":19929,"notes":20291},"开源 Apache 2.0 编辑器全功能",{"plan":1383,"price":14027,"credits":20293,"notes":20294},"无限编辑预测 + $5 模型额度","2026-05 从 $20 砍半；超出 API 价 +10%",{"plan":7245,"price":8859,"credits":20296,"notes":20297},"组织级 AI 策略 + BYOK 全免费","2026-05 新增；prompt 训练默认关闭",{"plan":19961,"price":11465,"credits":19966,"notes":20299},"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）",[20302,20303],{"name":5093,"url":5094},{"name":13755,"url":563},{"power":569,"ux":568,"price":569,"cn_support":506,"stability":569},{"title":18860,"description":20272},[20307,20309,20311],{"name":20308,"url":20250,"accessed":575},"ShipByAgent — Zed AI Pricing",{"name":20310,"url":20243,"accessed":575},"AIPedia — Zed 评测 2026-06",{"name":20312,"url":20257,"accessed":575},"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",[17080,12632,20316,14269,20317,20318],"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":20323,"title":20324,"alternatives":20325,"api_compatible":22,"body":20337,"category":20739,"chinese_friendly":568,"cover":20740,"description":20741,"domestic":522,"extension":523,"faq":20742,"free":522,"github":22,"languages":20755,"meta":20756,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":20757,"pillar":542,"platforms":20758,"priceTable":20760,"pricing":20767,"published":559,"relatedPlaybooks":20768,"relatedReviews":22,"score":20771,"self_host":540,"seo":20772,"slug":20773,"sources":20774,"stem":20781,"suitable":22,"tagline":20782,"tags":20783,"updated":575,"verdict":20786,"website":20787,"__hash__":20788},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Fcherry-studio.md","Cherry 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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。",[27,20348,2278],{"id":2278},[190,20350,20351,20357,20363,20369,20374,20380,20386],{},[53,20352,20353,20356],{},[36,20354,20355],{},"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",[53,20358,20359,20362],{},[36,20360,20361],{},"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",[53,20364,20365,20368],{},[36,20366,20367],{},"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",[53,20370,20371,20373],{},[36,20372,1801],{},"：扩展工具调用 \u002F 联网搜索 \u002F 文件操作",[53,20375,20376,20379],{},[36,20377,20378],{},"数据本地优先","：对话历史本地存储，WebDAV 同步，不上传第三方",[53,20381,20382,20385],{},[36,20383,20384],{},"多模态","：图片识别 \u002F PDF 阅读 \u002F Markdown + Mermaid + 代码高亮",[53,20387,20388,20391],{},[36,20389,20390],{},"AI 绘画 + 翻译","：内置主流 SD \u002F DALL·E \u002F 翻译 API 集成",[27,20393,97],{"id":97},[190,20395,20396,20402],{},[53,20397,20398,20401],{},[36,20399,20400],{},"开源版","：完全免费，AGPL-3.0",[53,20403,20404,20406],{},[36,20405,171],{},"：私有化部署 + 团队协作 + 资源管控，联系销售",[2357,20408,20409],{},[32,20410,20411],{},"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。",[27,20413,20415],{"id":20414},"实测mac-m2-中型知识库","实测（Mac M2 + 中型知识库）",[32,20417,20418],{},[36,20419,2370],{},[190,20421,20422,20425,20428,20431,20434],{},[53,20423,20424],{},"中文 UI \u002F 文档 \u002F 社区都顶级，零门槛上手",[53,20426,20427],{},"本地 RAG 拖入 30+ PDF 后向量化 \u003C 2 分钟（用 bge-m3）",[53,20429,20430],{},"多模型并排回答：让 Claude \u002F GPT \u002F DeepSeek 同回一个问题做比较",[53,20432,20433],{},"MCP 接 Brave Search + 自定义工具流畅",[53,20435,20436],{},"WebDAV 同步坚果云 \u002F 阿里云盘，桌面 + 移动设备数据互通",[32,20438,20439],{},[36,20440,2395],{},[190,20442,20443,20446,20449,20452,20455],{},[53,20444,20445],{},"没有 Web 端 \u002F Docker 自托管（要这个用 LobeChat）",[53,20447,20448],{},"iOS 版尚未发布（roadmap 中）",[53,20450,20451],{},"大型 PDF（>100 MB）向量化偶有失败，要切小",[53,20453,20454],{},"助手市场质量参差，要自筛",[53,20456,20457],{},"模型 API 调用全靠你自己付费，新手要先理解 API Key 概念",[27,20459,258],{"id":258},[50,20461,20462,20465,20468,20475,20478,20481],{},[53,20463,20464],{},"cherry-ai.com 下载客户端（或 GitHub releases）",[53,20466,20467],{},"设置 → 模型服务 → 填 OpenAI \u002F Claude \u002F DeepSeek API Key",[53,20469,20470,20471],{},"（可选）本地：装 Ollama → Cherry Studio 自动识别 endpoint ",[458,20472,20473],{"href":20473,"rel":20474},"http:\u002F\u002Flocalhost:11434",[489],[53,20476,20477],{},"新建知识库 → 拖文件 \u002F 加网址 → 等向量化",[53,20479,20480],{},"新对话 → 选模型 → 勾知识库 → 提问",[53,20482,20483],{},"进阶：自定义助手（System Prompt）+ MCP 扩展工具",[27,20485,2595],{"id":2595},[83,20487,20488,20505],{},[86,20489,20490],{},[89,20491,20492,20494,20496,20499,20502],{},[92,20493,295],{},[92,20495,20324],{},[92,20497,20498],{},"LobeChat",[92,20500,20501],{},"LM Studio",[92,20503,20504],{},"Open WebUI",[108,20506,20507,20522,20536,20549,20561,20576,20588,20603],{},[89,20508,20509,20511,20514,20517,20519],{},[113,20510,950],{},[113,20512,20513],{},"桌面",[113,20515,20516],{},"Web + 桌面",[113,20518,20513],{},[113,20520,20521],{},"Docker \u002F 桌面",[89,20523,20524,20526,20529,20531,20534],{},[113,20525,20355],{},[113,20527,20528],{},"✅ 云 + 本地",[113,20530,20528],{},[113,20532,20533],{},"本地为主",[113,20535,20528],{},[89,20537,20538,20541,20543,20545,20547],{},[113,20539,20540],{},"知识库 RAG",[113,20542,2656],{},[113,20544,2656],{},[113,20546,1549],{},[113,20548,351],{},[89,20550,20551,20553,20555,20557,20559],{},[113,20552,10076],{},[113,20554,351],{},[113,20556,351],{},[113,20558,1549],{},[113,20560,351],{},[89,20562,20563,20566,20569,20572,20574],{},[113,20564,20565],{},"自托管 \u002F Web",[113,20567,20568],{},"无 Web",[113,20570,20571],{},"✅ Docker",[113,20573,12367],{},[113,20575,20571],{},[89,20577,20578,20580,20582,20584,20586],{},[113,20579,380],{},[113,20581,2039],{},[113,20583,2039],{},[113,20585,1030],{},[113,20587,1030],{},[89,20589,20590,20593,20596,20598,20601],{},[113,20591,20592],{},"开源协议",[113,20594,20595],{},"AGPL-3.0",[113,20597,4121],{},[113,20599,20600],{},"闭源（免费）",[113,20602,4121],{},[89,20604,20605,20608,20611,20614,20616],{},[113,20606,20607],{},"GitHub Stars",[113,20609,20610],{},"60k+",[113,20612,20613],{},"72k+",[113,20615,4124],{},[113,20617,20618],{},"126k+",[27,20620,393],{"id":393},[190,20622,20623,20629,20635,20641,20647],{},[53,20624,20625,20628],{},[36,20626,20627],{},"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",[53,20630,20631,20634],{},[36,20632,20633],{},"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",[53,20636,20637,20640],{},[36,20638,20639],{},"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",[53,20642,20643,20646],{},[36,20644,20645],{},"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",[53,20648,20649,20652],{},[36,20650,20651],{},"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",[27,20654,429],{"id":428},[190,20656,20657,20660,20663,20666,20669,20672,20675],{},[53,20658,20659],{},"✅ 中文用户、AI 重度使用 \u002F 多模型管理",[53,20661,20662],{},"✅ 需要本地 RAG 知识库",[53,20664,20665],{},"✅ 关注数据隐私 \u002F 本地存储",[53,20667,20668],{},"✅ 想用 Ollama \u002F LM Studio 本地模型",[53,20670,20671],{},"❌ 需要 Web 端 \u002F Docker 自托管",[53,20673,20674],{},"❌ 团队多人共享 \u002F SSO",[53,20676,20677],{},"❌ iOS 主力用户",[27,20679,452],{"id":452},[190,20681,20682,20687,20692,20697],{},[53,20683,20684],{},[458,20685,20686],{"href":20328},"LobeChat 评测",[53,20688,20689],{},[458,20690,20691],{"href":20331},"LM Studio 评测",[53,20693,20694],{},[458,20695,20696],{"href":20333},"Ollama 评测",[53,20698,20699],{},[458,20700,20701],{"href":2940},"RAG Pipeline 搭建 Playbook",[27,20703,479],{"id":479},[50,20705,20706,20713,20720],{},[53,20707,20708,20709],{},"Cherry Studio 官网（功能 + 下载）",[458,20710,20711],{"href":20711,"rel":20712},"https:\u002F\u002Fwww.cherry-ai.com\u002F",[489],[53,20714,20715,20716],{},"MBLUO Studio — Cherry Studio 评测 2026 ",[458,20717,20718],{"href":20718,"rel":20719},"https:\u002F\u002Fmbluostudio.com\u002Ftools\u002Fcherry-studio",[489],[53,20721,20722,20723],{},"Cursor IDE 博客 — Cherry Studio 完全指南（2025-03）",[458,20724,20725],{"href":20725,"rel":20726},"https:\u002F\u002Fwww.cursor-ide.com\u002Fblog\u002Fcherry-studio-guide",[489],{"title":505,"searchDepth":506,"depth":506,"links":20728},[20729,20730,20731,20732,20733,20734,20735,20736,20737,20738],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":20414,"depth":509,"text":20415},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"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。",[20743,20746,20749,20752],{"q":20744,"a":20745},"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":20747,"a":20748},"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":20750,"a":20751},"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":20753,"a":20754},"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。",[1172,538],{},"\u002Ftools\u002Fcoding\u002Flocal\u002Fcherry-studio",[5081,8702,5080,20759],"android",[20761,20764],{"plan":20400,"price":11465,"features":20762,"notes":20763},"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":171,"price":2932,"features":20765,"notes":20766},"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",[20769,20770],{"name":2939,"url":2940},{"name":9198,"url":9199},{"power":569,"ux":568,"price":568,"cn_support":568,"stability":569},{"title":20324,"description":20741},"coding\u002Flocal\u002Fcherry-studio",[20775,20777,20779],{"name":20776,"url":20711,"accessed":575},"Cherry Studio 官网",{"name":20778,"url":20718,"accessed":575},"MBLUO Studio — Cherry Studio 评测",{"name":20780,"url":20725,"accessed":575},"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",[20739,1712,5630,20784,20785,14269,13772],"knowledge-base","rag","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":20790,"title":20501,"alternatives":20791,"api_compatible":22,"body":20797,"category":20739,"chinese_friendly":506,"cover":21215,"description":21216,"domestic":522,"extension":523,"faq":21217,"free":522,"github":22,"languages":21230,"meta":21231,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":20331,"pillar":542,"platforms":21232,"priceTable":21233,"pricing":21241,"published":559,"relatedPlaybooks":21242,"relatedReviews":22,"score":21245,"self_host":540,"seo":21246,"slug":21247,"sources":21248,"stem":21255,"suitable":22,"tagline":21256,"tags":21257,"updated":575,"verdict":21263,"website":21264,"__hash__":21265},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Flm-studio.md",[20792,20793,20794,20796],{"name":11386,"url":20333},{"name":20335,"url":20336},{"name":20795,"url":20757},"cherry-studio",{"name":20327,"url":20328},{"type":24,"value":20798,"toc":21203},[20799,20801,20808,20811,20813,20869,20871,20885,20890,20894,20898,20915,20919,20936,20938,20964,20966,21097,21099,21131,21133,21156,21158,21178,21180],[27,20800,30],{"id":29},[32,20802,20803,20804,20807],{},"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 + ",[280,20805,20806],{},"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。",[32,20809,20810],{},"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）。",[27,20812,2278],{"id":2278},[190,20814,20815,20821,20827,20833,20842,20851,20857,20863],{},[53,20816,20817,20820],{},[36,20818,20819],{},"模型浏览器","：内置 Hugging Face 检索，按 GGUF \u002F MLX \u002F 大小筛选、一键下载",[53,20822,20823,20826],{},[36,20824,20825],{},"聊天界面","：System Prompt \u002F temperature \u002F top-p \u002F context size 可视化调参",[53,20828,20829,20832],{},[36,20830,20831],{},"多模型并存 \u002F 切换","：同时加载多模型在不同会话中比较",[53,20834,20835,219,20838,20841],{},[36,20836,20837],{},"OpenAI 兼容 Local Server",[280,20839,20840],{},"http:\u002F\u002Flocalhost:1234\u002Fv1","，任何 SDK 即接即用",[53,20843,20844,219,20847,20850],{},[36,20845,20846],{},"Headless \u002F CLI",[280,20848,20849],{},"lms server start --port 1234","，无 GUI 可跑",[53,20852,20853,20856],{},[36,20854,20855],{},"PDF \u002F 文档对话","：内置基础 RAG，丢文件就能聊",[53,20858,20859,20862],{},[36,20860,20861],{},"MLX 原生支持（Mac）","：M1+ 上比 GGUF + Metal 快 30–50%",[53,20864,20865,20868],{},[36,20866,20867],{},"持续批处理","：Codersera 2026 测得 50–90 tok\u002Fs（消费级 GPU + 中等模型）",[27,20870,97],{"id":97},[190,20872,20873,20879],{},[53,20874,20875,20878],{},[36,20876,20877],{},"个人 \u002F 评估","：免费，全功能可用",[53,20880,20881,20884],{},[36,20882,20883],{},"商用","：邮件 \u002F 官网联系 LM Studio 团队",[2357,20886,20887],{},[32,20888,20889],{},"模型本身免费（开源权重），LM Studio 不抽水任何 token 费用。",[27,20891,20893],{"id":20892},"实测mac-m2-pro-qwen3-coder-7b-gguf-q4_k_m","实测（Mac M2 Pro + Qwen3-Coder-7B GGUF Q4_K_M）",[32,20895,20896],{},[36,20897,2370],{},[190,20899,20900,20903,20906,20909,20912],{},[53,20901,20902],{},"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",[53,20904,20905],{},"加载 7B Q4 模型 \u003C 3 秒，生成 ~75 tok\u002Fs",[53,20907,20908],{},"Local Server 开了 Cursor 直接接 baseURL → 本地代码补全零成本",[53,20910,20911],{},"MLX 版同模型 ~110 tok\u002Fs，差距显著",[53,20913,20914],{},"多窗口加载 2 个模型并排测，调 prompt 直观",[32,20916,20917],{},[36,20918,2395],{},[190,20920,20921,20924,20927,20930,20933],{},[53,20922,20923],{},"模型库依赖 Hugging Face，国内访问要镜像 \u002F 代理",[53,20925,20926],{},"GPU 显存吃满后会自动 offload 到 CPU，无提示就慢下来",[53,20928,20929],{},"Headless 模式相对 Ollama 偏新，文档稍少",[53,20931,20932],{},"闭源应用（虽免费），不适合企业合规挂钩",[53,20934,20935],{},"中文 UI 可用但部分菜单仍英文",[27,20937,258],{"id":258},[50,20939,20940,20943,20946,20949,20952,20959],{},[53,20941,20942],{},"lmstudio.ai 下载（Mac \u002F Windows \u002F Linux）",[53,20944,20945],{},"打开 → Discover 标签 → 搜模型（如 qwen3-coder、deepseek-v3 GGUF\u002FMLX）→ Download",[53,20947,20948],{},"Chat 标签 → 选模型 → 调参聊天",[53,20950,20951],{},"Local Server 标签 → Start Server → 默认端口 1234",[53,20953,20954,20955,20958],{},"在你的应用里：",[280,20956,20957],{},"baseURL = \"http:\u002F\u002Flocalhost:1234\u002Fv1\"","，API Key 任意",[53,20960,20961,20962],{},"Headless：",[280,20963,20849],{},[27,20965,2595],{"id":2595},[83,20967,20968,20984],{},[86,20969,20970],{},[89,20971,20972,20974,20976,20979,20981],{},[92,20973,295],{},[92,20975,20501],{},[92,20977,20978],{},"Ollama",[92,20980,20504],{},[92,20982,20983],{},"llama.cpp",[108,20985,20986,21002,21016,21029,21044,21058,21071,21083],{},[89,20987,20988,20990,20993,20996,20999],{},[113,20989,950],{},[113,20991,20992],{},"GUI + CLI",[113,20994,20995],{},"CLI Daemon",[113,20997,20998],{},"Docker UI",[113,21000,21001],{},"二进制",[89,21003,21004,21007,21009,21012,21014],{},[113,21005,21006],{},"模型浏览",[113,21008,4192],{},[113,21010,21011],{},"CLI pull",[113,21013,12367],{},[113,21015,6756],{},[89,21017,21018,21021,21023,21025,21027],{},[113,21019,21020],{},"参数调优 GUI",[113,21022,351],{},[113,21024,357],{},[113,21026,354],{},[113,21028,357],{},[89,21030,21031,21034,21037,21040,21042],{},[113,21032,21033],{},"OpenAI 兼容 API",[113,21035,21036],{},"✅ :1234",[113,21038,21039],{},"✅ :11434",[113,21041,351],{},[113,21043,351],{},[89,21045,21046,21049,21051,21054,21056],{},[113,21047,21048],{},"MLX (Mac)",[113,21050,351],{},[113,21052,21053],{},"✅ 0.19+",[113,21055,4124],{},[113,21057,4124],{},[89,21059,21060,21063,21065,21067,21069],{},[113,21061,21062],{},"多用户并发",[113,21064,1549],{},[113,21066,1549],{},[113,21068,351],{},[113,21070,1558],{},[89,21072,21073,21075,21077,21079,21081],{},[113,21074,967],{},[113,21076,20600],{},[113,21078,4121],{},[113,21080,4121],{},[113,21082,4121],{},[89,21084,21085,21088,21091,21093,21095],{},[113,21086,21087],{},"上手难度",[113,21089,21090],{},"极低",[113,21092,2063],{},[113,21094,1558],{},[113,21096,4891],{},[27,21098,393],{"id":393},[190,21100,21101,21107,21113,21119,21125],{},[53,21102,21103,21106],{},[36,21104,21105],{},"国内下模型走镜像","：HF 直连慢 \u002F 卡，配 HF_ENDPOINT=hf-mirror.com",[53,21108,21109,21112],{},[36,21110,21111],{},"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",[53,21114,21115,21118],{},[36,21116,21117],{},"MLX 优先（Mac M 系列）","：能下 MLX 版就别下 GGUF，速度差距明显",[53,21120,21121,21124],{},[36,21122,21123],{},"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",[53,21126,21127,21130],{},[36,21128,21129],{},"闭源合规要核","：企业内部使用前查 license；商用必须联系官方",[27,21132,429],{"id":428},[190,21134,21135,21138,21141,21144,21147,21150,21153],{},[53,21136,21137],{},"✅ 本地 LLM 入门 \u002F 评估",[53,21139,21140],{},"✅ Mac M 系列用户",[53,21142,21143],{},"✅ 想给 Cursor \u002F Cline 接本地 OpenAI 兼容 endpoint",[53,21145,21146],{},"✅ 需要 GUI 调参 \u002F 模型比较",[53,21148,21149],{},"❌ 多用户并发生产服务",[53,21151,21152],{},"❌ 嵌入式 \u002F 边缘设备",[53,21154,21155],{},"❌ 强合规 \u002F 必须开源审计",[27,21157,452],{"id":452},[190,21159,21160,21164,21169,21174],{},[53,21161,21162],{},[458,21163,20696],{"href":20333},[53,21165,21166],{},[458,21167,21168],{"href":20336},"Open WebUI 评测",[53,21170,21171],{},[458,21172,21173],{"href":20757},"Cherry Studio 评测",[53,21175,21176],{},[458,21177,16076],{"href":5094},[27,21179,479],{"id":479},[50,21181,21182,21189,21196],{},[53,21183,21184,21185],{},"LM Studio 官网 ",[458,21186,21187],{"href":21187,"rel":21188},"https:\u002F\u002Flmstudio.ai\u002F",[489],[53,21190,21191,21192],{},"Codersera — LM Studio Complete Guide 2026 ",[458,21193,21194],{"href":21194,"rel":21195},"https:\u002F\u002Fcodersera.com\u002Fblog\u002Flm-studio-complete-guide-2026\u002F",[489],[53,21197,21198,21199],{},"Codersera — Ollama vs LM Studio vs vLLM vs llama.cpp vs MLX 2026 ",[458,21200,21201],{"href":21201,"rel":21202},"https:\u002F\u002Fcodersera.com\u002Fblog\u002Follama-vs-lm-studio-vs-vllm-vs-llama-cpp-vs-mlx-2026\u002F",[489],{"title":505,"searchDepth":506,"depth":506,"links":21204},[21205,21206,21207,21208,21209,21210,21211,21212,21213,21214],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":20892,"depth":509,"text":20893},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[21218,21221,21224,21227],{"q":21219,"a":21220},"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":21222,"a":21223},"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":21225,"a":21226},"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":21228,"a":21229},"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。",[538,1172],{},[5081,8702,5080],[21234,21237],{"plan":20877,"price":11465,"features":21235,"notes":21236},"全功能 GUI + Headless API + GGUF\u002FMLX","供个人 \u002F 评估使用",{"plan":20883,"price":21238,"features":21239,"notes":21240},"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",[21243,21244],{"name":2939,"url":2940},{"name":5093,"url":5094},{"power":569,"ux":568,"price":568,"cn_support":506,"stability":569},{"title":20501,"description":21216},"coding\u002Flocal\u002Flm-studio",[21249,21251,21253],{"name":21250,"url":21187,"accessed":575},"LM Studio 官网",{"name":21252,"url":21194,"accessed":575},"Codersera — LM Studio Complete Guide 2026",{"name":21254,"url":21201,"accessed":575},"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",[20739,21258,21259,21260,21261,21262,5112],"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":21267,"title":20498,"alternatives":21268,"api_compatible":22,"body":21273,"category":20739,"chinese_friendly":568,"cover":21708,"description":21709,"domestic":522,"extension":523,"faq":21710,"free":522,"github":22,"languages":21722,"meta":21723,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":20328,"pillar":542,"platforms":21724,"priceTable":21725,"pricing":21731,"published":559,"relatedPlaybooks":21732,"relatedReviews":22,"score":21735,"self_host":540,"seo":21736,"slug":21737,"sources":21738,"stem":21745,"suitable":22,"tagline":21746,"tags":21747,"updated":575,"verdict":21749,"website":21750,"__hash__":21751},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Flobe-chat.md",[21269,21270,21271,21272],{"name":20795,"url":20757},{"name":20335,"url":20336},{"name":11386,"url":20333},{"name":20330,"url":20331},{"type":24,"value":21274,"toc":21696},[21275,21277,21284,21287,21289,21351,21353,21366,21369,21373,21377,21397,21401,21418,21420,21446,21448,21583,21585,21623,21625,21651,21653,21671,21673],[27,21276,30],{"id":29},[32,21278,21279,21280,21283],{},"LobeChat 是 LobeHub 团队的开源 AI 聊天框架，2023 年发布、GitHub 72k+ stars、MIT 协议。",[36,21281,21282],{},"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。",[32,21285,21286],{},"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）。",[27,21288,2278],{"id":2278},[190,21290,21291,21296,21302,21307,21313,21319,21324,21329,21335,21341],{},[53,21292,21293,21295],{},[36,21294,20355],{},"：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",[53,21297,21298,21301],{},[36,21299,21300],{},"多模型对比","：同 prompt 给多模型并排回答",[53,21303,21304,21306],{},[36,21305,20361],{},"：上传 PDF \u002F Word \u002F 网页 → 向量化 → 检索引用",[53,21308,21309,21312],{},[36,21310,21311],{},"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",[53,21314,21315,21318],{},[36,21316,21317],{},"助手市场","：几百个预设 AI 角色，一键导入",[53,21320,21321,21323],{},[36,21322,1801],{},"：扩展任意工具能力",[53,21325,21326],{},[36,21327,21328],{},"代码解释器 \u002F 文件上传 \u002F TTS \u002F 多模态",[53,21330,21331,21334],{},[36,21332,21333],{},"Web + 桌面 + Docker","：三形态，数据可完全本地",[53,21336,21337,21340],{},[36,21338,21339],{},"LobeHub Cloud","：官方云托管，免部署",[53,21342,21343,21346,21347,21350],{},[36,21344,21345],{},"快捷指令 \u002F 工作流","：自定义 prompt 模板，",[280,21348,21349],{},"\u002Fpodcast-summary"," 类用法",[27,21352,97],{"id":97},[190,21354,21355,21361],{},[53,21356,21357,21360],{},[36,21358,21359],{},"自托管 \u002F 桌面","：完全免费、MIT 开源",[53,21362,21363,21365],{},[36,21364,21339],{},"：订阅制，云端托管 + 团队协作 + 同步",[32,21367,21368],{},"模型 API 费用按你自己的供应商付费；本地 Ollama \u002F LM Studio 零成本。",[27,21370,21372],{"id":21371},"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）",[32,21374,21375],{},[36,21376,2370],{},[190,21378,21379,21382,21385,21388,21391,21394],{},[53,21380,21381],{},"界面颜值是这一类工具里第一档（深色 \u002F 透明 \u002F 现代感）",[53,21383,21384],{},"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",[53,21386,21387],{},"知识库 RAG 上传 50+ PDF 后检索准确，引用片段可视化",[53,21389,21390],{},"助手市场拿来即用——「Code Reviewer」「Translation Polish」节省 prompt 编写",[53,21392,21393],{},"Docker 一键部署，团队 5 人共享流畅",[53,21395,21396],{},"多平台数据同步（Cloud \u002F WebDAV）",[32,21398,21399],{},[36,21400,2395],{},[190,21402,21403,21406,21409,21412,21415],{},[53,21404,21405],{},"自托管要熟悉 Docker + 反代 + HTTPS",[53,21407,21408],{},"国内连 OpenAI \u002F Claude 需自带网络方案",[53,21410,21411],{},"Web 版数据存 LobeHub，隐私敏感场景走桌面 \u002F Docker",[53,21413,21414],{},"插件市场质量参差，要自筛",[53,21416,21417],{},"团队多人共享需配 LobeHub Cloud 或自建数据库（Postgres + S3）",[27,21419,258],{"id":258},[50,21421,21422,21425,21431,21434,21437,21440,21443],{},[53,21423,21424],{},"选形态：Web（chat.lobehub.com 注册即用） \u002F 桌面（GitHub Releases 下载） \u002F Docker",[53,21426,21427,21428],{},"Docker：",[280,21429,21430],{},"docker run -d -p 3210:3210 -e OPENAI_API_KEY=sk-xxx --name lobe-chat lobehub\u002Flobe-chat",[53,21432,21433],{},"设置 → AI 服务商 → 添加 OpenAI \u002F Claude \u002F DeepSeek \u002F Ollama",[53,21435,21436],{},"模型选择器测试对话",[53,21438,21439],{},"知识库：拖文件 → 等向量化 → 对话引用",[53,21441,21442],{},"助手市场拉「Code Reviewer」「论文翻译润色」试用",[53,21444,21445],{},"进阶：插件市场启用联网搜索 \u002F 代码执行；MCP 自定义工具",[27,21447,2595],{"id":2595},[83,21449,21450,21464],{},[86,21451,21452],{},[89,21453,21454,21456,21458,21460,21462],{},[92,21455,295],{},[92,21457,20498],{},[92,21459,20324],{},[92,21461,20504],{},[92,21463,20501],{},[108,21465,21466,21478,21491,21503,21516,21532,21545,21559,21571],{},[89,21467,21468,21470,21472,21474,21476],{},[113,21469,950],{},[113,21471,21333],{},[113,21473,20513],{},[113,21475,20521],{},[113,21477,20513],{},[89,21479,21480,21482,21485,21487,21489],{},[113,21481,20355],{},[113,21483,21484],{},"✅ 80+",[113,21486,351],{},[113,21488,351],{},[113,21490,20533],{},[89,21492,21493,21495,21497,21499,21501],{},[113,21494,21300],{},[113,21496,13018],{},[113,21498,351],{},[113,21500,1549],{},[113,21502,1549],{},[89,21504,21505,21507,21509,21511,21514],{},[113,21506,20540],{},[113,21508,351],{},[113,21510,351],{},[113,21512,21513],{},"✅ + oikb",[113,21515,1549],{},[89,21517,21518,21521,21524,21527,21530],{},[113,21519,21520],{},"插件 \u002F 助手市场",[113,21522,21523],{},"✅ 丰富",[113,21525,21526],{},"300+ 助手",[113,21528,21529],{},"Tools",[113,21531,1549],{},[89,21533,21534,21536,21538,21540,21543],{},[113,21535,10076],{},[113,21537,351],{},[113,21539,351],{},[113,21541,21542],{},"✅ mcpo",[113,21544,1549],{},[89,21546,21547,21550,21553,21555,21557],{},[113,21548,21549],{},"多用户",[113,21551,21552],{},"配 Cloud \u002F 自建",[113,21554,12367],{},[113,21556,13018],{},[113,21558,12367],{},[89,21560,21561,21563,21565,21567,21569],{},[113,21562,20607],{},[113,21564,20613],{},[113,21566,20610],{},[113,21568,20618],{},[113,21570,4124],{},[89,21572,21573,21575,21577,21579,21581],{},[113,21574,20592],{},[113,21576,4121],{},[113,21578,20595],{},[113,21580,4121],{},[113,21582,20600],{},[27,21584,393],{"id":393},[190,21586,21587,21593,21599,21605,21611,21617],{},[53,21588,21589,21592],{},[36,21590,21591],{},"Web 版数据不本地","：隐私敏感选桌面或 Docker 自托管",[53,21594,21595,21598],{},[36,21596,21597],{},"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",[53,21600,21601,21604],{},[36,21602,21603],{},"Docker 自托管暴露公网","：上反代 + HTTPS + Auth + 备份数据库",[53,21606,21607,21610],{},[36,21608,21609],{},"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",[53,21612,21613,21616],{},[36,21614,21615],{},"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",[53,21618,21619,21622],{},[36,21620,21621],{},"同步选 Cloud vs WebDAV","：团队多端走 LobeHub Cloud；个人多设备 WebDAV 即可",[27,21624,429],{"id":428},[190,21626,21627,21630,21633,21636,21639,21642,21645,21648],{},[53,21628,21629],{},"✅ Web + 桌面双形态需求",[53,21631,21632],{},"✅ Docker 自托管 \u002F 团队共享",[53,21634,21635],{},"✅ 多模型对比 \u002F 选型",[53,21637,21638],{},"✅ 中文重度用户",[53,21640,21641],{},"✅ 助手市场 \u002F 插件生态用户",[53,21643,21644],{},"❌ 强企业 RBAC + 多租户（Open WebUI 更完善）",[53,21646,21647],{},"❌ 只要桌面 + 数据完全本地（Cherry Studio 同样优秀）",[53,21649,21650],{},"❌ 完全不会碰 Docker",[27,21652,452],{"id":452},[190,21654,21655,21659,21663,21667],{},[53,21656,21657],{},[458,21658,21173],{"href":20757},[53,21660,21661],{},[458,21662,21168],{"href":20336},[53,21664,21665],{},[458,21666,20696],{"href":20333},[53,21668,21669],{},[458,21670,20701],{"href":2940},[27,21672,479],{"id":479},[50,21674,21675,21682,21689],{},[53,21676,21677,21678],{},"LobeChat GitHub 仓库（72k+ stars，MIT）",[458,21679,21680],{"href":21680,"rel":21681},"https:\u002F\u002Fgithub.com\u002Flobehub\u002Flobe-chat",[489],[53,21683,21684,21685],{},"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）",[458,21686,21687],{"href":21687,"rel":21688},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2622150",[489],[53,21690,21691,21692],{},"Ofox.ai — LobeChat 完全配置指南 2026（2026-04-17）",[458,21693,21694],{"href":21694,"rel":21695},"https:\u002F\u002Fofox.ai\u002Fzh\u002Fblog\u002Flobechat-api-configuration-guide-2026",[489],{"title":505,"searchDepth":506,"depth":506,"links":21697},[21698,21699,21700,21701,21702,21703,21704,21705,21706,21707],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":21371,"depth":509,"text":21372},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[21711,21714,21716,21719],{"q":21712,"a":21713},"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":1165,"a":21715},"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":21717,"a":21718},"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":21720,"a":21721},"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。",[1172,538],{},[7009,5081,8702,5080,2215],[21726,21728],{"plan":21359,"price":11465,"features":21727,"notes":3821},"全功能 \u002F 80+ 模型 \u002F 知识库 \u002F 插件 \u002F 助手市场",{"plan":21339,"price":18091,"features":21729,"notes":21730},"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",[21733,21734],{"name":2939,"url":2940},{"name":5093,"url":5094},{"power":568,"ux":568,"price":568,"cn_support":568,"stability":569},{"title":20498,"description":21709},"coding\u002Flocal\u002Flobe-chat",[21739,21741,21743],{"name":21740,"url":21680,"accessed":575},"LobeChat GitHub",{"name":21742,"url":21687,"accessed":575},"腾讯云开发者社区 — Lobe Chat 终极桌面客户端",{"name":21744,"url":21694,"accessed":575},"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",[20739,7009,1712,5630,20785,21748,2246,14269],"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":21753,"title":20978,"alternatives":21754,"api_compatible":22,"body":21759,"category":20739,"chinese_friendly":506,"cover":22172,"description":22173,"domestic":522,"extension":523,"faq":22174,"free":522,"github":22,"languages":22187,"meta":22188,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":20333,"pillar":542,"platforms":22189,"priceTable":22190,"pricing":22194,"published":559,"relatedPlaybooks":22195,"relatedReviews":22,"score":22198,"self_host":540,"seo":22199,"slug":22200,"sources":22201,"stem":22207,"suitable":22,"tagline":22208,"tags":22209,"updated":575,"verdict":22213,"website":22214,"__hash__":22215},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Follama.md",[21755,21756,21757,21758],{"name":20330,"url":20331},{"name":20335,"url":20336},{"name":20795,"url":20757},{"name":20327,"url":20328},{"type":24,"value":21760,"toc":22160},[21761,21763,21770,21773,21775,21841,21843,21846,21850,21854,21874,21878,21908,21910,21944,21946,22058,22060,22092,22094,22117,22119,22137,22139],[27,21762,30],{"id":29},[32,21764,21765,21766,21769],{},"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，",[280,21767,21768],{},"ollama pull"," 一键拉。",[32,21771,21772],{},"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）。",[27,21774,2278],{"id":2278},[190,21776,21777,21783,21790,21796,21803,21817,21823,21829,21835],{},[53,21778,21779,21782],{},[36,21780,21781],{},"后台 Daemon","：开机自启，应用调用零延迟",[53,21784,21785,219,21787],{},[36,21786,962],{},[280,21788,21789],{},"ollama pull \u002F run \u002F list \u002F show \u002F create \u002F serve",[53,21791,21792,21795],{},[36,21793,21794],{},"Modelfile","：类 Dockerfile 注册任意 GGUF，配 SYSTEM \u002F PARAMETER \u002F TEMPLATE",[53,21797,21798,219,21800],{},[36,21799,21033],{},[280,21801,21802],{},"http:\u002F\u002Flocalhost:11434\u002Fv1\u002Fchat\u002Fcompletions",[53,21804,21805,219,21808,14922,21811,14922,21814],{},[36,21806,21807],{},"原生 API",[280,21809,21810],{},"\u002Fapi\u002Fchat",[280,21812,21813],{},"\u002Fapi\u002Fgenerate",[280,21815,21816],{},"\u002Fapi\u002Fembeddings",[53,21818,21819,21822],{},[36,21820,21821],{},"模型库","：官方注册表内置 Llama \u002F Qwen \u002F DeepSeek \u002F Gemma \u002F Mistral \u002F GPT-OSS 等",[53,21824,21825,21828],{},[36,21826,21827],{},"MLX 加速（Mac）","：0.19+ 起 M 系列自动用 MLX",[53,21830,21831,21834],{},[36,21832,21833],{},"量化","：默认 Q4_K_M、支持 Q5 \u002F Q8 \u002F FP16",[53,21836,21837,21840],{},[36,21838,21839],{},"跨平台","：Win \u002F Mac \u002F Linux 安装包，Docker 官方镜像",[27,21842,97],{"id":97},[32,21844,21845],{},"完全免费、MIT 开源、商用免费。",[27,21847,21849],{"id":21848},"实测m2-pro-qwen3-coder-7b-q4","实测（M2 Pro + Qwen3-Coder-7B Q4）",[32,21851,21852],{},[36,21853,2370],{},[190,21855,21856,21862,21865,21868,21871],{},[53,21857,21858,21861],{},[280,21859,21860],{},"ollama run qwen3-coder:7b"," 一行起飞，3 秒进交互",[53,21863,21864],{},"REST API 配 Cursor \u002F Cline \u002F Continue 几乎全工具开箱即用",[53,21866,21867],{},"Modelfile 写自定义编码助手（low temperature + system prompt + 16K context）几分钟搞定",[53,21869,21870],{},"多模型并存，按需切换，内存占用合理",[53,21872,21873],{},"Mac M 系列 MLX 后比旧 GGUF 模式快显著",[32,21875,21876],{},[36,21877,2395],{},[190,21879,21880,21889,21895,21902,21905],{},[53,21881,21882,21883,21885,21886],{},"默认 ",[280,21884,9971],{}," 偏小（2048），跑长上下文要在 Modelfile 加 ",[280,21887,21888],{},"PARAMETER num_ctx 16384",[53,21890,21891,21892],{},"模型默认走 0.0.0.0:11434 ↔ Docker 容器互访要 ",[280,21893,21894],{},"--add-host=host.docker.internal:host-gateway",[53,21896,21897,21898,21901],{},"国内 ",[280,21899,21900],{},"ollama.com\u002Flibrary"," 下载偶有慢，可手动 HF 下 GGUF + Modelfile 自建",[53,21903,21904],{},"多用户并发吞吐显著低于 vLLM",[53,21906,21907],{},"没有 GUI，模型浏览 \u002F 参数面板要走 LM Studio \u002F Open WebUI 配合",[27,21909,258],{"id":258},[50,21911,21912,21918,21924,21929,21935,21941],{},[53,21913,21914,21917],{},[280,21915,21916],{},"curl -fsSL https:\u002F\u002Follama.ai\u002Finstall.sh | sh","（Mac \u002F Linux）；Windows winget",[53,21919,21920,21923],{},[280,21921,21922],{},"ollama pull qwen3-coder:7b","（按需换模型）",[53,21925,21926,21928],{},[280,21927,21860],{}," 直接聊",[53,21930,21931,21932],{},"应用接入：baseURL = ",[280,21933,21934],{},"http:\u002F\u002Flocalhost:11434\u002Fv1",[53,21936,21937,21938],{},"自定义：写 Modelfile → ",[280,21939,21940],{},"ollama create my-coder -f Modelfile",[53,21942,21943],{},"进阶：装 Open WebUI 做前端 \u002F 多人共享",[27,21945,2595],{"id":2595},[83,21947,21948,21963],{},[86,21949,21950],{},[89,21951,21952,21954,21956,21958,21961],{},[92,21953,295],{},[92,21955,20978],{},[92,21957,20501],{},[92,21959,21960],{},"vLLM",[92,21962,20983],{},[108,21964,21965,21981,21993,22006,22018,22034,22046],{},[89,21966,21967,21969,21972,21975,21978],{},[113,21968,950],{},[113,21970,21971],{},"CLI + Daemon",[113,21973,21974],{},"GUI + Headless",[113,21976,21977],{},"Python Server",[113,21979,21980],{},"C++ 二进制",[89,21982,21983,21985,21987,21989,21991],{},[113,21984,258],{},[113,21986,21090],{},[113,21988,21090],{},[113,21990,1558],{},[113,21992,4891],{},[89,21994,21995,21997,21999,22002,22004],{},[113,21996,21006],{},[113,21998,962],{},[113,22000,22001],{},"✅ GUI",[113,22003,12367],{},[113,22005,12367],{},[89,22007,22008,22010,22012,22014,22016],{},[113,22009,4877],{},[113,22011,21039],{},[113,22013,21036],{},[113,22015,351],{},[113,22017,351],{},[89,22019,22020,22023,22026,22029,22032],{},[113,22021,22022],{},"多用户吞吐",[113,22024,22025],{},"弱（~40 tok\u002Fs）",[113,22027,22028],{},"中（50–90）",[113,22030,22031],{},"强（800–12500）",[113,22033,1558],{},[89,22035,22036,22038,22040,22042,22044],{},[113,22037,21048],{},[113,22039,21053],{},[113,22041,351],{},[113,22043,354],{},[113,22045,4124],{},[89,22047,22048,22050,22052,22054,22056],{},[113,22049,967],{},[113,22051,4121],{},[113,22053,11631],{},[113,22055,12870],{},[113,22057,4121],{},[27,22059,393],{"id":393},[190,22061,22062,22068,22074,22080,22086],{},[53,22063,22064,22067],{},[36,22065,22066],{},"num_ctx 一定要设","：默认 2K 太小，跑代码 \u002F 长文档要 16K+",[53,22069,22070,22073],{},[36,22071,22072],{},"Modelfile 模板别漏 TEMPLATE","：错的 chat template 会让模型输出乱码 \u002F 不停",[53,22075,22076,22079],{},[36,22077,22078],{},"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×",[53,22081,22082,22085],{},[36,22083,22084],{},"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",[53,22087,22088,22091],{},[36,22089,22090],{},"Mac 让它自动用 MLX","：升 0.19+；不要手动强制 GGUF + Metal",[27,22093,429],{"id":428},[190,22095,22096,22099,22102,22105,22108,22111,22114],{},[53,22097,22098],{},"✅ 应用 \u002F IDE 接本地模型（Cursor \u002F Cline \u002F Continue）",[53,22100,22101],{},"✅ 个人 \u002F 评估 \u002F 脚本自动化",[53,22103,22104],{},"✅ Modelfile 自定义系统 prompt + 参数",[53,22106,22107],{},"✅ Mac M 系列 MLX 用户",[53,22109,22110],{},"❌ 多用户并发生产服务（用 vLLM）",[53,22112,22113],{},"❌ GUI 调参 \u002F 模型浏览（配 LM Studio \u002F Open WebUI）",[53,22115,22116],{},"❌ 极致单卡吞吐研究（直接 llama.cpp \u002F vLLM）",[27,22118,452],{"id":452},[190,22120,22121,22125,22129,22133],{},[53,22122,22123],{},[458,22124,20691],{"href":20331},[53,22126,22127],{},[458,22128,21168],{"href":20336},[53,22130,22131],{},[458,22132,21173],{"href":20757},[53,22134,22135],{},[458,22136,20701],{"href":2940},[27,22138,479],{"id":479},[50,22140,22141,22148,22155],{},[53,22142,22143,22144],{},"Markaicode — Import GGUF Models into Ollama 2026（2026-05-15）",[458,22145,22146],{"href":22146,"rel":22147},"https:\u002F\u002Fmarkaicode.com\u002Fimport-gguf-models-ollama-guide",[489],[53,22149,22150,22151],{},"ComputingForGeeks — Ollama Models Cheat Sheet 2026 ",[458,22152,22153],{"href":22153,"rel":22154},"https:\u002F\u002Fcomputingforgeeks.com\u002Follama-models-cheat-sheet",[489],[53,22156,21198,22157],{},[458,22158,21201],{"href":21201,"rel":22159},[489],{"title":505,"searchDepth":506,"depth":506,"links":22161},[22162,22163,22164,22165,22166,22167,22168,22169,22170,22171],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":21848,"depth":509,"text":21849},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[22175,22178,22181,22184],{"q":22176,"a":22177},"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":22179,"a":22180},"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":22182,"a":22183},"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":22185,"a":22186},"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。",[538],{},[5081,8702,5080,2215],[22191],{"plan":20400,"price":11465,"features":22192,"notes":22193},"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）",[22196,22197],{"name":2939,"url":2940},{"name":5093,"url":5094},{"power":569,"ux":569,"price":568,"cn_support":506,"stability":568},{"title":20978,"description":22173},"coding\u002Flocal\u002Follama",[22202,22204,22206],{"name":22203,"url":22146,"accessed":575},"Markaicode — Import GGUF 2026",{"name":22205,"url":22153,"accessed":575},"ComputingForGeeks — Ollama Cheat Sheet 2026",{"name":21254,"url":21201,"accessed":575},"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",[20739,22210,546,22211,22212,21259,21260,5112,14269],"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":22217,"title":20504,"alternatives":22218,"api_compatible":22,"body":22223,"category":20739,"chinese_friendly":569,"cover":22636,"description":22637,"domestic":522,"extension":523,"faq":22638,"free":522,"github":22,"languages":22651,"meta":22652,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":20336,"pillar":542,"platforms":22653,"priceTable":22654,"pricing":22660,"published":559,"relatedPlaybooks":22661,"relatedReviews":22,"score":22664,"self_host":540,"seo":22665,"slug":22666,"sources":22667,"stem":22674,"suitable":22,"tagline":22675,"tags":22676,"updated":575,"verdict":22678,"website":22679,"__hash__":22680},"tools\u002Ftools\u002Fcoding\u002Flocal\u002Fopen-webui.md",[22219,22220,22221,22222],{"name":20327,"url":20328},{"name":20795,"url":20757},{"name":11386,"url":20333},{"name":20330,"url":20331},{"type":24,"value":22224,"toc":22624},[22225,22227,22230,22233,22235,22297,22299,22302,22306,22310,22337,22341,22365,22367,22401,22403,22509,22511,22554,22556,22579,22581,22599,22601],[27,22226,30],{"id":29},[32,22228,22229],{},"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。",[32,22231,22232],{},"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。",[27,22234,2278],{"id":2278},[190,22236,22237,22243,22249,22255,22261,22267,22273,22279,22285,22291],{},[53,22238,22239,22242],{},[36,22240,22241],{},"多模型后端","：Ollama \u002F OpenAI \u002F vLLM \u002F Anthropic \u002F Groq \u002F LocalAI \u002F 任意 OpenAI 兼容",[53,22244,22245,22248],{},[36,22246,22247],{},"多用户 + RBAC","：注册 \u002F 邀请 \u002F 角色权限 \u002F 工作区隔离",[53,22250,22251,22254],{},[36,22252,22253],{},"RAG 知识库","：上传文档 \u002F 网址 \u002F SearXNG 联网搜索 → 向量化 → 对话引用",[53,22256,22257,22260],{},[36,22258,22259],{},"Tools \u002F Functions","：Python 写函数即扩展（联网 \u002F 计算器 \u002F 自定义 API）",[53,22262,22263,22266],{},[36,22264,22265],{},"mcpo","：MCP-to-OpenAPI 代理，任意 MCP 服务器接进来",[53,22268,22269,22272],{},[36,22270,22271],{},"oikb","：知识库同步本地文件夹 \u002F GitHub \u002F S3 \u002F Confluence 等 40+ 源",[53,22274,22275,22278],{},[36,22276,22277],{},"open-terminal \u002F cptr","：给 AI 真实终端 + 文件 + 沙箱执行",[53,22280,22281,22284],{},[36,22282,22283],{},"图像生成","：Stable Diffusion \u002F DALL·E \u002F 自托管接入",[53,22286,22287,22290],{},[36,22288,22289],{},"语音输入 \u002F TTS","：内置",[53,22292,22293,22296],{},[36,22294,22295],{},"企业 LTS","：custom branding + SLA + 长期支持版本（联系销售）",[27,22298,97],{"id":97},[32,22300,22301],{},"完全免费、MIT 开源、商用免费。Enterprise 提供品牌定制 + SLA + LTS。",[27,22303,22305],{"id":22304},"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）",[32,22307,22308],{},[36,22309,2370],{},[190,22311,22312,22318,22321,22328,22331,22334],{},[53,22313,22314,22315,22317],{},"单条 ",[280,22316,1814],{}," 五分钟上线",[53,22319,22320],{},"自带的多用户 + 角色权限省去重新搭 Auth",[53,22322,22323,22324,22327],{},"RAG 直传 30 个 PDF 后向量化顺利，对话中 ",[280,22325,22326],{},"#知识库"," 引用准确",[53,22329,22330],{},"mcpo 把 GitHub MCP 服务器接进来，团队对话里直接 issue \u002F PR 操作",[53,22332,22333],{},"模型切换流畅，OpenAI + Ollama 并存",[53,22335,22336],{},"SearXNG 联网搜索给模型实时信息，过时知识截止问题缓解",[32,22338,22339],{},[36,22340,2395],{},[190,22342,22343,22346,22352,22359,22362],{},[53,22344,22345],{},"Docker 镜像 ~1.5GB，首次拉取偏慢",[53,22347,21882,22348,22351],{},[280,22349,22350],{},"0.0.0.0"," 公网暴露要加 HTTPS + 反代",[53,22353,22354,22355,22358],{},"嵌入模型 ",[280,22356,22357],{},"sentence-transformers"," 中文效果一般，建议换 bge-m3",[53,22360,22361],{},"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）",[53,22363,22364],{},"版本升级要看 changelog，部分 minor 含 breaking 改动",[27,22366,258],{"id":258},[50,22368,22369,22375,22382,22385,22388,22391,22394],{},[53,22370,22371,22372],{},"装 Docker → ",[280,22373,22374],{},"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",[53,22376,22377,22378,22381],{},"浏览器开 ",[280,22379,22380],{},"http:\u002F\u002Flocalhost:3000"," → 注册第一个账号（管理员）",[53,22383,22384],{},"设置 → Connections → 连接 Ollama \u002F 加 OpenAI Key",[53,22386,22387],{},"Models → Pull \u002F Discover 模型",[53,22389,22390],{},"Workspaces → 建知识库 → 上传文档",[53,22392,22393],{},"Tools → 启用 \u002F 写自定义函数",[53,22395,22396,22397,22400],{},"生产部署：Nginx 反代 + Let's Encrypt + 备份 ",[280,22398,22399],{},"\u002Fapp\u002Fbackend\u002Fdata"," volume",[27,22402,2595],{"id":2595},[83,22404,22405,22419],{},[86,22406,22407],{},[89,22408,22409,22411,22413,22415,22417],{},[92,22410,295],{},[92,22412,20504],{},[92,22414,20498],{},[92,22416,20324],{},[92,22418,20501],{},[108,22420,22421,22433,22445,22459,22472,22485,22497],{},[89,22422,22423,22425,22427,22429,22431],{},[113,22424,950],{},[113,22426,20521],{},[113,22428,20516],{},[113,22430,20513],{},[113,22432,20513],{},[89,22434,22435,22437,22439,22441,22443],{},[113,22436,21549],{},[113,22438,13018],{},[113,22440,351],{},[113,22442,12367],{},[113,22444,12367],{},[89,22446,22447,22450,22453,22455,22457],{},[113,22448,22449],{},"RAG",[113,22451,22452],{},"✅ 强 + oikb",[113,22454,351],{},[113,22456,351],{},[113,22458,1549],{},[89,22460,22461,22464,22466,22468,22470],{},[113,22462,22463],{},"工具 \u002F MCP",[113,22465,21542],{},[113,22467,351],{},[113,22469,351],{},[113,22471,1549],{},[89,22473,22474,22476,22479,22481,22483],{},[113,22475,2005],{},[113,22477,22478],{},"✅ Docker \u002F K8s",[113,22480,20571],{},[113,22482,12367],{},[113,22484,12367],{},[89,22486,22487,22489,22491,22493,22495],{},[113,22488,20607],{},[113,22490,20618],{},[113,22492,20613],{},[113,22494,20610],{},[113,22496,4124],{},[89,22498,22499,22501,22503,22505,22507],{},[113,22500,20592],{},[113,22502,4121],{},[113,22504,4121],{},[113,22506,20595],{},[113,22508,20600],{},[27,22510,393],{"id":393},[190,22512,22513,22519,22527,22536,22542,22548],{},[53,22514,22515,22518],{},[36,22516,22517],{},"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",[53,22520,22521,22526],{},[36,22522,22523,22524,22400],{},"备份 ",[280,22525,22399],{},"：知识库 \u002F 用户 \u002F 对话全在里面",[53,22528,22529,22532,22533,22535],{},[36,22530,22531],{},"中文 RAG 换嵌入模型","：默认 ",[280,22534,22357],{}," 中文一般，配 bge-m3 或硅基流动嵌入 API",[53,22537,22538,22541],{},[36,22539,22540],{},"mcpo 工具范围谨慎","：MCP 给 AI 真实能力，第三方服务器审一遍",[53,22543,22544,22547],{},[36,22545,22546],{},"后端吞吐看 Ollama","：5+ 并发上 vLLM 后端，Ollama 单 worker 会排队",[53,22549,22550,22553],{},[36,22551,22552],{},"升级前看 changelog","：weekly 更新，偶有 breaking",[27,22555,429],{"id":428},[190,22557,22558,22561,22564,22567,22570,22573,22576],{},[53,22559,22560],{},"✅ 团队 \u002F 家庭 \u002F 公司多人共享 AI 平台",[53,22562,22563],{},"✅ 要 Web 端访问 \u002F 移动端兼容",[53,22565,22566],{},"✅ 自托管 \u002F 完全控制数据",[53,22568,22569],{},"✅ MCP \u002F 工具调用刚需",[53,22571,22572],{},"❌ 单人桌面体验（用 Cherry Studio）",[53,22574,22575],{},"❌ 零运维 \u002F 不愿碰 Docker",[53,22577,22578],{},"❌ iOS 原生 App 主力",[27,22580,452],{"id":452},[190,22582,22583,22587,22591,22595],{},[53,22584,22585],{},[458,22586,20686],{"href":20328},[53,22588,22589],{},[458,22590,21173],{"href":20757},[53,22592,22593],{},[458,22594,20696],{"href":20333},[53,22596,22597],{},[458,22598,20701],{"href":2940},[27,22600,479],{"id":479},[50,22602,22603,22610,22617],{},[53,22604,22605,22606],{},"Open WebUI 官方文档 ",[458,22607,22608],{"href":22608,"rel":22609},"https:\u002F\u002Fdocs.openwebui.com\u002F",[489],[53,22611,22612,22613],{},"Local AI Master — Open WebUI Setup Guide 2026 ",[458,22614,22615],{"href":22615,"rel":22616},"https:\u002F\u002Flocalaimaster.com\u002Fblog\u002Fopen-webui-setup-guide",[489],[53,22618,22619,22620],{},"AIToolDiscovery — Set Up Open-WebUI with Ollama 2026 ",[458,22621,22622],{"href":22622,"rel":22623},"https:\u002F\u002Fwww.aitooldiscovery.com\u002Fhow-to\u002Fsetup-open-webui-ollama",[489],{"title":505,"searchDepth":506,"depth":506,"links":22625},[22626,22627,22628,22629,22630,22631,22632,22633,22634,22635],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":22304,"depth":509,"text":22305},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[22639,22642,22645,22648],{"q":22640,"a":22641},"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":22643,"a":22644},"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":22646,"a":22647},"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":22649,"a":22650},"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。",[538,1172],{},[2215,5080,8702,5081,4410],[22655,22657],{"plan":20400,"price":11465,"features":22656,"notes":3821},"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":171,"price":16149,"features":22658,"notes":22659},"Custom branding \u002F SLA \u002F LTS 长期支持版本","邮件官方","完全免费（MIT 开源） \u002F Enterprise SLA 联系",[22662,22663],{"name":2939,"url":2940},{"name":5093,"url":5094},{"power":568,"ux":569,"price":568,"cn_support":569,"stability":568},{"title":20504,"description":22637},"coding\u002Flocal\u002Fopen-webui",[22668,22670,22672],{"name":22669,"url":22608,"accessed":575},"Open WebUI 官方文档",{"name":22671,"url":22615,"accessed":575},"Local AI Master — Open WebUI Setup Guide 2026",{"name":22673,"url":22622,"accessed":575},"AIToolDiscovery — Open-WebUI with Ollama 2026","tools\u002Fcoding\u002Flocal\u002Fopen-webui","自托管的 ChatGPT 替代——Ollama \u002F OpenAI 兼容、多用户、RAG、126k+ GitHub stars",[20739,3660,2215,20785,22677,11386,14269],"multi-user","自托管多用户 AI 前端的事实标准。团队 \u002F 家庭 \u002F 公司部署一份共享，多模型聚合 + RAG + 工具调用全有。单机 \u002F 桌面体验首选 Cherry Studio \u002F LobeChat。","https:\u002F\u002Fdocs.openwebui.com","8iXO-BuvdCKJCMIXxc6Jlp_MhDAMVBwYJJnhXo6dErw",{"id":22682,"title":22683,"alternatives":22684,"api_compatible":22,"body":22697,"category":23112,"chinese_friendly":506,"cover":23113,"description":23114,"domestic":522,"extension":523,"faq":23115,"free":522,"github":22,"languages":23128,"meta":23129,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":23130,"pillar":542,"platforms":23131,"priceTable":23134,"pricing":23150,"published":559,"relatedPlaybooks":23151,"relatedReviews":22,"score":23156,"self_host":540,"seo":23157,"slug":23158,"sources":23159,"stem":23164,"suitable":22,"tagline":23165,"tags":23166,"updated":575,"verdict":23172,"website":23173,"__hash__":23174},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fbito.md","Bito 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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）。",[27,22708,2278],{"id":2278},[190,22710,22711,22717,22723,22729,22735,22741,22747,22753,22759],{},[53,22712,22713,22716],{},[36,22714,22715],{},"AI Code Reviews","：PR 评论 + 1-click 修复 + 自定义评审规则 + 自学习 + 评审分析",[53,22718,22719,22722],{},[36,22720,22721],{},"多 Git 平台","：GitHub \u002F GitLab \u002F Bitbucket + CI\u002FCD pipeline 评审",[53,22724,22725,22728],{},[36,22726,22727],{},"IDE \u002F CLI 三入口","：VS Code \u002F JetBrains \u002F Cursor \u002F Windsurf 插件 + CLI",[53,22730,22731,22734],{},[36,22732,22733],{},"AI Architect","：代码库知识图谱 + 技术设计 + 影响评估 + grounded 代码生成",[53,22736,22737,22740],{},[36,22738,22739],{},"MCP 集成","：Cursor \u002F Claude Code \u002F Codex \u002F Slack \u002F Jira \u002F Linear",[53,22742,22743,22746],{},[36,22744,22745],{},"Jira + Confluence 索引","：把规格 + 设计文档融入评审 \u002F 生成上下文",[53,22748,22749,22752],{},[36,22750,22751],{},"可观测数据索引","（Enterprise）：把日志 \u002F metrics 关联进代码上下文",[53,22754,22755,22758],{},[36,22756,22757],{},"自托管 \u002F On-prem","：Professional 加挂、Enterprise 标配",[53,22760,22761,22764],{},[36,22762,22763],{},"安全合规","：SOC 2 Type II、不存代码、不训练、SSO\u002FSAML（Enterprise）",[27,22766,97],{"id":97},[190,22768,22769,22774,22780,22785,22790],{},[53,22770,22771,22773],{},[36,22772,1325],{},"：$12\u002Fseat\u002F月（年付）或 $15（月付），5K LOC\u002Fseat\u002F月，超出 $5\u002F1K",[53,22775,22776,22779],{},[36,22777,22778],{},"Professional","：$20\u002F$25\u002Fseat\u002F月，含自定义规则 + 自学习 + Jira\u002FConfluence + CI\u002FCD + 14 天试用",[53,22781,22782,22784],{},[36,22783,171],{},"：定制，含跨仓 impact 分析（用 AI Architect）+ 多 org + SSO\u002FSAML + 专属 CSM",[53,22786,22787,22789],{},[36,22788,22733],{},"：usage-based（按代码库规模 + 用量），联系销售",[53,22791,22792,22795],{},[36,22793,22794],{},"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",[27,22797,22799],{"id":22798},"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）",[32,22801,22802],{},[36,22803,2370],{},[190,22805,22806,22809,22812,22815,22818,22821],{},[53,22807,22808],{},"Team plan 单价 $12 是同类里最低之一，10 人团队年 ~$1440",[53,22810,22811],{},"PR 评论质量稳定，跨文件依赖分析比 GPT-4 直评准确",[53,22813,22814],{},"1-click 修复对小问题（命名 \u002F 边界 \u002F 异常处理）覆盖率高",[53,22816,22817],{},"自定义评审准则用 YAML 写易上手",[53,22819,22820],{},"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",[53,22822,22823],{},"Jira\u002FConfluence 索引后评论里会引用关联工单 + 设计文档",[32,22825,22826],{},[36,22827,2395],{},[190,22829,22830,22833,22836,22839,22842],{},[53,22831,22832],{},"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",[53,22834,22835],{},"Professional 自托管要 +$5\u002Fseat 加挂，对小团队不划算",[53,22837,22838],{},"AI Architect 必须联系销售，无 self-serve（roadmap 中）",[53,22840,22841],{},"中文 PR 描述偶尔评论会英文回（设默认语言可缓解）",[53,22843,22844],{},"没有开源免费档（CodeRabbit 公共仓库无限免费）",[27,22846,258],{"id":258},[50,22848,22849,22852,22855,22858,22861,22864],{},[53,22850,22851],{},"bito.ai 注册 → 选 14 天 Professional 试用（无信用卡）",[53,22853,22854],{},"安装 GitHub\u002FGitLab App → 选要评审的仓库",[53,22856,22857],{},"提一个 PR 试用 → 看 inline 评论 + 1-click 修复",[53,22859,22860],{},"（可选）装 VS Code\u002FJetBrains 插件 → 本地评审 staged 改动",[53,22862,22863],{},"配置自定义规则（YAML）+ Jira \u002F Confluence 集成",[53,22865,22866],{},"进阶：联系销售开 AI Architect → 索引仓库 → MCP 接 Cursor \u002F Claude Code",[27,22868,2595],{"id":2595},[83,22870,22871,22889],{},[86,22872,22873],{},[89,22874,22875,22877,22880,22883,22886],{},[92,22876,295],{},[92,22878,22879],{},"Bito",[92,22881,22882],{},"CodeRabbit",[92,22884,22885],{},"Ellipsis",[92,22887,22888],{},"Qodo",[108,22890,22891,22907,22923,22936,22952,22966,22979],{},[89,22892,22893,22895,22898,22901,22904],{},[113,22894,1515],{},[113,22896,22897],{},"$12\u002Fseat（年）",[113,22899,22900],{},"Pro $24\u002Fseat（年）",[113,22902,22903],{},"$20\u002Fseat",[113,22905,22906],{},"Teams $30\u002Fseat",[89,22908,22909,22912,22914,22917,22920],{},[113,22910,22911],{},"开源免费",[113,22913,357],{},[113,22915,22916],{},"✅ 公共仓库无限",[113,22918,22919],{},"✅ 公共仓库",[113,22921,22922],{},"OSS 项目计划",[89,22924,22925,22928,22930,22932,22934],{},[113,22926,22927],{},"IDE 评审",[113,22929,351],{},[113,22931,351],{},[113,22933,1558],{},[113,22935,351],{},[89,22937,22938,22941,22944,22947,22950],{},[113,22939,22940],{},"知识图谱 \u002F 跨仓",[113,22942,22943],{},"✅ AI Architect",[113,22945,22946],{},"Codegraph",[113,22948,22949],{},"Codebase 图",[113,22951,38],{},[89,22953,22954,22957,22959,22962,22964],{},[113,22955,22956],{},"MCP \u002F Agent 集成",[113,22958,2656],{},[113,22960,22961],{},"✅ MCP",[113,22963,1549],{},[113,22965,351],{},[89,22967,22968,22970,22973,22975,22977],{},[113,22969,2005],{},[113,22971,22972],{},"+$5\u002Fseat",[113,22974,171],{},[113,22976,1549],{},[113,22978,171],{},[89,22980,22981,22983,22986,22988,22991],{},[113,22982,364],{},[113,22984,22985],{},"SOC 2 Type II",[113,22987,22985],{},[113,22989,22990],{},"SOC 2",[113,22992,22990],{},[27,22994,393],{"id":393},[190,22996,22997,23003,23009,23015,23021,23027],{},[53,22998,22999,23002],{},[36,23000,23001],{},"LOC 配额关注 dashboard","：大型 PR \u002F 重构会瞬间烧光，提前规划升档",[53,23004,23005,23008],{},[36,23006,23007],{},"自定义规则别堆太多","：>30 条规则评论噪声明显，分阶段渐进",[53,23010,23011,23014],{},[36,23012,23013],{},"开源仓库价值有限","：要免费走 CodeRabbit \u002F Ellipsis 公共仓库无限档",[53,23016,23017,23020],{},[36,23018,23019],{},"AI Architect 是单独产品","：合同 \u002F 计费 \u002F 部署独立，预算分两笔",[53,23022,23023,23026],{},[36,23024,23025],{},"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",[53,23028,23029,23032],{},[36,23030,23031],{},"席位计费看 Git handle","：fork \u002F 外包账号别乱接，避免误计费",[27,23034,429],{"id":428},[190,23036,23037,23040,23043,23046,23049,23052,23055],{},[53,23038,23039],{},"✅ 中型团队、PR 评审 + Agent 上下文双需求",[53,23041,23042],{},"✅ 价格敏感于 CodeRabbit Pro",[53,23044,23045],{},"✅ 已有 Jira \u002F Confluence 知识沉淀",[53,23047,23048],{},"✅ Cursor \u002F Claude Code 用户想注入架构上下文",[53,23050,23051],{},"❌ 开源仓库 \u002F 公共项目（用 CodeRabbit \u002F Ellipsis）",[53,23053,23054],{},"❌ IDE 实时 review 重度（CodeRabbit 更成熟）",[53,23056,23057],{},"❌ 极低预算单人开发者（Ellipsis $20 flat 含 unlimited 更划算）",[27,23059,452],{"id":452},[190,23061,23062,23067,23072,23077],{},[53,23063,23064],{},[458,23065,23066],{"href":22687},"CodeRabbit 评测",[53,23068,23069],{},[458,23070,23071],{"href":22690},"Ellipsis 评测",[53,23073,23074],{},[458,23075,23076],{"href":22693},"Greptile 评测",[53,23078,23079],{},[458,23080,23081],{"href":22696},"Qodo 评测",[27,23083,479],{"id":479},[50,23085,23086,23093],{},[53,23087,23088,23089],{},"Bito 官方定价页 ",[458,23090,23091],{"href":23091,"rel":23092},"https:\u002F\u002Fbito.ai\u002Fpricing\u002F",[489],[53,23094,23095,23096],{},"Stackpick — Bito AI Review 2026 ",[458,23097,23098],{"href":23098,"rel":23099},"https:\u002F\u002Fstackpick.net\u002Ftools\u002Fbito-ai",[489],{"title":505,"searchDepth":506,"depth":506,"links":23101},[23102,23103,23104,23105,23106,23107,23108,23109,23110,23111],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":22798,"depth":509,"text":22799},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"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。",[23116,23119,23122,23125],{"q":23117,"a":23118},"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":23120,"a":23121},"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":23123,"a":23124},"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":23126,"a":23127},"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）。",[538,1172],{},"\u002Ftools\u002Fcoding\u002Freview\u002Fbito",[544,545,15,17166,15685,23132,23133,546],"gitlab","bitbucket",[23135,23139,23143,23146],{"plan":1325,"price":23136,"features":23137,"notes":23138},"$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":22778,"price":23140,"features":23141,"notes":23142},"$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":171,"price":174,"features":23144,"notes":23145},"跨仓 impact 分析 + 多 org + SSO\u002FSAML + 专属 CSM + SLA","AI Architect 联合方案",{"plan":22733,"price":23147,"features":23148,"notes":23149},"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",[23152,23155],{"name":23153,"url":23154},"PR 自动评审接入","\u002Fplaybook\u002Fonboarding\u002Fpr-review-automation",{"name":9198,"url":9199},{"power":569,"ux":569,"price":569,"cn_support":506,"stability":569},{"title":22683,"description":23114},"coding\u002Freview\u002Fbito",[23160,23162],{"name":23161,"url":23091,"accessed":575},"Bito 官方定价页",{"name":23163,"url":23098,"accessed":575},"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",[23167,23168,23169,2246,23170,23171,586],"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":23176,"title":22882,"alternatives":23177,"api_compatible":22,"body":23183,"category":23112,"chinese_friendly":506,"cover":23678,"description":23679,"domestic":522,"extension":523,"faq":23680,"free":522,"github":22,"languages":23692,"meta":23693,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":22687,"pillar":542,"platforms":23694,"priceTable":23696,"pricing":23710,"published":559,"relatedPlaybooks":23711,"relatedReviews":22,"score":23714,"self_host":540,"seo":23715,"slug":23716,"sources":23717,"stem":23726,"suitable":22,"tagline":23727,"tags":23728,"updated":575,"verdict":23730,"website":23643,"__hash__":23731},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fcoderabbit.md",[23178,23179,23180,23181],{"name":22689,"url":22690},{"name":22692,"url":22693},{"name":22695,"url":22696},{"name":23182,"url":23130},"bito",{"type":24,"value":23184,"toc":23666},[23185,23187,23190,23193,23195,23270,23272,23295,23299,23303,23329,23333,23350,23352,23384,23386,23542,23544,23588,23590,23613,23615,23634,23636],[27,23186,30],{"id":29},[32,23188,23189],{},"CodeRabbit 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自托管",[27,23271,97],{"id":97},[190,23273,23274,23279,23284,23289],{},[53,23275,23276,23278],{},[36,23277,1373],{},"：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",[53,23280,23281,23283],{},[36,23282,1383],{},"：$24\u002Fseat\u002F月年付 \u002F $30 月付，按发起 PR 的开发者计费",[53,23285,23286,23288],{},[36,23287,171],{},"：自定义；SSO\u002FSAML + 自托管 + 自定义模型 + SLA",[53,23290,23291,23294],{},[36,23292,23293],{},"CLI add-on","：usage-based，给 agentic 编码 loop 用，独立于席位计费",[27,23296,23298],{"id":23297},"实测20-人-saas-团队-nextjs-python-后端","实测（20 人 SaaS 团队 \u002F Next.js + Python 后端）",[32,23300,23301],{},[36,23302,2370],{},[190,23304,23305,23308,23311,23314,23317,23320,23323],{},[53,23306,23307],{},"2-click 接 GitHub，5 分钟跑通；PR 几十秒出概要 + 时序图",[53,23309,23310],{},"Codegraph 真能跨文件追：评论标「这个改动会影响 BillingService.charge 的 12 处调用」",[53,23312,23313],{},"40+ linter 配 LLM 过滤误报，噪声远低于裸跑 ESLint+Semgrep",[53,23315,23316],{},"自定义 YAML 规则用起来直接，path-based 区分 frontend \u002F backend 评审强度",[53,23318,23319],{},"IDE 插件本地评审 staged 改动，commit 前能拦下半数小问题",[53,23321,23322],{},"Learnings 真有效——3 周后 false positive 下降明显",[53,23324,23325,23326,23328],{},"CLI 配 Claude Code，agent 写完一段先 ",[280,23327,22686],{}," 自检",[32,23330,23331],{},[36,23332,2395],{},[190,23334,23335,23338,23341,23344,23347],{},[53,23336,23337],{},"私有仓库 Free 配额吃紧，团队上 Pro 几乎必然",[53,23339,23340],{},"CLI add-on 单独计费，agentic loop 跑多了账单上涨",[53,23342,23343],{},"中文 PR 描述 \u002F 评论偶尔英中混合",[53,23345,23346],{},"多模型自动路由不透明，偶有便宜模型给复杂场景",[53,23348,23349],{},"IDE review 限流在 Free 档明显",[27,23351,258],{"id":258},[50,23353,23354,23357,23360,23363,23366,23374,23381],{},[53,23355,23356],{},"coderabbit.ai 注册 → 2-click GitHub\u002FGitLab App 授权",[53,23358,23359],{},"选仓库 → 默认配置即可跑",[53,23361,23362],{},"提一个 PR 试看 → 概要 + walkthrough + 时序图 + 评论",[53,23364,23365],{},"装 VS Code 插件 → 本地评审 staged 改动",[53,23367,17378,23368,15395,23371,23373],{},[280,23369,23370],{},"npm i -g @coderabbitai\u002Fcli",[280,23372,22686],{}," 自动评审 staged",[53,23375,23376,23377,23380],{},"配置 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计划",[89,23446,23447,23450,23452,23454,23456,23458],{},[113,23448,23449],{},"IDE review",[113,23451,13018],{},[113,23453,351],{},[113,23455,1558],{},[113,23457,4124],{},[113,23459,351],{},[89,23461,23462,23465,23468,23471,23473,23475],{},[113,23463,23464],{},"CLI review",[113,23466,23467],{},"✅ + agentic",[113,23469,23470],{},"CLI 有",[113,23472,4124],{},[113,23474,4124],{},[113,23476,351],{},[89,23478,23479,23482,23485,23487,23489,23492],{},[113,23480,23481],{},"Codegraph \u002F 跨仓",[113,23483,23484],{},"✅ Codegraph",[113,23486,22733],{},[113,23488,22949],{},[113,23490,23491],{},"✅ Code graph",[113,23493,38],{},[89,23495,23496,23499,23502,23504,23506,23508],{},[113,23497,23498],{},"Linter 集成",[113,23500,23501],{},"✅ 40+",[113,23503,1549],{},[113,23505,1558],{},[113,23507,1549],{},[113,23509,1549],{},[89,23511,23512,23514,23517,23519,23521,23523],{},[113,23513,10076],{},[113,23515,23516],{},"✅ Jira\u002FLinear\u002FConfluence",[113,23518,351],{},[113,23520,1549],{},[113,23522,4124],{},[113,23524,4124],{},[89,23526,23527,23530,23533,23535,23538,23540],{},[113,23528,23529],{},"ARR \u002F 企业数",[113,23531,23532],{},"$15M \u002F 8000+",[113,23534,4124],{},[113,23536,23537],{},"67K repos",[113,23539,4124],{},[113,23541,4124],{},[27,23543,393],{"id":393},[190,23545,23546,23552,23558,23564,23570,23576,23582],{},[53,23547,23548,23551],{},[36,23549,23550],{},"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",[53,23553,23554,23557],{},[36,23555,23556],{},"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",[53,23559,23560,23563],{},[36,23561,23562],{},"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",[53,23565,23566,23569],{},[36,23567,23568],{},"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",[53,23571,23572,23575],{},[36,23573,23574],{},"Free 档 IDE review 限流","：本地评审高频用要上 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评测",[53,23623,23624],{},[458,23625,23071],{"href":22690},[53,23627,23628],{},[458,23629,23076],{"href":22693},[53,23631,23632],{},[458,23633,23081],{"href":22696},[27,23635,479],{"id":479},[50,23637,23638,23645,23652,23659],{},[53,23639,23640,23641],{},"CodeRabbit 官网 ",[458,23642,23643],{"href":23643,"rel":23644},"https:\u002F\u002Fcoderabbit.ai",[489],[53,23646,23647,23648],{},"EveryDev.ai — CodeRabbit 工具介绍 ",[458,23649,23650],{"href":23650,"rel":23651},"https:\u002F\u002Fwww.everydev.ai\u002Ftools\u002Fcoderabbit",[489],[53,23653,23654,23655],{},"Toolradar — CodeRabbit Pricing 2026 ",[458,23656,23657],{"href":23657,"rel":23658},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcoderabbit\u002Fpricing",[489],[53,23660,23661,23662],{},"OpenStats — CodeRabbit Review, Pricing & Performance（公司数据 $88M 融资 \u002F $550M valuation \u002F $15M ARR）",[458,23663,23664],{"href":23664,"rel":23665},"https:\u002F\u002Fwww.openstats.ai\u002Fcoderabbit",[489],{"title":505,"searchDepth":506,"depth":506,"links":23667},[23668,23669,23670,23671,23672,23673,23674,23675,23676,23677],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":23297,"depth":509,"text":23298},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[23681,23684,23687,23690],{"q":23682,"a":23683},"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":23685,"a":23686},"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":23688,"a":23689},"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":1165,"a":23691},"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。",[538,1172],{},[544,545,546,15685,23132,23133,23695],"azure-devops",[23697,23700,23704,23707],{"plan":1373,"price":1179,"features":23698,"notes":23699},"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":1383,"price":23701,"features":23702,"notes":23703},"$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":171,"price":174,"features":23705,"notes":23706},"SSO\u002FSAML + 自托管 + 自定义模型 + SLA + 高级 analytics + 多 org","AWS \u002F GCP Marketplace",{"plan":23293,"price":23147,"features":23708,"notes":23709},"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",[23712,23713],{"name":23153,"url":23154},{"name":9198,"url":9199},{"power":568,"ux":568,"price":569,"cn_support":506,"stability":568},{"title":22882,"description":23679},"coding\u002Freview\u002Fcoderabbit",[23718,23720,23722,23724],{"name":23719,"url":23643,"accessed":575},"CodeRabbit 官网",{"name":23721,"url":23650,"accessed":575},"EveryDev.ai — CodeRabbit 详细介绍",{"name":23723,"url":23657,"accessed":575},"Toolradar — CodeRabbit Pricing 2026",{"name":23725,"url":23664,"accessed":575},"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",[23167,23168,18118,23729,2246,586,5630],"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":23733,"title":22885,"alternatives":23734,"api_compatible":22,"body":23739,"category":23112,"chinese_friendly":509,"cover":24194,"description":24195,"domestic":522,"extension":523,"faq":24196,"free":522,"github":22,"languages":24209,"meta":24210,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":22690,"pillar":542,"platforms":24211,"priceTable":24212,"pricing":24220,"published":559,"relatedPlaybooks":24221,"relatedReviews":22,"score":24223,"self_host":522,"seo":24224,"slug":24225,"sources":24226,"stem":24233,"suitable":22,"tagline":24234,"tags":24235,"updated":575,"verdict":24237,"website":24238,"__hash__":24239},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fellipsis.md",[23735,23736,23737,23738],{"name":22686,"url":22687},{"name":22692,"url":22693},{"name":22695,"url":22696},{"name":23182,"url":23130},{"type":24,"value":23740,"toc":24182},[23741,23743,23746,23749,23751,23801,23803,23823,23828,23832,23836,23857,23861,23881,23883,23913,23915,24057,24059,24106,24108,24137,24139,24157,24159],[27,23742,30],{"id":29},[32,23744,23745],{},"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。",[32,23747,23748],{},"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）。",[27,23750,2278],{"id":2278},[190,23752,23753,23759,23765,23771,23777,23783,23789,23795],{},[53,23754,23755,23758],{},[36,23756,23757],{},"AI PR 评审","：line-by-line 评论 + 1-click 修复建议 + 风格学习",[53,23760,23761,23764],{},[36,23762,23763],{},"bug \u002F 反模式检测","：逻辑漏洞 \u002F 边界条件 \u002F 反模式即时标注",[53,23766,23767,23770],{},[36,23768,23769],{},"@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",[53,23772,23773,23776],{},[36,23774,23775],{},"风格学习","：传英文风格指南，👍\u002F👎 反馈微调",[53,23778,23779,23782],{},[36,23780,23781],{},"GitHub-only 集成","：原生 GitHub App，2-click 接入",[53,23784,23785,23788],{},[36,23786,23787],{},"公共仓库永久免费","：开源项目零成本",[53,23790,23791,23794],{},[36,23792,23793],{},"SOC 2 认证 + 零数据保留","：评审完即删，不训练",[53,23796,23797,23800],{},[36,23798,23799],{},"Q&A","：在 PR 里 @bot 提问，回答带代码定位",[27,23802,97],{"id":97},[190,23804,23805,23811,23817],{},[53,23806,23807,23810],{},[36,23808,23809],{},"公共仓库","：完全免费、永久",[53,23812,23813,23816],{},[36,23814,23815],{},"私有 \u002F Team","：$20\u002Fdev\u002F月，无限 PR 评审 + 无限代码生成 + 无限 Q&A",[53,23818,23819,23822],{},[36,23820,23821],{},"无 LOC \u002F PR 配额","、无 token 超额 surge",[2357,23824,23825],{},[32,23826,23827],{},"价格预测性最强：100 个开发者就是 $2000\u002F月，跟用量无关。",[27,23829,23831],{"id":23830},"实测5-人开源-私有混合仓库","实测（5 人开源 + 私有混合仓库）",[32,23833,23834],{},[36,23835,2370],{},[190,23837,23838,23841,23844,23851,23854],{},[53,23839,23840],{},"公共仓库 0 成本接入，开源项目维护者直接白嫖",[53,23842,23843],{},"$20 flat 在所有 AI 评审里最简单：不需要算 LOC \u002F PR 数 \u002F token",[53,23845,23846,23847,23850],{},"@ellipsis-dev 真有用：在 issue 写 ",[280,23848,23849],{},"@ellipsis-dev 把 zh.json 的 errors.* 全翻译到 ja.json，跑 test:i18n","，3 分钟出 PR + 测试绿",[53,23852,23853],{},"风格学习实测有效，3 周后评论噪声明显下降",[53,23855,23856],{},"SOC 2 + 用完即删，企业评审过",[32,23858,23859],{},[36,23860,2395],{},[190,23862,23863,23866,23869,23872,23875,23878],{},[53,23864,23865],{},"只支持 GitHub，GitLab \u002F Bitbucket \u002F Azure DevOps 团队完全不能用",[53,23867,23868],{},"没有 IDE 插件 + 没有 CLI（只能在 GitHub 网页 \u002F PR 评论用）",[53,23870,23871],{},"中文 PR 描述可识别，但回复英文为主",[53,23873,23874],{},"偶尔过度热心建议无关改动（可在评论说「stop suggesting renames」）",[53,23876,23877],{},"没有 Codegraph 级跨仓推理（找 Greptile）",[53,23879,23880],{},"没有 MCP \u002F Jira 集成，工单流追溯弱",[27,23882,258],{"id":258},[50,23884,23885,23888,23891,23894,23903,23910],{},[53,23886,23887],{},"ellipsis.dev → Install on GitHub → 选仓库（公开仓库随便选）",[53,23889,23890],{},"开一个 PR → 等几分钟看 inline 评论 + 概要",[53,23892,23893],{},"给 👍\u002F👎 反馈让它学风格",[53,23895,23896,23897,9277,23900],{},"上传英文风格指南：repo 根 ",[280,23898,23899],{},".ellipsis.yaml",[280,23901,23902],{},"style.md",[53,23904,23905,23906,23909],{},"在 issue 评论 ",[280,23907,23908],{},"@ellipsis-dev \u003C你的需求>"," → 等它生成 PR",[53,23911,23912],{},"私有仓库：升级 $20\u002Fdev → 一键加私有仓库",[27,23914,2595],{"id":2595},[83,23916,23917,23931],{},[86,23918,23919],{},[89,23920,23921,23923,23925,23927,23929],{},[92,23922,295],{},[92,23924,22885],{},[92,23926,22882],{},[92,23928,22879],{},[92,23930,23402],{},[108,23932,23933,23947,23964,23976,23989,24006,24019,24032,24044],{},[89,23934,23935,23938,23940,23943,23945],{},[113,23936,23937],{},"私有起价",[113,23939,23420],{},[113,23941,23942],{},"$24\u002F$30",[113,23944,23417],{},[113,23946,23423],{},[89,23948,23949,23952,23955,23958,23961],{},[113,23950,23951],{},"LOC \u002F PR 配额",[113,23953,23954],{},"❌ 无限",[113,23956,23957],{},"无私有 PR 限",[113,23959,23960],{},"5K LOC\u002Fseat",[113,23962,23963],{},"按用量",[89,23965,23966,23968,23970,23972,23974],{},[113,23967,23431],{},[113,23969,23434],{},[113,23971,23434],{},[113,23973,357],{},[113,23975,23441],{},[89,23977,23978,23981,23983,23985,23987],{},[113,23979,23980],{},"@bot 生成 PR",[113,23982,351],{},[113,23984,357],{},[113,23986,357],{},[113,23988,357],{},[89,23990,23991,23994,23997,24000,24003],{},[113,23992,23993],{},"Git 平台",[113,23995,23996],{},"GitHub-only",[113,23998,23999],{},"GitHub\u002FGitLab\u002FBitbucket\u002FAzure",[113,24001,24002],{},"GitHub\u002FGitLab\u002FBitbucket",[113,24004,24005],{},"GitHub\u002FGitLab",[89,24007,24008,24011,24013,24015,24017],{},[113,24009,24010],{},"IDE \u002F CLI",[113,24012,357],{},[113,24014,351],{},[113,24016,351],{},[113,24018,357],{},[89,24020,24021,24023,24025,24028,24030],{},[113,24022,23498],{},[113,24024,1558],{},[113,24026,24027],{},"40+",[113,24029,1549],{},[113,24031,4124],{},[89,24033,24034,24036,24038,24040,24042],{},[113,24035,22946],{},[113,24037,22949],{},[113,24039,351],{},[113,24041,22733],{},[113,24043,351],{},[89,24045,24046,24048,24050,24052,24054],{},[113,24047,364],{},[113,24049,22990],{},[113,24051,22985],{},[113,24053,22985],{},[113,24055,24056],{},"SOC 2 Type II + HIPAA",[27,24058,393],{"id":393},[190,24060,24061,24067,24073,24079,24085,24094,24100],{},[53,24062,24063,24066],{},[36,24064,24065],{},"GitHub-only 锁死","：要 GitLab\u002FBitbucket 团队别选",[53,24068,24069,24072],{},[36,24070,24071],{},"@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",[53,24074,24075,24078],{},[36,24076,24077],{},"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",[53,24080,24081,24084],{},[36,24082,24083],{},"没 IDE = 不能本地评审","：commit 前评审需求走 CodeRabbit",[53,24086,24087,24090,24091,24093],{},[36,24088,24089],{},"过度热心","：偶尔建议无关改动，用 ",[280,24092,23899],{}," 限制范围或评论里制止",[53,24095,24096,24099],{},[36,24097,24098],{},"不要把它当 Codegraph 用","：跨仓 \u002F 大型重构推理走 Greptile",[53,24101,24102,24105],{},[36,24103,24104],{},"没 MCP \u002F Jira","：工单流深度集成走 CodeRabbit \u002F Bito",[27,24107,429],{"id":428},[190,24109,24110,24113,24116,24119,24122,24125,24128,24131,24134],{},[53,24111,24112],{},"✅ 个人开发者 \u002F 小团队 \u002F 开源维护者",[53,24114,24115],{},"✅ 公共仓库 + 永久 0 成本",[53,24117,24118],{},"✅ GitHub-only 流水线",[53,24120,24121],{},"✅ 要 @bot 生成 PR 这个 agent 能力",[53,24123,24124],{},"✅ 预算预测性 > 一切（flat 定价）",[53,24126,24127],{},"❌ GitLab \u002F Bitbucket 团队",[53,24129,24130],{},"❌ 中文母语团队（CodeRabbit \u002F Bito 更友好）",[53,24132,24133],{},"❌ 要 IDE \u002F CLI 多入口（CodeRabbit）",[53,24135,24136],{},"❌ Codegraph 跨仓推理（Greptile）",[27,24138,452],{"id":452},[190,24140,24141,24145,24149,24153],{},[53,24142,24143],{},[458,24144,23066],{"href":22687},[53,24146,24147],{},[458,24148,23621],{"href":23130},[53,24150,24151],{},[458,24152,23076],{"href":22693},[53,24154,24155],{},[458,24156,23081],{"href":22696},[27,24158,479],{"id":479},[50,24160,24161,24168,24175],{},[53,24162,24163,24164],{},"AI41 — Ellipsis 工具介绍（含 67K+ 仓库 \u002F $20 flat \u002F SOC 2）",[458,24165,24166],{"href":24166,"rel":24167},"https:\u002F\u002Fai41.org\u002Ftool\u002Fellipsis",[489],[53,24169,24170,24171],{},"Costbench — Ellipsis Pricing 2026 ",[458,24172,24173],{"href":24173,"rel":24174},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-code-review\u002Fellipsis",[489],[53,24176,24177,24178],{},"AIChief — Ellipsis Review 2026（\"unlimited usage, free for public GitHub repos\"）",[458,24179,24180],{"href":24180,"rel":24181},"https:\u002F\u002Faichief.com\u002Fai-code-assistant\u002Fellipsis\u002F",[489],{"title":505,"searchDepth":506,"depth":506,"links":24183},[24184,24185,24186,24187,24188,24189,24190,24191,24192,24193],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":23830,"depth":509,"text":23831},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[24197,24200,24203,24206],{"q":24198,"a":24199},"$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":24201,"a":24202},"@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":24204,"a":24205},"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":24207,"a":24208},"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。",[538],{},[15685,544],[24213,24216],{"plan":23809,"price":1179,"features":24214,"notes":24215},"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":23815,"price":24217,"features":24218,"notes":24219},"$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",[24222],{"name":23153,"url":23154},{"power":569,"ux":569,"price":568,"cn_support":509,"stability":569},{"title":22885,"description":24195},"coding\u002Freview\u002Fellipsis",[24227,24229,24231],{"name":24228,"url":24166,"accessed":575},"AI41 — Ellipsis 介绍",{"name":24230,"url":24173,"accessed":575},"Costbench — Ellipsis Pricing 2026",{"name":24232,"url":24180,"accessed":575},"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",[23167,23168,15685,519,586,24236],"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":24241,"title":23402,"alternatives":24242,"api_compatible":22,"body":24247,"category":23112,"chinese_friendly":509,"cover":24704,"description":24705,"domestic":522,"extension":523,"faq":24706,"free":522,"github":22,"languages":24717,"meta":24718,"models":22,"navigation":540,"notSuitable":22,"opensource":522,"path":22693,"pillar":542,"platforms":24719,"priceTable":24720,"pricing":24731,"published":559,"relatedPlaybooks":24732,"relatedReviews":22,"score":24734,"self_host":540,"seo":24735,"slug":24736,"sources":24737,"stem":24744,"suitable":22,"tagline":24745,"tags":24746,"updated":575,"verdict":24747,"website":24748,"__hash__":24749},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fgreptile.md",[24243,24244,24245,24246],{"name":22686,"url":22687},{"name":22689,"url":22690},{"name":22695,"url":22696},{"name":23182,"url":23130},{"type":24,"value":24248,"toc":24692},[24249,24251,24254,24257,24259,24333,24335,24352,24357,24361,24365,24385,24389,24408,24410,24439,24441,24564,24566,24616,24618,24647,24649,24667,24669],[27,24250,30],{"id":29},[32,24252,24253],{},"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。",[32,24255,24256],{},"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）。",[27,24258,2278],{"id":2278},[190,24260,24261,24267,24273,24279,24285,24291,24301,24310,24316,24322,24327],{},[53,24262,24263,24266],{},[36,24264,24265],{},"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",[53,24268,24269,24272],{},[36,24270,24271],{},"Context-Aware Inline Comments","：跨文件 bug \u002F 安全 \u002F 反模式标注，并解释 ripple effect",[53,24274,24275,24278],{},[36,24276,24277],{},"Custom Coding Standards","：英文写规则 \u002F 链接已有文档，跨仓库强制执行",[53,24280,24281,24284],{},[36,24282,24283],{},"Continuous Learning","：读 reviewer 评论 + 👍\u002F👎 反应，团队风格越用越准",[53,24286,24287,24290],{},[36,24288,24289],{},"PR Summaries + 时序图","：file-by-file 拆解 + 置信度评分 + Mermaid sequence diagram",[53,24292,24293,24296,24297,24300],{},[36,24294,24295],{},"Conversation","：在 PR 评论里 ",[280,24298,24299],{},"@greptileai \u003C问题>"," 跟进",[53,24302,24303,219,24306,24309],{},[36,24304,24305],{},"Pattern Repos",[280,24307,24308],{},"greptile.json"," 配 patternsRepo（如 backend 仓引用 frontend 仓上下文）",[53,24311,24312,24315],{},[36,24313,24314],{},"30+ 语言","：Python\u002FJS\u002FTS\u002FGo\u002FRust\u002FJava\u002FC++ 等",[53,24317,24318,24321],{},[36,24319,24320],{},"API","：HTTP\u002FJSON-RPC 模式，100 req\u002Fh\u002FIP",[53,24323,24324],{},[36,24325,24326],{},"SOC 2 Type II + HIPAA + 自托管 air-gapped",[53,24328,24329,24332],{},[36,24330,24331],{},"多模型","：含 NVIDIA Nemotron 3 Ultra 等",[27,24334,97],{"id":97},[190,24336,24337,24342,24347],{},[53,24338,24339,24341],{},[36,24340,1373],{},"：基础评审 + 限额",[53,24343,24344,24346],{},[36,24345,1383],{},"：base + usage（2026-03-05 起），按仓库数 + PR 量 + 用量计费，联系销售",[53,24348,24349,24351],{},[36,24350,171],{},"：自定义；自托管 \u002F air-gapped + SSO + HIPAA + 多 org",[2357,24353,24354],{},[32,24355,24356],{},"旧 $30\u002Fseat 订阅档已迁移；新模型对大代码库友好但报价需 quote。",[27,24358,24360],{"id":24359},"实测nextjs-go-后端-monorepo-series-b-团队","实测（Next.js + Go 后端 monorepo \u002F Series B 团队）",[32,24362,24363],{},[36,24364,2370],{},[190,24366,24367,24370,24373,24376,24379,24382],{},[53,24368,24369],{},"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",[53,24371,24372],{},"PR 时序图（Mermaid）对 reviewer 友好，5 秒看懂改动主轴",[53,24374,24375],{},"自定义 standards 用英文写直接，几条规则覆盖 80% 团队风格",[53,24377,24378],{},"反馈学习有效，2 周后噪声明显降",[53,24380,24381],{},"patternsRepo 让 backend 评审能引用 frontend 仓，避免 API 契约脱节",[53,24383,24384],{},"HIPAA 自托管对医疗团队几乎是唯一可选",[32,24386,24387],{},[36,24388,2395],{},[190,24390,24391,24394,24397,24400,24402,24405],{},[53,24392,24393],{},"不支持 Bitbucket \u002F Azure DevOps",[53,24395,24396],{},"没有 IDE \u002F CLI（GitHub\u002FGitLab 网页和 PR 内）",[53,24398,24399],{},"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",[53,24401,3151],{},[53,24403,24404],{},"没有 40+ linter 集成（不像 CodeRabbit）",[53,24406,24407],{},"大代码库首次 indexing 耗时长（>50 万 LOC 可能数小时）",[27,24409,258],{"id":258},[50,24411,24412,24415,24418,24421,24428,24433,24436],{},[53,24413,24414],{},"greptile.com → Install on GitHub\u002FGitLab → 选仓库",[53,24416,24417],{},"等首次 indexing（看仓库大小，几分钟至几小时）",[53,24419,24420],{},"开 PR 试评 → 看跨文件评论 + 时序图",[53,24422,24423,24424,24427],{},"在 PR 评论里 ",[280,24425,24426],{},"@greptileai \u003Cfollow-up>"," 跟进对话",[53,24429,902,24430,24432],{},[280,24431,24308],{},"：自定义 standards + patternsRepo",[53,24434,24435],{},"给 👍\u002F👎 训风格",[53,24437,24438],{},"大型项目：考虑 Enterprise 自托管 + 多仓 indexing",[27,24440,2595],{"id":2595},[83,24442,24443,24457],{},[86,24444,24445],{},[89,24446,24447,24449,24451,24453,24455],{},[92,24448,295],{},[92,24450,23402],{},[92,24452,22882],{},[92,24454,22885],{},[92,24456,22888],{},[108,24458,24459,24472,24486,24498,24510,24523,24536,24549],{},[89,24460,24461,24464,24466,24468,24470],{},[113,24462,24463],{},"Codegraph \u002F 跨文件",[113,24465,13018],{},[113,24467,23484],{},[113,24469,22949],{},[113,24471,38],{},[89,24473,24474,24477,24480,24482,24484],{},[113,24475,24476],{},"大代码库 \u002F monorepo",[113,24478,24479],{},"✅ 最强",[113,24481,351],{},[113,24483,1558],{},[113,24485,351],{},[89,24487,24488,24490,24492,24494,24496],{},[113,24489,24010],{},[113,24491,357],{},[113,24493,351],{},[113,24495,357],{},[113,24497,351],{},[89,24499,24500,24502,24504,24506,24508],{},[113,24501,23498],{},[113,24503,4124],{},[113,24505,24027],{},[113,24507,1558],{},[113,24509,1558],{},[89,24511,24512,24514,24516,24519,24521],{},[113,24513,23993],{},[113,24515,24005],{},[113,24517,24518],{},"+ Bitbucket\u002FAzure",[113,24520,23996],{},[113,24522,24002],{},[89,24524,24525,24528,24530,24532,24534],{},[113,24526,24527],{},"HIPAA",[113,24529,351],{},[113,24531,4124],{},[113,24533,4124],{},[113,24535,4124],{},[89,24537,24538,24540,24543,24545,24547],{},[113,24539,2005],{},[113,24541,24542],{},"Enterprise air-gapped",[113,24544,171],{},[113,24546,4124],{},[113,24548,171],{},[89,24550,24551,24554,24556,24559,24561],{},[113,24552,24553],{},"定价",[113,24555,23423],{},[113,24557,24558],{},"$24\u002F$30 + CLI add-on",[113,24560,23420],{},[113,24562,24563],{},"$30\u002Fseat",[27,24565,393],{"id":393},[190,24567,24568,24574,24580,24586,24592,24598,24604,24610],{},[53,24569,24570,24573],{},[36,24571,24572],{},"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",[53,24575,24576,24579],{},[36,24577,24578],{},"首次 indexing 别在交付前夜跑","：大 monorepo 几小时起步，提前一天接",[53,24581,24582,24585],{},[36,24583,24584],{},"patternsRepo 别拉无关仓","：拉得多 → 噪声增、token 消耗增",[53,24587,24588,24591],{},[36,24589,24590],{},"自定义 standards 用英文","：中文规则识别准确度低于英文",[53,24593,24594,24597],{},[36,24595,24596],{},"HIPAA \u002F 强合规走 Enterprise","：自托管 + air-gapped 才完整覆盖",[53,24599,24600,24603],{},[36,24601,24602],{},"没 IDE = 没本地评审","：commit 前评审走 CodeRabbit",[53,24605,24606,24609],{},[36,24607,24608],{},"API 限流","：100 req\u002Fh\u002FIP，CI 集成要 token bucket",[53,24611,24612,24615],{},[36,24613,24614],{},"多模型路由不透明","：要可重复结果在 Enterprise 谈固定模型",[27,24617,429],{"id":428},[190,24619,24620,24623,24626,24629,24632,24635,24638,24641,24644],{},[53,24621,24622],{},"✅ 大型 monorepo \u002F 跨仓推理",[53,24624,24625],{},"✅ 遗留代码 \u002F 复杂依赖",[53,24627,24628],{},"✅ HIPAA \u002F 医疗 \u002F 金融强合规",[53,24630,24631],{},"✅ Next.js \u002F Node.js 中后期初创",[53,24633,24634],{},"✅ 自托管 \u002F air-gapped 要求",[53,24636,24637],{},"❌ 小项目 \u002F 个人开发者（用 Ellipsis）",[53,24639,24640],{},"❌ IDE \u002F CLI 多入口需求（用 CodeRabbit）",[53,24642,24643],{},"❌ Bitbucket \u002F Azure DevOps",[53,24645,24646],{},"❌ 中文母语团队",[27,24648,452],{"id":452},[190,24650,24651,24655,24659,24663],{},[53,24652,24653],{},[458,24654,23066],{"href":22687},[53,24656,24657],{},[458,24658,23071],{"href":22690},[53,24660,24661],{},[458,24662,23081],{"href":22696},[53,24664,24665],{},[458,24666,23621],{"href":23130},[27,24668,479],{"id":479},[50,24670,24671,24678,24685],{},[53,24672,24673,24674],{},"Stork.AI — Greptile Review 2026（含 Agent v4 \u002F Nemotron 3 Ultra \u002F HIPAA）",[458,24675,24676],{"href":24676,"rel":24677},"https:\u002F\u002Fwww.stork.ai\u002Fen\u002Fgreptile",[489],[53,24679,24680,24681],{},"Stackviv — Greptile Review 2026 ",[458,24682,24683],{"href":24683,"rel":24684},"https:\u002F\u002Fstackviv.ai\u002Fai-tools\u002Fgreptile",[489],[53,24686,24687,24688],{},"Greptile 官方文档 — Key Features（Codebase Context \u002F Pattern Repos \u002F RL 反馈）",[458,24689,24690],{"href":24690,"rel":24691},"https:\u002F\u002Fwww.greptile.com\u002Fdocs\u002Fcode-review-bot\u002Fkey-features",[489],{"title":505,"searchDepth":506,"depth":506,"links":24693},[24694,24695,24696,24697,24698,24699,24700,24701,24702,24703],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":24359,"depth":509,"text":24360},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[24707,24710,24713,24715],{"q":24708,"a":24709},"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":24711,"a":24712},"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":24204,"a":24714},"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":24207,"a":24716},"纯英文产品，仅 GitHub + GitLab。中文母语团队体验有限。",[538],{},[15685,23132],[24721,24724,24728],{"plan":1373,"price":1179,"features":24722,"notes":24723},"基础 AI PR 评审 + 限额","试水 \u002F 小项目",{"plan":1383,"price":24725,"features":24726,"notes":24727},"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":171,"price":174,"features":24729,"notes":24730},"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",[24733],{"name":23153,"url":23154},{"power":568,"ux":569,"price":506,"cn_support":509,"stability":569},{"title":23402,"description":24705},"coding\u002Freview\u002Fgreptile",[24738,24740,24742],{"name":24739,"url":24676,"accessed":575},"Stork.AI — Greptile Review 2026",{"name":24741,"url":24683,"accessed":575},"Stackviv — Greptile Review 2026",{"name":24743,"url":24690,"accessed":575},"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",[23167,23168,23729,3700,586,2246],"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":24751,"title":22888,"alternatives":24752,"api_compatible":22,"body":24757,"category":23112,"chinese_friendly":506,"cover":25221,"description":25222,"domestic":522,"extension":523,"faq":25223,"free":522,"github":22,"languages":25235,"meta":25236,"models":22,"navigation":540,"notSuitable":22,"opensource":540,"path":22696,"pillar":542,"platforms":25237,"priceTable":25238,"pricing":25250,"published":559,"relatedPlaybooks":25251,"relatedReviews":22,"score":25255,"self_host":540,"seo":25256,"slug":25257,"sources":25258,"stem":25267,"suitable":22,"tagline":25268,"tags":25269,"updated":575,"verdict":25273,"website":25274,"__hash__":25275},"tools\u002Ftools\u002Fcoding\u002Freview\u002Fqodo.md",[24753,24754,24755,24756],{"name":22686,"url":22687},{"name":22689,"url":22690},{"name":22692,"url":22693},{"name":23182,"url":23130},{"type":24,"value":24758,"toc":25209},[24759,24761,24764,24767,24769,24829,24831,24861,24866,24870,24874,24898,24902,24919,24921,24947,24949,25075,25077,25127,25129,25155,25157,25177,25179],[27,24760,30],{"id":29},[32,24762,24763],{},"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。",[32,24765,24766],{},"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）。",[27,24768,2278],{"id":2278},[190,24770,24771,24777,24783,24789,24794,24800,24806,24812,24818,24824],{},[53,24772,24773,24776],{},[36,24774,24775],{},"Qodo Merge","：agentic PR 评审，GitHub\u002FGitLab\u002FBitbucket，line-by-line + 跨文件 + 概要",[53,24778,24779,24782],{},[36,24780,24781],{},"Qodo Cover","：autonomous regression-testing agent，生成 + 验证测试",[53,24784,24785,24788],{},[36,24786,24787],{},"Qodo Gen","：VS Code \u002F JetBrains IDE 插件，代码 + 测试 + chat",[53,24790,24791,24793],{},[36,24792,962],{},"：terminal agentic 质量工作流",[53,24795,24796,24799],{},[36,24797,24798],{},"Living Rules System","：从 codebase + PR 历史自学习规则、可编辑、跨仓 enforce",[53,24801,24802,24805],{},[36,24803,24804],{},"Multi-repo Context Engine","：跨仓推理大代码库",[53,24807,24808,24811],{},[36,24809,24810],{},"Model-flexible","：Claude \u002F OpenAI \u002F 其他；Enterprise BYOK",[53,24813,24814,24817],{},[36,24815,24816],{},"Open Source 底座","：PR-Agent（widely adopted OSS PR 评审引擎）",[53,24819,24820,24823],{},[36,24821,24822],{},"Governance","：仪表盘 \u002F 分析 \u002F SSO \u002F SAML \u002F 审计日志（Enterprise）",[53,24825,24826,24828],{},[36,24827,5737],{},"：cloud SaaS \u002F 单租户 \u002F on-prem（Enterprise）",[27,24830,97],{"id":97},[190,24832,24833,24839,24844,24849,24855],{},[53,24834,24835,24838],{},[36,24836,24837],{},"Developer (Free)","：30 PR 评审\u002F月（组织池）+ 250 IDE\u002FCLI credits\u002F月 + 社区支持",[53,24840,24841,24843],{},[36,24842,1402],{},"：$30\u002Fseat\u002F月（年）≈ $38\u002Fseat\u002F月（月付），更高 credits + agentic PR + Living Rules + 仪表盘",[53,24845,24846,24848],{},[36,24847,171],{},"：定制；SSO\u002FSAML + 审计 + BYOK + 跨仓上下文 + on-prem + SLA",[53,24850,24851,24854],{},[36,24852,24853],{},"14 天免费试用","：解锁 unlimited，无信用卡",[53,24856,24857,24860],{},[36,24858,24859],{},"Qodo for Open Source","：合格 OSS 项目免费",[2357,24862,24863],{},[32,24864,24865],{},"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。",[27,24867,24869],{"id":24868},"实测15-人-saas-python-tslow-test-coverage","实测（15 人 SaaS \u002F Python + TS、low test coverage）",[32,24871,24872],{},[36,24873,2370],{},[190,24875,24876,24879,24882,24889,24892,24895],{},[53,24877,24878],{},"Qodo Cover 自动给老代码补单测：3 周补了 1200+ tests，coverage 从 38% 升到 71%",[53,24880,24881],{},"Qodo Merge 评审质量稳定，agentic 模式跨文件推理 OK",[53,24883,24884,24885,24888],{},"Qodo Gen IDE 插件 ",[280,24886,24887],{},"\u002Ftest"," 命令直接生成函数级单测 + 边界用例",[53,24890,24891],{},"Living Rules 自学习有效，团队架构约定固化后跨仓评审一致",[53,24893,24894],{},"多模型 + BYOK（Enterprise）合规友好",[53,24896,24897],{},"开源 PR-Agent 给小项目 \u002F 试水零成本路径",[32,24899,24900],{},[36,24901,2395],{},[190,24903,24904,24907,24910,24913,24916],{},[53,24905,24906],{},"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",[53,24908,24909],{},"Credits 按模型消耗不同，token-heavy 模型烧得快",[53,24911,24912],{},"免费 PR 配额从 75 降到 30（组织池），团队 share 紧",[53,24914,24915],{},"Teams $30 比 CodeRabbit Pro $24 贵 25%",[53,24917,24918],{},"中文场景体验一般",[27,24920,258],{"id":258},[50,24922,24923,24926,24929,24932,24938,24941,24944],{},[53,24924,24925],{},"qodo.ai → 选 Developer Free → GitHub \u002F GitLab \u002F Bitbucket App 接入",[53,24927,24928],{},"装 VS Code 或 JetBrains 插件（Qodo Gen）",[53,24930,24931],{},"在 PR 上看 Qodo Merge 评论",[53,24933,24934,24935,24937],{},"在 IDE 选函数 → ",[280,24936,24887],{}," 生成单测",[53,24939,24940],{},"启 Qodo Cover：选目标模块 \u002F coverage 目标 → 跑 agent",[53,24942,24943],{},"配 Living Rules：从仓库 PR 历史自动学，或手动添加",[53,24945,24946],{},"进阶：BYOK \u002F on-prem 走 Enterprise",[27,24948,2595],{"id":2595},[83,24950,24951,24965],{},[86,24952,24953],{},[89,24954,24955,24957,24959,24961,24963],{},[92,24956,295],{},[92,24958,22888],{},[92,24960,22882],{},[92,24962,23402],{},[92,24964,22885],{},[108,24966,24967,24981,24995,25009,25022,25035,25047,25061],{},[89,24968,24969,24972,24975,24977,24979],{},[113,24970,24971],{},"PR 评审",[113,24973,24974],{},"✅ Qodo Merge",[113,24976,351],{},[113,24978,351],{},[113,24980,351],{},[89,24982,24983,24986,24989,24991,24993],{},[113,24984,24985],{},"自动测试生成",[113,24987,24988],{},"✅ Qodo Cover 独家",[113,24990,357],{},[113,24992,357],{},[113,24994,357],{},[89,24996,24997,25000,25003,25005,25007],{},[113,24998,24999],{},"IDE",[113,25001,25002],{},"✅ Qodo Gen",[113,25004,351],{},[113,25006,357],{},[113,25008,357],{},[89,25010,25011,25013,25015,25018,25020],{},[113,25012,962],{},[113,25014,351],{},[113,25016,25017],{},"✅ + agent",[113,25019,357],{},[113,25021,357],{},[89,25023,25024,25026,25028,25031,25033],{},[113,25025,6190],{},[113,25027,23426],{},[113,25029,25030],{},"Pro $24",[113,25032,23423],{},[113,25034,23420],{},[89,25036,25037,25039,25041,25043,25045],{},[113,25038,23431],{},[113,25040,23444],{},[113,25042,23434],{},[113,25044,23441],{},[113,25046,23434],{},[89,25048,25049,25052,25055,25057,25059],{},[113,25050,25051],{},"自托管 \u002F BYOK",[113,25053,25054],{},"✅ Enterprise",[113,25056,171],{},[113,25058,171],{},[113,25060,4124],{},[89,25062,25063,25066,25069,25071,25073],{},[113,25064,25065],{},"开源底座",[113,25067,25068],{},"✅ PR-Agent",[113,25070,357],{},[113,25072,357],{},[113,25074,357],{},[27,25076,393],{"id":393},[190,25078,25079,25085,25091,25097,25103,25109,25115,25121],{},[53,25080,25081,25084],{},[36,25082,25083],{},"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",[53,25086,25087,25090],{},[36,25088,25089],{},"Credit 消耗与模型相关","：选大模型时设预算告警",[53,25092,25093,25096],{},[36,25094,25095],{},"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",[53,25098,25099,25102],{},[36,25100,25101],{},"Living Rules 别一次性导太多","：渐进引入，避免噪声",[53,25104,25105,25108],{},[36,25106,25107],{},"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",[53,25110,25111,25114],{},[36,25112,25113],{},"BYOK 仅 Enterprise","：合规预算要先确认",[53,25116,25117,25120],{},[36,25118,25119],{},"Qodo Gen IDE 占 IDE credits","：高频用要观察额度，必要时上 Teams",[53,25122,25123,25126],{},[36,25124,25125],{},"开源 PR-Agent 仍维护","：极低预算 \u002F 完全自托管走 PR-Agent",[27,25128,429],{"id":428},[190,25130,25131,25134,25137,25140,25143,25146,25149,25152],{},[53,25132,25133],{},"✅ test coverage 低 \u002F 需要 AI 补单测的团队",[53,25135,25136],{},"✅ PR 评审 + 测试生成一体化需求",[53,25138,25139],{},"✅ Enterprise BYOK \u002F on-prem \u002F 强治理",[53,25141,25142],{},"✅ 多 IDE + 多 Git 平台覆盖",[53,25144,25145],{},"✅ 合格 OSS 项目（Qodo for Open Source 免费）",[53,25147,25148],{},"❌ 纯 PR 评审 + 预算紧（CodeRabbit \u002F Ellipsis）",[53,25150,25151],{},"❌ 个人开发者重度（组织池配额吃紧）",[53,25153,25154],{},"❌ MCP \u002F Jira 深度集成（CodeRabbit \u002F Bito）",[27,25156,452],{"id":452},[190,25158,25159,25163,25167,25171],{},[53,25160,25161],{},[458,25162,23066],{"href":22687},[53,25164,25165],{},[458,25166,23071],{"href":22690},[53,25168,25169],{},[458,25170,23076],{"href":22693},[53,25172,25173],{},[458,25174,25176],{"href":25175},"\u002Fplaybook\u002Fonboarding\u002Fai-unit-test-coverage","AI 单测覆盖率攻坚 Playbook",[27,25178,479],{"id":479},[50,25180,25181,25188,25195,25202],{},[53,25182,25183,25184],{},"Qodo 官网 — 产品三件套介绍 ",[458,25185,25186],{"href":25186,"rel":25187},"https:\u002F\u002Fwww.qodo.ai\u002F",[489],[53,25189,25190,25191],{},"Toolchase — Qodo Review 2026（含 Developer 30 PR \u002F Teams $30 \u002F Enterprise 细节）",[458,25192,25193],{"href":25193,"rel":25194},"https:\u002F\u002Ftoolchase.com\u002Ftool\u002Fqodo",[489],[53,25196,25197,25198],{},"Pickuma — Qodo Review 2026（Qodo Merge + PR-Agent 开源） ",[458,25199,25200],{"href":25200,"rel":25201},"https:\u002F\u002Fpickuma.com\u002Ffor-dev\u002Fqodo-review-ai-test-generation-pr-review-2026",[489],[53,25203,25204,25205],{},"DEV.to — Qodo AI Review 2026 ",[458,25206,25207],{"href":25207,"rel":25208},"https:\u002F\u002Fdev.to\u002Frahulxsingh\u002Fqodo-ai-review-2026-is-it-the-best-ai-testing-tool-31hj",[489],{"title":505,"searchDepth":506,"depth":506,"links":25210},[25211,25212,25213,25214,25215,25216,25217,25218,25219,25220],{"id":29,"depth":509,"text":30},{"id":2278,"depth":509,"text":2278},{"id":97,"depth":509,"text":97},{"id":24868,"depth":509,"text":24869},{"id":258,"depth":509,"text":258},{"id":2595,"depth":509,"text":2595},{"id":393,"depth":509,"text":393},{"id":428,"depth":509,"text":429},{"id":452,"depth":509,"text":452},{"id":479,"depth":509,"text":479},"\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。",[25224,25227,25230,25232],{"q":25225,"a":25226},"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":25228,"a":25229},"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":24204,"a":25231},"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":25233,"a":25234},"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。",[538],{},[544,545,546,15685,23132,23133],[25239,25243,25247],{"plan":6386,"price":25240,"features":25241,"notes":25242},"$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":1402,"price":25244,"features":25245,"notes":25246},"$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":171,"price":174,"features":25248,"notes":25249},"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",[25252,25253],{"name":23153,"url":23154},{"name":25254,"url":25175},"AI 单测覆盖率攻坚",{"power":568,"ux":569,"price":506,"cn_support":506,"stability":568},{"title":22888,"description":25222},"coding\u002Freview\u002Fqodo",[25259,25261,25263,25265],{"name":25260,"url":25193,"accessed":575},"Toolchase — Qodo Review 2026",{"name":25262,"url":25200,"accessed":575},"Pickuma — Qodo Review 2026",{"name":25264,"url":25186,"accessed":575},"Qodo 官网（产品介绍）",{"name":25266,"url":25207,"accessed":575},"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",[23167,23168,25270,25271,1213,2246,25272,1212],"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",{"tools":4,"reviews":5,"playbooks":2554,"news":890},1782316491352]