[{"data":1,"prerenderedAt":3679},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-openhands":8,"alt-list-openhands":588},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":16,"body":20,"category":515,"chinese_friendly":516,"cover":517,"description":518,"domestic":519,"extension":520,"faq":521,"free":534,"github":535,"languages":536,"lastVerified":539,"meta":540,"models":541,"navigation":534,"notSuitable":541,"opensource":534,"path":542,"pillar":543,"platforms":544,"priceTable":548,"pricing":557,"published":558,"relatedPlaybooks":559,"relatedReviews":541,"score":561,"self_host":534,"seo":563,"seoTitle":564,"slug":565,"sources":566,"stem":576,"suitable":541,"tagline":577,"tags":578,"updated":569,"verdict":585,"website":586,"__hash__":587},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md","OpenHands",[12,13,14,15],"coding\u002Fagent\u002Fdevin","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline","agent\u002Fgeneral\u002Fmanus",[17,18,19],"OpenAI","Anthropic","Google",{"type":21,"value":22,"toc":500},"minimark",[23,28,37,40,43,46,71,74,106,110,166,169,173,178,199,204,224,227,256,259,370,373,413,417,434,437,466,469],[24,25,27],"h2",{"id":26},"tldr","TL;DR",[29,30,31,32,36],"p",{},"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：",[33,34,35],"strong",{},"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。",[29,38,39],{},"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。",[24,41,42],{"id":42},"它是什么",[29,44,45],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[47,48,49,53,56,59,62,65],"ul",{},[50,51,52],"li",{},"文件编辑（多文件 diff\u002Fedit）",[50,54,55],{},"shell command 执行（Docker sandbox 隔离）",[50,57,58],{},"浏览器自动化（点击、表单、截图）",[50,60,61],{},"API 调用 \u002F HTTP 请求",[50,63,64],{},"Git 仓库操作（clone、commit、PR）",[50,66,67,70],{},[33,68,69],{},"MCP 协议","：可挂载任意第三方 tool",[29,72,73],{},"四种使用入口：",[75,76,77,88,94,100],"ol",{},[50,78,79,82,83,87],{},[33,80,81],{},"OSS 自托管","：",[84,85,86],"code",{},"docker run"," 一行起，本地 Web GUI + CLI",[50,89,90,93],{},[33,91,92],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[50,95,96,99],{},[33,97,98],{},"Enterprise","：私有云 + 多用户 + RBAC + 集中 billing",[50,101,102,105],{},[33,103,104],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[24,107,109],{"id":108},"价格2026-06","价格（2026-06）",[111,112,113,129],"table",{},[114,115,116],"thead",{},[117,118,119,123,126],"tr",{},[120,121,122],"th",{},"Plan",[120,124,125],{},"价格",[120,127,128],{},"限制",[130,131,132,145,156],"tbody",{},[117,133,134,139,142],{},[135,136,137],"td",{},[33,138,81],{},[135,140,141],{},"$0",[135,143,144],{},"BYOK，单用户，自己付 LLM 费",[117,146,147,151,153],{},[135,148,149],{},[33,150,92],{},[135,152,141],{},[135,154,155],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[117,157,158,160,163],{},[135,159,98],{},[135,161,162],{},"Custom",[135,164,165],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[29,167,168],{},"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。",[24,170,172],{"id":171},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[29,174,175,82],{},[33,176,177],{},"好的地方",[47,179,180,187,190,193,196],{},[50,181,182,183,186],{},"起步快：",[84,184,185],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[50,188,189],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[50,191,192],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[50,194,195],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[50,197,198],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[29,200,201,82],{},[33,202,203],{},"踩坑",[47,205,206,212,215,218,221],{},[50,207,208,211],{},[33,209,210],{},"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",[50,213,214],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[50,216,217],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[50,219,220],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[50,222,223],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[24,225,226],{"id":226},"上手",[75,228,229,232,237,243,246,249],{},[50,230,231],{},"装 Docker（含 docker-in-docker 支持）",[50,233,234],{},[84,235,236],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[50,238,239,240],{},"一行启动（官方推荐命令在 docs），打开 ",[84,241,242],{},"localhost:3000",[50,244,245],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[50,247,248],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[50,250,251,252,255],{},"进阶：编辑 ",[84,253,254],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[24,257,258],{"id":258},"对比一览",[111,260,261,279],{},[114,262,263],{},[117,264,265,268,270,273,276],{},[120,266,267],{},"维度",[120,269,10],{},[120,271,272],{},"Devin",[120,274,275],{},"Aider",[120,277,278],{},"Manus",[130,280,281,297,310,325,342,355],{},[117,282,283,286,289,292,295],{},[135,284,285],{},"开源",[135,287,288],{},"✅ MIT",[135,290,291],{},"❌",[135,293,294],{},"✅",[135,296,291],{},[117,298,299,302,304,306,308],{},[135,300,301],{},"自托管",[135,303,294],{},[135,305,291],{},[135,307,294],{},[135,309,291],{},[117,311,312,315,317,320,322],{},[135,313,314],{},"起步价",[135,316,141],{},[135,318,319],{},"$20 + ACU",[135,321,141],{},[135,323,324],{},"$39\u002F月",[117,326,327,330,333,336,339],{},[135,328,329],{},"中文",[135,331,332],{},"4\u002F5",[135,334,335],{},"1\u002F5",[135,337,338],{},"3\u002F5",[135,340,341],{},"5\u002F5",[117,343,344,347,349,351,353],{},[135,345,346],{},"Browser use",[135,348,294],{},[135,350,294],{},[135,352,291],{},[135,354,294],{},[117,356,357,360,363,366,368],{},[135,358,359],{},"上手成本",[135,361,362],{},"中（需 Docker）",[135,364,365],{},"低",[135,367,365],{},[135,369,365],{},[24,371,372],{"id":372},"避坑",[47,374,375,381,387,401,407],{},[50,376,377,380],{},[33,378,379],{},"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",[50,382,383,386],{},[33,384,385],{},"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",[50,388,389,392,393,396,397,400],{},[33,390,391],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[84,394,395],{},"summarize the repo","，把结果存到 ",[84,398,399],{},"microagents\u002F","，后续任务上下文更准",[50,402,403,406],{},[33,404,405],{},"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",[50,408,409,412],{},[33,410,411],{},"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",[24,414,416],{"id":415},"适合-不适合","适合 \u002F 不适合",[47,418,419,422,425,428,431],{},[50,420,421],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[50,423,424],{},"✅ 合规 \u002F 私有云部署",[50,426,427],{},"✅ 想做企业内部 AI 开发平台的底座",[50,429,430],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[50,432,433],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[24,435,436],{"id":436},"相关阅读",[47,438,439,447,453,459],{},[50,440,441,446],{},[442,443,445],"a",{"href":444},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin","Devin 评测","（闭源同类）",[50,448,449],{},[442,450,452],{"href":451},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[50,454,455],{},[442,456,458],{"href":457},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[50,460,461,465],{},[442,462,464],{"href":463},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus","Manus 评测","（国产 Cloud 替代）",[24,467,468],{"id":468},"来源",[75,470,471,479,486,493],{},[50,472,473,474],{},"OpenHands 官方 Pricing ",[442,475,476],{"href":476,"rel":477},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[478],"nofollow",[50,480,481,482],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[442,483,484],{"href":484,"rel":485},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[478],[50,487,488,489],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[442,490,491],{"href":491,"rel":492},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[478],[50,494,495,496],{},"OSS-AI-SWE 项目目录 ",[442,497,498],{"href":498,"rel":499},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[478],{"title":501,"searchDepth":502,"depth":502,"links":503},"",3,[504,506,507,508,509,510,511,512,513,514],{"id":26,"depth":505,"text":27},2,{"id":42,"depth":505,"text":42},{"id":108,"depth":505,"text":109},{"id":171,"depth":505,"text":172},{"id":226,"depth":505,"text":226},{"id":258,"depth":505,"text":258},{"id":372,"depth":505,"text":372},{"id":415,"depth":505,"text":416},{"id":436,"depth":505,"text":436},{"id":468,"depth":505,"text":468},"agent",4,"\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。",false,"md",[522,525,528,531],{"q":523,"a":524},"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":526,"a":527},"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":529,"a":530},"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":532,"a":533},"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）。",true,"https:\u002F\u002Fgithub.com\u002FAll-Hands-AI\u002FOpenHands",[537,538],"zh","en","2026-08-02",{},null,"\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands","coding",[545,546,547],"docker","cloud","cli",[549,552,554],{"plan":81,"price":141,"seats":550,"notes":551},"1","MIT，Docker 起，BYOK，单用户",{"plan":92,"price":141,"seats":550,"notes":553},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":98,"price":162,"seats":555,"notes":556},"∞","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","2026-06-19",[560],"onboarding\u002Flegacy-codebase-onboarding",{"power":516,"ux":502,"price":562,"cn_support":516,"stability":502},5,{"title":10,"description":518},"OpenHands 评测 2026：开源 AI 编程 Agent，Devin 替代方案","coding\u002Fagent\u002Fopenhands",[567,570,572,574],{"name":568,"url":476,"accessed":569},"OpenHands 官方 pricing","2026-06-24",{"name":571,"url":484,"accessed":569},"AISO Tools — OpenHands Pricing 2026",{"name":573,"url":491,"accessed":569},"AI Tool Finder — OpenHands Review 2026",{"name":575,"url":498,"accessed":569},"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）",[515,579,580,581,582,583,584],"autonomous","opensource","mit","sandbox","mcp","byok","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","Wi7ZmTMALXIpJh5v9K7ZxnbLUsvH5S0YxXZYgllqqzQ",[589,1116,2155,2734],{"id":590,"title":272,"alternatives":591,"api_compatible":593,"body":594,"category":515,"chinese_friendly":505,"cover":1060,"description":1061,"domestic":519,"extension":520,"faq":1062,"free":519,"github":541,"languages":1075,"lastVerified":539,"meta":1076,"models":541,"navigation":534,"notSuitable":541,"opensource":519,"path":444,"pillar":543,"platforms":1077,"priceTable":1079,"pricing":1091,"published":558,"relatedPlaybooks":1092,"relatedReviews":1094,"score":1096,"self_host":519,"seo":1097,"seoTitle":1098,"slug":12,"sources":1099,"stem":1108,"suitable":541,"tagline":1109,"tags":1110,"updated":569,"verdict":1113,"website":1114,"__hash__":1115},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md",[565,15,592],"coding\u002Fcli\u002Fclaude-code",[17,18],{"type":21,"value":595,"toc":1048},[596,598,601,604,606,609,633,636,640,645,715,720,778,781,784,788,802,806,823,825,842,844,941,943,975,977,994,996,1016,1018],[24,597,27],{"id":26},[29,599,600],{},"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。",[29,602,603],{},"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。",[24,605,42],{"id":42},[29,607,608],{},"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：",[75,610,611,618,624,627,630],{},[50,612,613,614,617],{},"进 sandbox、",[84,615,616],{},"git clone"," 仓库、看 README、构建 Devin Wiki",[50,619,620,623],{},[33,621,622],{},"Interactive Planning","：跟你确认实现方案",[50,625,626],{},"写代码、跑测试、调浏览器看结果",[50,628,629],{},"失败自己排查、改、再试（带 citations 引用代码行）",[50,631,632],{},"提 PR、回 Slack「搞定」",[29,634,635],{},"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。",[24,637,639],{"id":638},"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）",[29,641,642],{},[33,643,644],{},"Cloud Devin（按 ACU 计费）",[111,646,647,665],{},[114,648,649],{},[117,650,651,653,656,659,662],{},[120,652,122],{},[120,654,655],{},"月费",[120,657,658],{},"ACU 价",[120,660,661],{},"并发",[120,663,664],{},"关键能力",[130,666,667,686,702],{},[117,668,669,674,677,680,683],{},[135,670,671],{},[33,672,673],{},"Core",[135,675,676],{},"$20 起步（PAYG）",[135,678,679],{},"$2.25\u002FACU",[135,681,682],{},"10",[135,684,685],{},"Devin IDE、Ask Devin、Wiki",[117,687,688,691,694,697,699],{},[135,689,690],{},"Team",[135,692,693],{},"$500 含 250 ACU",[135,695,696],{},"$2\u002FACU（含内）",[135,698,555],{},[135,700,701],{},"API、专属 Slack 频道、early access",[117,703,704,706,708,710,712],{},[135,705,98],{},[135,707,162],{},[135,709,162],{},[135,711,555],{},[135,713,714],{},"VPC、SSO、Custom Devins",[29,716,717],{},[33,718,719],{},"Devin Desktop（2026-06 Windsurf 改名后）",[111,721,722,733],{},[114,723,724],{},[117,725,726,728,730],{},[120,727,122],{},[120,729,125],{},[120,731,732],{},"适用",[130,734,735,745,756,767],{},[117,736,737,740,742],{},[135,738,739],{},"Free",[135,741,141],{},[135,743,744],{},"轻量配额",[117,746,747,750,753],{},[135,748,749],{},"Pro",[135,751,752],{},"$20\u002F月",[135,754,755],{},"个人开发者",[117,757,758,761,764],{},[135,759,760],{},"Max",[135,762,763],{},"$200\u002F月",[135,765,766],{},"重度用户",[117,768,769,772,775],{},[135,770,771],{},"Teams",[135,773,774],{},"$80\u002F月 + $40\u002F席",[135,776,777],{},"团队",[29,779,780],{},"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。",[24,782,783],{"id":783},"实测",[29,785,786,82],{},[33,787,177],{},[47,789,790,793,796,799],{},[50,791,792],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[50,794,795],{},"Devin Wiki 自动生成的代码库地图很有用",[50,797,798],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[50,800,801],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[29,803,804,82],{},[33,805,203],{},[47,807,808,811,814,817,820],{},[50,809,810],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[50,812,813],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[50,815,816],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[50,818,819],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[50,821,822],{},"Free trial 没有，最低要先付 $20 才能试",[24,824,226],{"id":226},[75,826,827,830,833,836,839],{},[50,828,829],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[50,831,832],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[50,834,835],{},"给一个 issue + 验收标准（越具体越省 ACU）",[50,837,838],{},"Interactive Planning：审一遍方案",[50,840,841],{},"Devin 自动跑、PR 自动开、等 review",[24,843,258],{"id":258},[111,845,846,861],{},[114,847,848],{},[117,849,850,852,854,856,858],{},[120,851,267],{},[120,853,272],{},[120,855,10],{},[120,857,278],{},[120,859,860],{},"Claude Code",[130,862,863,880,894,909,925],{},[117,864,865,868,871,874,877],{},[135,866,867],{},"模式",[135,869,870],{},"异步 Cloud Agent",[135,872,873],{},"自托管 \u002F Cloud",[135,875,876],{},"异步 Cloud",[135,878,879],{},"同步 CLI",[117,881,882,884,886,889,891],{},[135,883,314],{},[135,885,319],{},[135,887,888],{},"免费（开源）",[135,890,324],{},[135,892,893],{},"Pro $20\u002F月",[117,895,896,898,901,904,907],{},[135,897,661],{},[135,899,900],{},"10–∞",[135,902,903],{},"自托管无限",[135,905,906],{},"5+",[135,908,550],{},[117,910,911,913,916,919,922],{},[135,912,329],{},[135,914,915],{},"弱",[135,917,918],{},"强（社区维护）",[135,920,921],{},"强（国产）",[135,923,924],{},"中",[117,926,927,930,933,936,938],{},[135,928,929],{},"沙箱",[135,931,932],{},"内置云端",[135,934,935],{},"Docker \u002F Cloud",[135,937,932],{},[135,939,940],{},"本地",[24,942,372],{"id":372},[47,944,945,951,957,963,969],{},[50,946,947,950],{},[33,948,949],{},"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」",[50,952,953,956],{},[33,954,955],{},"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",[50,958,959,962],{},[33,960,961],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[50,964,965,968],{},[33,966,967],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[50,970,971,974],{},[33,972,973],{},"国内团队三思","：网络、定价、语言成本叠加后，单位产出 ROI 不一定胜过 Cursor + Claude",[24,976,416],{"id":415},[47,978,979,982,985,988,991],{},[50,980,981],{},"✅ 海外团队、英文项目、批量化的中小 task",[50,983,984],{},"✅ 想做「夜跑 agent」流水线的工程团队",[50,986,987],{},"❌ 中文项目、国内个人开发者",[50,989,990],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[50,992,993],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[24,995,436],{"id":436},[47,997,998,1004,1009],{},[50,999,1000,1003],{},[442,1001,1002],{"href":542},"OpenHands 评测","（Devin 的开源平替）",[50,1005,1006,1008],{},[442,1007,464],{"href":463},"（国产 cloud agent）",[50,1010,1011,1015],{},[442,1012,1014],{"href":1013},"\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","Claude Code 评测","（同步替代方案）",[24,1017,468],{"id":468},[75,1019,1020,1027,1034,1041],{},[50,1021,1022,1023],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[442,1024,1025],{"href":1025,"rel":1026},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[478],[50,1028,1029,1030],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[442,1031,1032],{"href":1032,"rel":1033},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[478],[50,1035,1036,1037],{},"eesel — Cognition AI Pricing Explained ",[442,1038,1039],{"href":1039,"rel":1040},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[478],[50,1042,1043,1044],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[442,1045,1046],{"href":1046,"rel":1047},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[478],{"title":501,"searchDepth":502,"depth":502,"links":1049},[1050,1051,1052,1053,1054,1055,1056,1057,1058,1059],{"id":26,"depth":505,"text":27},{"id":42,"depth":505,"text":42},{"id":638,"depth":505,"text":639},{"id":783,"depth":505,"text":783},{"id":226,"depth":505,"text":226},{"id":258,"depth":505,"text":258},{"id":372,"depth":505,"text":372},{"id":415,"depth":505,"text":416},{"id":436,"depth":505,"text":436},{"id":468,"depth":505,"text":468},"\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。",[1063,1066,1069,1072],{"q":1064,"a":1065},"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":1067,"a":1068},"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":1070,"a":1071},"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":1073,"a":1074},"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],{},[546,1078],"desktop",[1080,1084,1088],{"plan":1081,"price":1082,"seats":550,"notes":1083},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":690,"price":1085,"seats":1086,"notes":1087},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":98,"price":162,"seats":1089,"notes":1090},"—","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",[1093],"review\u002Fai-pr-review-pipeline",[1095],"augment-deep-review",{"power":562,"ux":516,"price":505,"cn_support":505,"stability":516},{"title":272,"description":1061},"Devin AI 编程 Agent 评测 2026：Cognition 出品，自动驾驶代码生成",[1100,1102,1104,1106],{"name":1101,"url":1025,"accessed":569},"SiliconAngle — Devin 2.0 launch",{"name":1103,"url":1032,"accessed":569},"CostBench — Devin AI Pricing 2026",{"name":1105,"url":1039,"accessed":569},"eesel — Cognition AI Pricing",{"name":1107,"url":1046,"accessed":569},"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",[515,579,546,1111,1112],"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","MA81RLifvrit8tLQc807RgMZSU7N3U4Sbogf1MrCYJ4",{"id":1117,"title":275,"alternatives":1118,"api_compatible":541,"body":1120,"category":547,"chinese_friendly":502,"cover":2106,"description":2107,"domestic":519,"extension":520,"faq":541,"free":534,"github":1585,"languages":2108,"lastVerified":539,"meta":2109,"models":541,"navigation":534,"notSuitable":541,"opensource":534,"path":451,"pillar":543,"platforms":2110,"priceTable":2114,"pricing":2124,"published":2125,"relatedPlaybooks":541,"relatedReviews":2126,"score":2132,"self_host":534,"seo":2133,"seoTitle":2134,"slug":13,"sources":2135,"stem":2148,"suitable":541,"tagline":2149,"tags":2150,"updated":569,"verdict":2153,"website":2036,"__hash__":2154},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Faider.md",[592,1119,14],"coding\u002Fcli\u002Fcodex",{"type":21,"value":1121,"toc":2089},[1122,1124,1152,1158,1161,1166,1169,1206,1210,1218,1238,1241,1293,1298,1301,1309,1381,1384,1388,1391,1395,1572,1575,1622,1634,1637,1675,1678,1811,1816,1838,1841,1939,1941,1944,1970,1973,1987,1989,2027,2029,2077,2085],[24,1123,27],{"id":26},[1125,1126,1131,1141],"div",{"className":1127},[1128,1129,1130],"card","p-5","my-4",[29,1132,1133,1136,1137,1140],{},[33,1134,1135],{},"一句话："," 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 ",[84,1138,1139],{},"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。",[29,1142,1143,1144,1147,1148,1151],{},"代价是",[33,1145,1146],{},"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 ",[442,1149,860],{"href":1150},"\u002Fcoding\u002Fcli\u002Fclaude-code.html"," 用户都觉得\"为啥不直接 aider\"。",[1153,1154,1155],"blockquote",{},[29,1156,1157],{},"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。",[24,1159,1160],{"id":1160},"核心特性",[1162,1163,1165],"h3",{"id":1164},"git-原生每次改动-一次-commit","Git 原生：每次改动 = 一次 commit",[29,1167,1168],{},"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：",[47,1170,1171,1182,1192,1203],{},[50,1172,1173,1174,1177,1178,1181],{},"每次对话改完代码，自动 ",[84,1175,1176],{},"git add"," + ",[84,1179,1180],{},"git commit","，commit message 由 weak-model 生成",[50,1183,1184,1185,1188,1189],{},"想撤回上一步：",[84,1186,1187],{},"\u002Fundo"," 或者直接 ",[84,1190,1191],{},"git reset",[50,1193,1194,1195,1198,1199,1202],{},"改坏了想从分叉点重来：",[84,1196,1197],{},"git checkout \u003Chash>"," 后继续 ",[84,1200,1201],{},"aider","，对话上下文还在",[50,1204,1205],{},"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",[1162,1207,1209],{"id":1208},"architect-模式两个模型分工","Architect 模式：两个模型分工",[29,1211,1212,1213,82],{},"Architect 模式把\"想方案\"和\"写代码\"拆给两个模型——根据 ",[442,1214,1217],{"href":1215,"rel":1216},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Fmodes.html",[478],"官方 modes 文档",[47,1219,1220,1226,1232],{},[50,1221,1222,1225],{},[84,1223,1224],{},"--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",[50,1227,1228,1231],{},[84,1229,1230],{},"--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",[50,1233,1234,1237],{},[84,1235,1236],{},"--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",[29,1239,1240],{},"启动示例：",[1242,1243,1247],"pre",{"className":1244,"code":1245,"language":1246,"meta":501,"style":501},"language-bash shiki shiki-themes github-light github-dark","aider --architect \\\n  --model deepseek\u002Fdeepseek-reasoner \\\n  --editor-model claude-3-5-sonnet-20241022 \\\n  --weak-model gpt-4o-mini\n","bash",[84,1248,1249,1264,1275,1285],{"__ignoreMap":501},[1250,1251,1254,1257,1261],"span",{"class":1252,"line":1253},"line",1,[1250,1255,1201],{"class":1256},"sScJk",[1250,1258,1260],{"class":1259},"sj4cs"," --architect",[1250,1262,1263],{"class":1259}," \\\n",[1250,1265,1266,1269,1273],{"class":1252,"line":505},[1250,1267,1268],{"class":1259},"  --model",[1250,1270,1272],{"class":1271},"sZZnC"," deepseek\u002Fdeepseek-reasoner",[1250,1274,1263],{"class":1259},[1250,1276,1277,1280,1283],{"class":1252,"line":502},[1250,1278,1279],{"class":1259},"  --editor-model",[1250,1281,1282],{"class":1271}," claude-3-5-sonnet-20241022",[1250,1284,1263],{"class":1259},[1250,1286,1287,1290],{"class":1252,"line":516},[1250,1288,1289],{"class":1259},"  --weak-model",[1250,1291,1292],{"class":1271}," gpt-4o-mini\n",[1153,1294,1295],{},[29,1296,1297],{},"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。",[1162,1299,1300],{"id":1300},"几乎能接所有模型",[29,1302,1303,1308],{},[442,1304,1307],{"href":1305,"rel":1306},"https:\u002F\u002Faider.chat\u002Fdocs\u002Fllms.html",[478],"Aider 官方推荐"," 的\"最佳模型清单\"：",[111,1310,1311,1324],{},[114,1312,1313],{},[117,1314,1315,1318,1321],{},[120,1316,1317],{},"厂商",[120,1319,1320],{},"推荐模型",[120,1322,1323],{},"备注",[130,1325,1326,1336,1346,1357,1371],{},[117,1327,1328,1330,1333],{},[135,1329,18],{},[135,1331,1332],{},"Claude Sonnet 4 \u002F 3.7 Sonnet",[135,1334,1335],{},"编辑能力最稳",[117,1337,1338,1340,1343],{},[135,1339,19],{},[135,1341,1342],{},"Gemini 2.5 Pro",[135,1344,1345],{},"超长上下文",[117,1347,1348,1351,1354],{},[135,1349,1350],{},"DeepSeek",[135,1352,1353],{},"R1 + V3",[135,1355,1356],{},"性价比之王",[117,1358,1359,1361,1368],{},[135,1360,17],{},[135,1362,1363,1364],{},"o3 \u002F o4-mini \u002F GPT-4.1 \u002F ",[442,1365,1367],{"href":1366},"\u002Fmodels\u002Fgpt-5.html","GPT-5",[135,1369,1370],{},"reasoning 路径",[117,1372,1373,1375,1378],{},[135,1374,940],{},[135,1376,1377],{},"Ollama \u002F LM Studio 兼容 OpenAI API",[135,1379,1380],{},"完全离线",[29,1382,1383],{},"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。",[1162,1385,1387],{"id":1386},"repo-map上下文召回的核心机制","Repo map：上下文召回的核心机制",[29,1389,1390],{},"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。",[24,1392,1394],{"id":1393},"上手-5-分钟","上手 5 分钟",[1242,1396,1398],{"className":1244,"code":1397,"language":1246,"meta":501,"style":501},"# 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",[84,1399,1400,1406,1432,1437,1442,1450,1455,1461,1478,1491,1503,1508,1514,1520,1525,1531,1542,1552,1557,1563],{"__ignoreMap":501},[1250,1401,1402],{"class":1252,"line":1253},[1250,1403,1405],{"class":1404},"sJ8bj","# 1. 安装（要 Python 3.9+）\n",[1250,1407,1408,1411,1414,1417,1420,1423,1426,1429],{"class":1252,"line":505},[1250,1409,1410],{"class":1256},"python",[1250,1412,1413],{"class":1259}," -m",[1250,1415,1416],{"class":1271}," pip",[1250,1418,1419],{"class":1271}," install",[1250,1421,1422],{"class":1259}," -U",[1250,1424,1425],{"class":1259}," --upgrade-strategy",[1250,1427,1428],{"class":1271}," only-if-needed",[1250,1430,1431],{"class":1271}," aider-chat\n",[1250,1433,1434],{"class":1252,"line":502},[1250,1435,1436],{"emptyLinePlaceholder":534},"\n",[1250,1438,1439],{"class":1252,"line":516},[1250,1440,1441],{"class":1404},"# 2. 进入 git 仓库\n",[1250,1443,1444,1447],{"class":1252,"line":562},[1250,1445,1446],{"class":1259},"cd",[1250,1448,1449],{"class":1271}," your-project\n",[1250,1451,1453],{"class":1252,"line":1452},6,[1250,1454,1436],{"emptyLinePlaceholder":534},[1250,1456,1458],{"class":1252,"line":1457},7,[1250,1459,1460],{"class":1404},"# 3. 设置 API key（任选其一）\n",[1250,1462,1464,1468,1472,1475],{"class":1252,"line":1463},8,[1250,1465,1467],{"class":1466},"szBVR","export",[1250,1469,1471],{"class":1470},"sVt8B"," ANTHROPIC_API_KEY",[1250,1473,1474],{"class":1466},"=",[1250,1476,1477],{"class":1470},"sk-ant-...\n",[1250,1479,1481,1483,1486,1488],{"class":1252,"line":1480},9,[1250,1482,1467],{"class":1466},[1250,1484,1485],{"class":1470}," DEEPSEEK_API_KEY",[1250,1487,1474],{"class":1466},[1250,1489,1490],{"class":1470},"sk-...\n",[1250,1492,1494,1496,1499,1501],{"class":1252,"line":1493},10,[1250,1495,1467],{"class":1466},[1250,1497,1498],{"class":1470}," OPENAI_API_KEY",[1250,1500,1474],{"class":1466},[1250,1502,1490],{"class":1470},[1250,1504,1506],{"class":1252,"line":1505},11,[1250,1507,1436],{"emptyLinePlaceholder":534},[1250,1509,1511],{"class":1252,"line":1510},12,[1250,1512,1513],{"class":1404},"# 4. 启动（默认会用环境变量里第一个能识别的 key）\n",[1250,1515,1517],{"class":1252,"line":1516},13,[1250,1518,1519],{"class":1256},"aider\n",[1250,1521,1523],{"class":1252,"line":1522},14,[1250,1524,1436],{"emptyLinePlaceholder":534},[1250,1526,1528],{"class":1252,"line":1527},15,[1250,1529,1530],{"class":1404},"# 或指定模型\n",[1250,1532,1534,1536,1539],{"class":1252,"line":1533},16,[1250,1535,1201],{"class":1256},[1250,1537,1538],{"class":1259}," --model",[1250,1540,1541],{"class":1271}," deepseek\u002Fdeepseek-chat\n",[1250,1543,1545,1547,1549],{"class":1252,"line":1544},17,[1250,1546,1201],{"class":1256},[1250,1548,1538],{"class":1259},[1250,1550,1551],{"class":1271}," claude-3-5-sonnet-20241022\n",[1250,1553,1555],{"class":1252,"line":1554},18,[1250,1556,1436],{"emptyLinePlaceholder":534},[1250,1558,1560],{"class":1252,"line":1559},19,[1250,1561,1562],{"class":1404},"# 5. 在 aider 里直接用自然语言下指令\n",[1250,1564,1566,1569],{"class":1252,"line":1565},20,[1250,1567,1568],{"class":1466},">",[1250,1570,1571],{"class":1470}," 把 server\u002Fapi\u002Fuser.ts 里的 getUserById 改成支持批量查询\n",[24,1573,1574],{"id":1574},"价格与运行成本",[47,1576,1577,1589,1605],{},[50,1578,1579,1582,1583,1588],{},[33,1580,1581],{},"Aider 本体","：开源免费（",[442,1584,1587],{"href":1585,"rel":1586},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[478],"Apache 2.0 协议","，根据官方 GitHub 仓库 LICENSE）",[50,1590,1591,1594,1595,1599,1600,1604],{},[33,1592,1593],{},"真正的成本是模型 API key","：100% 自带——这是 Aider 与 ",[442,1596,1598],{"href":1597},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor"," \u002F ",[442,1601,1603],{"href":1602},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf"," 最大的商业模式差异",[50,1606,1607,1608],{},"单次会话典型消耗：\n",[47,1609,1610,1613,1616],{},[50,1611,1612],{},"用 Sonnet 4 改 1 个中型 PR（10-15 文件）：约 $0.5-2 美元",[50,1614,1615],{},"用 DeepSeek-V3 同等任务：约 $0.05-0.2 美元",[50,1617,1618,1619,1621],{},"用 ",[442,1620,1367],{"href":1366}," reasoning：根据推理深度，可能到 $3-8",[29,1623,1624,1625,1177,1629,1633],{},"走 ",[442,1626,1628],{"href":1627},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[442,1630,1632],{"href":1215,"rel":1631},[478],"Architect 模式"," 是当前性价比最高的组合，国内付款也直接。",[24,1635,1636],{"id":1636},"国内使用注意事项",[75,1638,1639,1648,1654,1669],{},[50,1640,1641,1644,1645],{},[33,1642,1643],{},"直连 OpenAI \u002F Anthropic 需要代理","——Aider 没有内置代理设置，靠环境变量 ",[84,1646,1647],{},"HTTPS_PROXY",[50,1649,1650,1653],{},[33,1651,1652],{},"DeepSeek \u002F Qwen \u002F GLM 直连无障碍","——国内付款，国内带宽，体验最好",[50,1655,1656,1659,1660,1663,1664,1668],{},[33,1657,1658],{},"支持自定义 base_url","：通过 ",[84,1661,1662],{},"OPENAI_API_BASE"," 环境变量接 ",[442,1665,1667],{"href":1666},"\u002Fcoding\u002Fapi\u002Fone-api.html","国内中转 \u002F 硅基流动 \u002F OneAPI"," 都行",[50,1670,1671,1674],{},[33,1672,1673],{},"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",[24,1676,1677],{"id":1677},"与同类怎么选",[111,1679,1680,1704],{},[114,1681,1682],{},[117,1683,1684,1686,1688,1692,1698],{},[120,1685,267],{},[120,1687,275],{},[120,1689,1690],{},[442,1691,860],{"href":1150},[120,1693,1694],{},[442,1695,1697],{"href":1696},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[120,1699,1700],{},[442,1701,1703],{"href":1702},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline",[130,1705,1706,1718,1734,1750,1766,1780,1794],{},[117,1707,1708,1710,1712,1714,1716],{},[135,1709,285],{},[135,1711,294],{},[135,1713,291],{},[135,1715,291],{},[135,1717,294],{},[117,1719,1720,1723,1726,1729,1732],{},[135,1721,1722],{},"模型选择",[135,1724,1725],{},"任意",[135,1727,1728],{},"仅 Anthropic",[135,1730,1731],{},"仅 OpenAI",[135,1733,1725],{},[117,1735,1736,1739,1742,1745,1748],{},[135,1737,1738],{},"自带 API key",[135,1740,1741],{},"✅ 必须",[135,1743,1744],{},"可选（订阅替代）",[135,1746,1747],{},"可选",[135,1749,1741],{},[117,1751,1752,1755,1758,1761,1764],{},[135,1753,1754],{},"Git 集成",[135,1756,1757],{},"★★★★★",[135,1759,1760],{},"★★★☆☆",[135,1762,1763],{},"★★☆☆☆",[135,1765,1760],{},[117,1767,1768,1771,1774,1776,1778],{},[135,1769,1770],{},"学习曲线",[135,1772,1773],{},"★★★★☆ 陡",[135,1775,1763],{},[135,1777,1763],{},[135,1779,1760],{},[117,1781,1782,1785,1788,1790,1792],{},[135,1783,1784],{},"Architect 双模型",[135,1786,1787],{},"✅ 原生",[135,1789,291],{},[135,1791,291],{},[135,1793,291],{},[117,1795,1796,1799,1802,1805,1808],{},[135,1797,1798],{},"VS Code 集成",[135,1800,1801],{},"通过第三方插件",[135,1803,1804],{},"通过 Cursor 等",[135,1806,1807],{},"仅 CLI",[135,1809,1810],{},"★★★★★ 原生",[29,1812,1813,82],{},[33,1814,1815],{},"怎么选",[47,1817,1818,1821,1826,1831],{},[50,1819,1820],{},"不想被锁在某家厂商，要随时切换 DeepSeek \u002F Claude \u002F GPT → Aider",[50,1822,1823,1824],{},"已经买 Claude Pro \u002F Max 订阅 → ",[442,1825,860],{"href":1150},[50,1827,1828,1829],{},"已经买 ChatGPT Plus \u002F Pro → ",[442,1830,1697],{"href":1696},[50,1832,1833,1834,1599,1836],{},"习惯 VS Code 不想离开 GUI → ",[442,1835,1703],{"href":1702},[442,1837,1598],{"href":1597},[24,1839,1840],{"id":1840},"避坑清单",[47,1842,1843,1856,1873,1892,1901,1917,1925],{},[50,1844,1845,1848,1849,1852,1853,1855],{},[33,1846,1847],{},"没在 git 仓库里跑会被警告","：Aider 强烈建议你 ",[84,1850,1851],{},"git init"," 后再用，否则 ",[84,1854,1187],{}," 不能用，自动 commit 也无意义。",[50,1857,1858,1864,1865,1868,1869,1872],{},[33,1859,1860,1863],{},[84,1861,1862],{},"\u002Fadd"," 之前的文件不会被 Aider 看见","：和 Cursor ",[84,1866,1867],{},"@codebase"," 不同，Aider 默认只看 repo map，需要修改的文件要 ",[84,1870,1871],{},"\u002Fadd path\u002Fto\u002Ffile"," 显式加入对话。这是新手最容易卡住的地方。",[50,1874,1875,1878,1879,1884,1885,1888,1889,1891],{},[33,1876,1877],{},"Architect 模式有 prompt injection 风险","：根据 GitHub issue ",[442,1880,1883],{"href":1881,"rel":1882},"https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider\u002Fissues\u002F5058",[478],"#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 ",[84,1886,1887],{},"--yes"," 自动接受前确认 architect 输出；不要在不可信项目上开 architect mode + ",[84,1890,1887],{}," 组合。",[50,1893,1894,1900],{},[33,1895,1896,1899],{},[84,1897,1898],{},"--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。",[50,1902,1903,1906,1907,1910,1911,1916],{},[33,1904,1905],{},"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 ",[84,1908,1909],{},"num_ctx","（见 ",[442,1912,1915],{"href":1913,"rel":1914},"https:\u002F\u002Faider.chat\u002F2025\u002F01\u002F28\u002Fdeepseek-down.html",[478],"DeepSeek alternative providers 一文","）。",[50,1918,1919,1924],{},[33,1920,1921,1923],{},[84,1922,1230],{}," 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。",[50,1926,1927,1930,1931,1934,1935,1938],{},[33,1928,1929],{},"中文 commit message 默认不开","：可以 ",[84,1932,1933],{},"aider --commit-prompt \"...中文....\""," 或 ",[84,1936,1937],{},".aider.conf.yml"," 配置中改。",[24,1940,416],{"id":415},[29,1942,1943],{},"✅ 适合：",[47,1945,1946,1949,1952,1955,1958,1961],{},[50,1947,1948],{},"命令行重度用户、tmux \u002F Neovim 工作流",[50,1950,1951],{},"多模型试用 \u002F 比价场景（一行命令切换）",[50,1953,1954],{},"开源项目维护者（git 工作流原生融入）",[50,1956,1957],{},"想要完全离线（Ollama + 本地模型）",[50,1959,1960],{},"对 token 成本敏感（DeepSeek + Aider 组合极便宜）",[50,1962,1963,1964,1969],{},"跨语言项目（",[442,1965,1968],{"href":1966,"rel":1967},"https:\u002F\u002Faider.chat\u002Fdocs\u002Flanguages.html",[478],"官方支持 100+ 语言","）",[29,1971,1972],{},"❌ 不适合：",[47,1974,1975,1978,1981,1984],{},[50,1976,1977],{},"习惯 GUI \u002F 不愿读命令行文档的人",[50,1979,1980],{},"想\"一键智能\"、不愿配置环境变量",[50,1982,1983],{},"团队协作场景（没有共享 sessions \u002F 协作 UI）",[50,1985,1986],{},"Windows 纯小白（虽然能跑，但 Python 环境 + git CLI 双依赖门槛高）",[24,1988,436],{"id":436},[47,1990,1991,2000,2009,2020],{},[50,1992,1993,1994,1599,1996,1599,1998],{},"同类对比：",[442,1995,860],{"href":1150},[442,1997,1697],{"href":1696},[442,1999,1703],{"href":1702},[50,2001,2002,2003,1599,2007],{},"推理模型选择：",[442,2004,2006],{"href":2005},"\u002Fmodels\u002Fdeepseek-r1.html","DeepSeek R1",[442,2008,1367],{"href":1366},[50,2010,2011,2012,1599,2016],{},"协议生态：",[442,2013,2015],{"href":2014},"\u002Fwiki\u002Fmcp.html","MCP",[442,2017,2019],{"href":2018},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[50,2021,2022,2023],{},"工作流：",[442,2024,2026],{"href":2025},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[24,2028,468],{"id":468},[47,2030,2031,2038,2045,2051,2057,2063,2070],{},[50,2032,2033,2034],{},"官网：",[442,2035,2036],{"href":2036,"rel":2037},"https:\u002F\u002Faider.chat",[478],[50,2039,2040,2041],{},"官方文档：",[442,2042,2043],{"href":2043,"rel":2044},"https:\u002F\u002Faider.chat\u002Fdocs\u002F",[478],[50,2046,2047,2048],{},"Chat Modes 文档：",[442,2049,1215],{"href":1215,"rel":2050},[478],[50,2052,2053,2054],{},"LLM 兼容列表：",[442,2055,1305],{"href":1305,"rel":2056},[478],[50,2058,2059,2060],{},"GitHub：",[442,2061,1585],{"href":1585,"rel":2062},[478],[50,2064,2065,2066],{},"发布历史：",[442,2067,2068],{"href":2068,"rel":2069},"https:\u002F\u002Faider.chat\u002FHISTORY.html",[478],[50,2071,2072,2073],{},"PyPI：",[442,2074,2075],{"href":2075,"rel":2076},"https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat",[478],[29,2078,2079,2080,2084],{},"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 ",[442,2081,2083],{"href":2082},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",[2086,2087,2088],"style",{},"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: 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+ 任意 LLM（OpenAI \u002F Anthropic \u002F Gemini \u002F DeepSeek \u002F 本地）+ Git 自动 commit","Apache 2.0 \u002F 自带 API key",{"plan":2120,"price":2121,"features":2122,"notes":2123},"模型 API 调用费","按量","实际花销 = 你接的模型计费（DeepSeek 极便宜 \u002F Claude Sonnet 中等 \u002F GPT-4o 较贵）","Aider 本身不收费，只产生模型 token 费","开源免费 \u002F 自带 API key","2026-06-18",[2127,2128,2129,2130,2131],"ai-coding-tool-decision-tree","aider-deep-review","claude-code-deep-review","cline-deep-review","codex-deep-review",{"power":516,"ux":502,"price":562,"cn_support":502,"stability":562},{"title":275,"description":2107},"Aider 评测 2026：开源终端 AI 编程助手，多模型支持，CLI 工作流",[2136,2138,2140,2142,2144,2146],{"title":2137,"url":2043},"Aider 官方文档",{"title":2139,"url":1215},"Aider Chat Modes 文档",{"title":2141,"url":1305},"Aider 支持的 LLM 列表",{"title":2143,"url":1585},"Aider GitHub 仓库",{"title":2145,"url":2068},"Aider Release History",{"title":2147,"url":2075},"PyPI: aider-chat","tools\u002Fcoding\u002Fcli\u002Faider","Git 原生 AI 编程 CLI，commit 即动作",[547,515,580,2151,2152],"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。","arTAa0D5oQZdCTxj1FwsIdXZ2vTGDdBlLMrCBSNE9pA",{"id":2156,"title":1703,"alternatives":2157,"api_compatible":2160,"body":2167,"category":547,"chinese_friendly":516,"cover":2660,"description":2661,"domestic":519,"extension":520,"faq":2662,"free":534,"github":2620,"languages":2678,"lastVerified":539,"meta":2679,"models":2680,"navigation":534,"notSuitable":2686,"opensource":534,"path":457,"pillar":543,"platforms":2690,"priceTable":2691,"pricing":2703,"published":2125,"relatedPlaybooks":2704,"relatedReviews":2707,"score":2708,"self_host":534,"seo":2709,"seoTitle":2710,"slug":14,"sources":2711,"stem":2720,"suitable":2721,"tagline":2727,"tags":2728,"updated":569,"verdict":2732,"website":2614,"__hash__":2733},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fcline.md",[2158,13,592,2159],"coding\u002Fcli\u002Froo-code","coding\u002Fide\u002Fcursor",[2161,2162,2163,2164,2165,2166],"openai","anthropic","openrouter","bedrock","vertex","ollama",{"type":21,"value":2168,"toc":2644},[2169,2171,2186,2189,2192,2220,2223,2225,2274,2279,2290,2294,2299,2303,2337,2340,2344,2355,2359,2362,2364,2372,2375,2504,2506,2567,2569,2576,2578,2606,2608,2636],[24,2170,27],{"id":26},[1125,2172,2174,2183],{"className":2173},[1128,1129,1130],[29,2175,2176,2178,2179,2182],{},[33,2177,1135],{}," Cline 是 VS Code 里的开源 AI Agent 插件（Apache-2.0，58k+ stars），",[33,2180,2181],{},"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。",[29,2184,2185],{},"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。",[24,2187,2188],{"id":2188},"它到底是个什么",[29,2190,2191],{},"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：",[47,2193,2194,2200,2206,2215],{},[50,2195,2196,2199],{},[33,2197,2198],{},"形态","：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。",[50,2201,2202,2205],{},[33,2203,2204],{},"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。",[50,2207,2208,2210,2211,2214],{},[33,2209,2015],{},"：原生支持 MCP 协议，并维护一个",[33,2212,2213],{},"社区 Marketplace","——比 Cursor \u002F Claude Code 的 MCP 生态都大。",[50,2216,2217,2219],{},[33,2218,285],{},"：Apache-2.0，可 fork \u002F 审计 \u002F 自部署，企业合规友好。",[29,2221,2222],{},"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）。",[24,2224,125],{"id":125},[111,2226,2227,2239],{},[114,2228,2229],{},[117,2230,2231,2234,2236],{},[120,2232,2233],{},"档位",[120,2235,125],{},[120,2237,2238],{},"说明",[130,2240,2241,2252,2263],{},[117,2242,2243,2246,2249],{},[135,2244,2245],{},"插件本体",[135,2247,2248],{},"免费",[135,2250,2251],{},"Apache-2.0 开源",[117,2253,2254,2257,2260],{},[135,2255,2256],{},"BYOK",[135,2258,2259],{},"按 API 计费",[135,2261,2262],{},"0 厂商抽成，付的钱全进 API 厂商口袋",[117,2264,2265,2268,2271],{},[135,2266,2267],{},"Cline Teams",[135,2269,2270],{},"询价",[135,2272,2273],{},"SSO + RBAC + 集中策略 + 审计 + 用量分析",[29,2275,2276],{},[33,2277,2278],{},"真实成本范例（参考）：",[47,2280,2281,2284,2287],{},[50,2282,2283],{},"Claude Sonnet 4.6 BYOK：$3 \u002F $15 per 1M token（input\u002Foutput），重度日用 $30-100\u002F月",[50,2285,2286],{},"DeepSeek V4 Pro BYOK：$0.435 \u002F $0.87 per 1M token，重度日用 $5-15\u002F月",[50,2288,2289],{},"Ollama 本地：$0（电费忽略），但需要 RTX 3090+ 才能跑 Qwen2.5-Coder 32B",[24,2291,2293],{"id":2292},"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）",[1153,2295,2296],{},[29,2297,2298],{},"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。",[1162,2300,2302],{"id":2301},"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",[75,2304,2305,2308,2324,2330],{},[50,2306,2307],{},"输入任务：\"在这个 Express 项目里加一个 \u002Fapi\u002Fusers\u002Fme endpoint\"",[50,2309,2310,2313,2314,1177,2317,1177,2320,2323],{},[33,2311,2312],{},"Plan 阶段","：Cline 先读 ",[84,2315,2316],{},"package.json",[84,2318,2319],{},"app.js",[84,2321,2322],{},"routes\u002F","，列出需要新建\u002F修改的文件",[50,2325,2326,2329],{},[33,2327,2328],{},"Act 阶段","：每改一个文件、每跑一条命令都弹审批",[50,2331,2332,2333,2336],{},"完成后跑 ",[84,2334,2335],{},"npm test"," 验证",[29,2338,2339],{},"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。",[1162,2341,2343],{"id":2342},"任务-2byok-切到-deepseek-压成本","任务 2：BYOK 切到 DeepSeek 压成本",[29,2345,2346,2347,2350,2351,2354],{},"设置里选 OpenAI-compatible，base URL 填 DeepSeek 的 endpoint（",[84,2348,2349],{},"https:\u002F\u002Fapi.deepseek.com","），key 填好，模型选 ",[84,2352,2353],{},"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。",[1162,2356,2358],{"id":2357},"任务-3mcp-marketplace-装数据库-server","任务 3：MCP Marketplace 装数据库 server",[29,2360,2361],{},"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。",[24,2363,1394],{"id":1393},[1242,2365,2370],{"className":2366,"code":2368,"language":2369,"meta":501},[2367],"language-text","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","text",[84,2371,2368],{"__ignoreMap":501},[24,2373,2374],{"id":2374},"同类对比",[111,2376,2377,2392],{},[114,2378,2379],{},[117,2380,2381,2383,2385,2388,2390],{},[120,2382,267],{},[120,2384,1703],{},[120,2386,2387],{},"Roo Code",[120,2389,1598],{},[120,2391,860],{},[130,2393,2394,2409,2423,2436,2452,2470,2487],{},[117,2395,2396,2398,2401,2403,2406],{},[135,2397,2198],{},[135,2399,2400],{},"VS Code 插件",[135,2402,2400],{},[135,2404,2405],{},"独立 IDE",[135,2407,2408],{},"终端",[117,2410,2411,2413,2416,2418,2421],{},[135,2412,285],{},[135,2414,2415],{},"Apache-2.0",[135,2417,2415],{},[135,2419,2420],{},"闭源",[135,2422,2420],{},[117,2424,2425,2427,2429,2431,2434],{},[135,2426,2256],{},[135,2428,294],{},[135,2430,294],{},[135,2432,2433],{},"部分",[135,2435,291],{},[117,2437,2438,2441,2444,2447,2450],{},[135,2439,2440],{},"默认审批",[135,2442,2443],{},"每步",[135,2445,2446],{},"可配置",[135,2448,2449],{},"Accept All",[135,2451,2446],{},[117,2453,2454,2457,2463,2465,2468],{},[135,2455,2456],{},"MCP 生态",[135,2458,2459,2462],{},[33,2460,2461],{},"最大","（Marketplace）",[135,2464,924],{},[135,2466,2467],{},"中（注册表 200+）",[135,2469,924],{},[117,2471,2472,2475,2478,2481,2484],{},[135,2473,2474],{},"团队功能",[135,2476,2477],{},"Cline Teams（询价）",[135,2479,2480],{},"Cloud Team $99\u002F月",[135,2482,2483],{},"Teams $40\u002F用户\u002F月",[135,2485,2486],{},"Claude Team",[117,2488,2489,2492,2495,2498,2501],{},[135,2490,2491],{},"适合",[135,2493,2494],{},"谨慎派 + BYOK",[135,2496,2497],{},"Mode 切换重度 + Cloud Agent",[135,2499,2500],{},"GUI 全能",[135,2502,2503],{},"终端硬核",[24,2505,1840],{"id":1840},[75,2507,2508,2514,2528,2538,2544,2550],{},[50,2509,2510,2513],{},[33,2511,2512],{},"每步审批默认开","，新手会觉得烦——可在设置里把信任的工具加白名单（read_file \u002F list_dir 等）减少弹窗。",[50,2515,2516,2519,2520,2523,2524,2527],{},[33,2517,2518],{},"BYOK 别填错 base URL","，DeepSeek \u002F 第三方 OpenAI 兼容端需要写对 ",[84,2521,2522],{},"https:\u002F\u002Fapi.deepseek.com\u002Fv1","，少 ",[84,2525,2526],{},"\u002Fv1"," 会 404。",[50,2529,2530,2533,2534,2537],{},[33,2531,2532],{},"Plan 阶段读太多文件","，第一轮上下文容易吃光配额——大项目里加 ",[84,2535,2536],{},".clineignore"," 排除 node_modules \u002F dist。",[50,2539,2540,2543],{},[33,2541,2542],{},"MCP server 装多了会拖慢启动","，VS Code 启动时会逐个连，配置 30+ 个 server 会明显卡顿，按需启用。",[50,2545,2546,2549],{},[33,2547,2548],{},"OpenRouter \u002F 第三方代理 endpoint 偶尔抽风","，可以同时配 2 个 provider 互为备份。",[50,2551,2552,2555,2556,1599,2559,2562,2563,2566],{},[33,2553,2554],{},"跨平台 path 问题","：Windows 下 Cline 跑的 shell 默认是 cmd 而非 git-bash，命令里 ",[84,2557,2558],{},"&&",[84,2560,2561],{},"$HOME"," 等可能失败，配置改 ",[84,2564,2565],{},"terminal.integrated.defaultProfile.windows","。",[24,2568,416],{"id":415},[29,2570,2571,2572,2575],{},"✅ 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。",[2573,2574],"br",{},"\n❌ 嫌弃配置的人；需要 GUI Composer 体验；想要订阅制固定月费的人。",[24,2577,436],{"id":436},[47,2579,2580,2587,2594],{},[50,2581,2582,2583],{},"配套 playbook：",[442,2584,2586],{"href":2585},"\u002Fplaybook\u002Fcline-vs-roo-code.html","Cline vs Roo Code 怎么选",[50,2588,2589,2590],{},"同分类：",[442,2591,2593],{"href":2592},"\u002Fcoding\u002Fcli\u002F","AI CLI 全分类",[50,2595,2596,2597,2600,2601,2600,2604],{},"替代品：",[442,2598,2387],{"href":2599},"\u002Fcoding\u002Fcli\u002Froo-code.html"," · ",[442,2602,275],{"href":2603},"\u002Fcoding\u002Fcli\u002Faider.html",[442,2605,860],{"href":1150},[24,2607,468],{"id":468},[47,2609,2610,2616,2622,2629],{},[50,2611,2033,2612],{},[442,2613,2614],{"href":2614,"rel":2615},"https:\u002F\u002Fcline.bot",[478],[50,2617,2059,2618],{},[442,2619,2620],{"href":2620,"rel":2621},"https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",[478],[50,2623,2624,2625],{},"Roo Code vs Cline（Serenities AI 2026）：",[442,2626,2627],{"href":2627,"rel":2628},"https:\u002F\u002Fserenitiesai.com\u002Farticles\u002Froo-code-vs-cline-ai-coding-2026",[478],[50,2630,2631,2632],{},"Roo Code vs Cline（Qodo 2025-12）：",[442,2633,2634],{"href":2634,"rel":2635},"https:\u002F\u002Fwww.qodo.ai\u002Fblog\u002Froo-code-vs-cline",[478],[1153,2637,2638],{},[29,2639,2640,2641,2643],{},"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 ",[442,2642,2083],{"href":2082}," 反馈更新。",{"title":501,"searchDepth":502,"depth":502,"links":2645},[2646,2647,2648,2649,2654,2655,2656,2657,2658,2659],{"id":26,"depth":505,"text":27},{"id":2188,"depth":505,"text":2188},{"id":125,"depth":505,"text":125},{"id":2292,"depth":505,"text":2293,"children":2650},[2651,2652,2653],{"id":2301,"depth":502,"text":2302},{"id":2342,"depth":502,"text":2343},{"id":2357,"depth":502,"text":2358},{"id":1393,"depth":505,"text":1394},{"id":2374,"depth":505,"text":2374},{"id":1840,"depth":505,"text":1840},{"id":415,"depth":505,"text":416},{"id":436,"depth":505,"text":436},{"id":468,"depth":505,"text":468},"\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。",[2663,2666,2669,2672,2675],{"q":2664,"a":2665},"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":2667,"a":2668},"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":2670,"a":2671},"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":2673,"a":2674},"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":2676,"a":2677},"国内能用吗？","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。",[537,538],{},[2681,2682,2683,2684,2685],"claude-sonnet-4.6","claude-opus-4.6","deepseek-v3","qwen-coder","gpt-5",[2687,2688,2689],"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",[2111,2112,2113],[2692,2695,2700],{"plan":2245,"price":2248,"limit":2693,"cn_pay":1089,"note":2694},"Apache-2.0 开源，VS Code Marketplace 安装","0 厂商抽成",{"plan":2696,"price":2259,"limit":2697,"cn_pay":2698,"note":2699},"BYOK 模式","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":2267,"price":2701,"limit":2273,"cn_pay":1089,"note":2702},"$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",[2705,2706],"ai-coding\u002Fcline-vs-roo-code","ai-coding\u002Fbyok-cost-optimization",[2128,2129,2130],{"power":516,"ux":516,"price":562,"cn_support":516,"stability":516},{"title":1703,"description":2661},"Cline 评测 2026：开源 VS Code AI 编程 Agent，MCP 协议支持",[2712,2714,2716,2718],{"title":2713,"url":2620},"Cline GitHub",{"title":2715,"url":2614},"Cline 官网",{"title":2717,"url":2627},"Roo Code vs Cline（Serenities AI 2026）",{"title":2719,"url":2634},"Roo Code vs Cline（Qodo 2025-12）","tools\u002Fcoding\u002Fcli\u002Fcline",[2722,2723,2724,2725,2726],"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",[515,2729,580,584,2730,2731],"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。","oRJIQhZKuMOf86j1KCHDCs2OqsiBhupeoW_gtFbOYyo",{"id":2735,"title":278,"alternatives":2736,"api_compatible":2739,"body":2740,"category":3605,"chinese_friendly":516,"cover":3606,"description":3607,"domestic":519,"extension":520,"faq":541,"free":534,"github":541,"languages":3608,"lastVerified":539,"meta":3609,"models":3610,"navigation":534,"notSuitable":3615,"opensource":519,"path":463,"pillar":515,"platforms":3620,"priceTable":3622,"pricing":3637,"published":2125,"relatedPlaybooks":3638,"relatedReviews":3640,"score":3644,"self_host":519,"seo":3645,"seoTitle":3646,"slug":15,"sources":3647,"stem":3663,"suitable":3664,"tagline":3670,"tags":3671,"updated":569,"verdict":3677,"website":3109,"__hash__":3678},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus.md",[2737,12,2738],"agent\u002Fgeneral\u002Fgenspark","agent\u002Fplatform\u002Fdify",[],{"type":21,"value":2741,"toc":3585},[2742,2744,2776,2781,2784,2846,2848,2852,2860,2865,2872,2876,2884,2949,2954,2958,2965,2969,2977,2982,2998,3001,3004,3007,3014,3016,3022,3077,3083,3089,3094,3100,3102,3143,3145,3185,3187,3354,3359,3376,3381,3401,3403,3469,3471,3473,3490,3492,3513,3515,3562,3564,3580],[24,2743,27],{"id":26},[1125,2745,2747,2762],{"className":2746},[1128,1129,1130],[29,2748,2749,2751,2752,2755,2756,2761],{},[33,2750,1135],{}," Butterfly Effect（中国创办、新加坡注册）2025-03-06 首发的通用 AI Agent，",[33,2753,2754],{},"邀请码一度被炒到 ¥5 万-10 万","（",[442,2757,2760],{"href":2758,"rel":2759},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_%28AI_agent%29",[478],"据维基百科引用 China Daily 报道","）。多 sub-agent 并行架构——浏览、数据分析、代码执行、写作各自专门子 agent，主 orchestrator 自动路由到 Claude \u002F Qwen \u002F 自研模型，结果合成交付。",[29,2763,2764,2765,2755,2768,2772,2773,2566],{},"2025-12 传被 ",[33,2766,2767],{},"Meta 以约 20-30 亿美元收购",[442,2769,2771],{"href":2758,"rel":2770},[478],"Reuters \u002F AP 报道","），目前仍独立运营。最大价值是 ",[33,2774,2775],{},"deep research 类任务的引用密度和质量明显超过 ChatGPT Deep Research",[1153,2777,2778],{},[29,2779,2780],{},"来源说明：本文基于 manus.im 官方页面、Wikipedia \"Manus (AI agent)\" 条目、第三方评测（Pick Right \u002F HyzenPro \u002F Info-Tech Research Group \u002F 36Kr \u002F 世界经济论坛企业页）综合整理。Meta 收购案细节、产品路线图仍在变化中，请以最新官方公告为准。",[24,2782,2783],{"id":2783},"背景与公司",[47,2785,2786,2797,2803,2809,2815,2824,2834,2840],{},[50,2787,2788,2791,2792,2796],{},[33,2789,2790],{},"公司","：Butterfly Effect Pte. Ltd.（",[442,2793,2795],{"href":2758,"rel":2794},[478],"蝴蝶效应","），创始人 Xiao Hong（季逸超 Ji Yichao 为 Manus 联合创始人 + 首席科学家）",[50,2798,2799,2802],{},[33,2800,2801],{},"公司位置","：办公室在北京 + 武汉 + 新加坡，目标市场北美 \u002F 日本 \u002F 韩国（不主打中国大陆）",[50,2804,2805,2808],{},[33,2806,2807],{},"前作","：Monica，2023 年发布的浏览器扩展 AI 助手",[50,2810,2811,2814],{},[33,2812,2813],{},"历史融资","：2024 年字节跳动曾出价 ~3000 万美元收购被拒（据 36Kr）",[50,2816,2817,2820,2821,2823],{},[33,2818,2819],{},"Manus 启动","：2024-10 立项，灵感来自 ",[442,2822,1598],{"href":1597},"；名字来自 MIT 拉丁校训 \"Mens et Manus\"（手与脑）",[50,2825,2826,2829,2830],{},[33,2827,2828],{},"首发数据","：2025-03-06 邀请制 beta，7 天内 200 万人候补，",[442,2831,2833],{"href":2758,"rel":2832},[478],"Demo 视频 20 小时百万播放",[50,2835,2836,2839],{},[33,2837,2838],{},"营收","：2025-08 ARR 约 9000 万美元 → 2025-12 升至 1.25 亿美元",[50,2841,2842,2845],{},[33,2843,2844],{},"Meta 收购","：2025-12-29 宣布，估值 20-30 亿美元，目前仍独立运营，但中国大陆已被屏蔽访问 + 关闭中文社交账号",[24,2847,1160],{"id":1160},[1162,2849,2851],{"id":2850},"多-sub-agent-并行架构最大差异化","多 sub-agent 并行架构（最大差异化）",[29,2853,2854,2859],{},[442,2855,2858],{"href":2856,"rel":2857},"https:\u002F\u002Fpick-right.com\u002Ftools\u002Fmanus-ai",[478],"Pick Right 2026-04 评测"," 描述的架构：",[1153,2861,2862],{},[29,2863,2864],{},"\"Where most general-purpose AI products use one model end-to-end, Manus runs multiple specialized sub-agents in parallel: one handles web browsing, one handles data analysis, one handles code execution, one handles synthesis and writing.\"",[29,2866,2867,2868,2871],{},"主 orchestrator 给每一步选最合适的模型（Claude \u002F Qwen \u002F 自研），结果合成。这是 Manus 研究输出 ",[33,2869,2870],{},"引用密度更高、幻觉更少","的工程根源——分工 + 并行让每个 sub-agent 只做自己最擅长的部分。",[1162,2873,2875],{"id":2874},"通用-agent-模式","通用 Agent 模式",[29,2877,2878,2883],{},[442,2879,2882],{"href":2880,"rel":2881},"https:\u002F\u002Fwww.infotech.com\u002Fresearch\u002Fassessing-manus-the-future-of-agentic-ai",[478],"Info-Tech 评测"," 列出的 GAIA 基准（General AI Assistants）：",[111,2885,2886,2895],{},[114,2887,2888],{},[117,2889,2890,2892],{},[120,2891,2204],{},[120,2893,2894],{},"GAIA 准确率",[130,2896,2897,2909,2917,2925,2933,2941],{},[117,2898,2899,2904],{},[135,2900,2901],{},[33,2902,2903],{},"Manus AI",[135,2905,2906],{},[33,2907,2908],{},">65%（SOTA）",[117,2910,2911,2914],{},[135,2912,2913],{},"H2O.ai (h2oGPTe)",[135,2915,2916],{},"65%",[117,2918,2919,2922],{},[135,2920,2921],{},"Google Langfun",[135,2923,2924],{},"49%",[117,2926,2927,2930],{},[135,2928,2929],{},"Microsoft o1",[135,2931,2932],{},"38%",[117,2934,2935,2938],{},[135,2936,2937],{},"OpenAI GPT-4o",[135,2939,2940],{},"32%",[117,2942,2943,2946],{},[135,2944,2945],{},"OpenAI GPT-4 + Plugins",[135,2947,2948],{},"15-30%",[1153,2950,2951],{},[29,2952,2953],{},"注：基准数据需第三方验证；Manus 官方公布数据，请审慎参考。",[1162,2955,2957],{"id":2956},"后台执行-长任务","后台执行 + 长任务",[29,2959,2960,2961,2964],{},"最特别的体验：任务下达后",[33,2962,2963],{},"可以关掉浏览器","，Manus 在云端继续跑（小时级），完成时通知。这种\"开着任务下班\"的模式是它 viral 的关键。",[1162,2966,2968],{"id":2967},"web-app-builder","Web App Builder",[29,2970,2971,2972,2976],{},"直接生成完整网站和应用，内置数据库 + Stripe 支付 + SEO。但 ",[442,2973,2975],{"href":2856,"rel":2974},[478],"Pick Right 评测"," 直白警告：",[1153,2978,2979],{},[29,2980,2981],{},"\"Promising but buggy enough that I wouldn't ship to production from it yet.\"",[29,2983,2984,2985,1599,2989,1599,2993,2997],{},"复杂场景下出 bug 多，目前不建议生产部署，",[442,2986,2988],{"href":2987},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html","Bolt.new",[442,2990,2992],{"href":2991},"\u002Fcoding\u002Fbuilder\u002Flovable.html","Lovable",[442,2994,2996],{"href":2995},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0"," 仍是 production app building 的更稳选项。",[1162,2999,3000],{"id":3000},"桌面应用",[29,3002,3003],{},"提供 desktop app，能读本地文件 + 集成你的机器，不仅限于浏览器内任务。",[1162,3005,3006],{"id":3006},"多模型路由",[29,3008,3009,3010,3013],{},"Claude \u002F Qwen \u002F Manus 自研模型，",[33,3011,3012],{},"按任务步骤自动选","——这是 Manus 跟单一模型 agent 的根本差异。",[24,3015,1574],{"id":1574},[29,3017,3018,3021],{},[442,3019,2975],{"href":2856,"rel":3020},[478]," 公开档位：",[111,3023,3024,3035],{},[114,3025,3026],{},[117,3027,3028,3030,3032],{},[120,3029,2233],{},[120,3031,125],{},[120,3033,3034],{},"关键点",[130,3036,3037,3046,3055,3066],{},[117,3038,3039,3041,3043],{},[135,3040,739],{},[135,3042,141],{},[135,3044,3045],{},"每日有限 credits，够 1 个高强度任务\u002F天",[117,3047,3048,3050,3052],{},[135,3049,749],{},[135,3051,752],{},[135,3053,3054],{},"大多数付费用户落点；中等 credit + 多模型",[117,3056,3057,3060,3063],{},[135,3058,3059],{},"Plus",[135,3061,3062],{},"$50\u002F月",[135,3064,3065],{},"更高 credit + 优先队列，10+ 任务\u002F周",[117,3067,3068,3071,3074],{},[135,3069,3070],{},"Pro+ \u002F Team",[135,3072,3073],{},"最高 $200\u002F月",[135,3075,3076],{},"最大 credit + 团队空间（功能仍有限）",[29,3078,3079,3082],{},[33,3080,3081],{},"credit 经济学","：每个动作消耗 credits（浏览、代码运行、模型调用都计费）。",[29,3084,3085,82],{},[442,3086,3088],{"href":2856,"rel":3087},[478],"Pick Right 真实使用反馈",[1153,3090,3091],{},[29,3092,3093],{},"\"Credits run out faster than the pricing page suggests. Heavy users routinely buy credit packs on top of subscriptions.\"",[29,3095,3096,3099],{},[33,3097,3098],{},"预算建议","：先用 Free 跑 3-5 个真实任务评估消耗速度，再决定档位。",[24,3101,1394],{"id":1393},[75,3103,3104,3112,3115,3128,3131,3137,3140],{},[50,3105,3106,3107],{},"打开 ",[442,3108,3111],{"href":3109,"rel":3110},"https:\u002F\u002Fmanus.im",[478],"manus.im",[50,3113,3114],{},"账号注册（Google \u002F Apple OAuth 最快，国内手机号注册受限）",[50,3116,3117,3118,3121,3122],{},"给一个完整任务描述（",[33,3119,3120],{},"关键","：不要碎片化指令，给全场景）\n",[1242,3123,3126],{"className":3124,"code":3125,"language":2369},[2367],"\"调研欧洲前 10 大 EV 充电网络（覆盖率、价格、可靠性、充电速度），\n产出带引用的 Markdown 对比表\"\n",[84,3127,3125],{"__ignoreMap":501},[50,3129,3130],{},"选模型路由（Auto 推荐）",[50,3132,3133,3134,3136],{},"提交后",[33,3135,2963],{},"——任务在云端跑",[50,3138,3139],{},"完成后邮件 \u002F 站内通知",[50,3141,3142],{},"看结果 \u002F 下载交付物（Markdown \u002F Excel \u002F Word \u002F 网页）",[24,3144,1636],{"id":1636},[75,3146,3147,3157,3163,3169],{},[50,3148,3149,82,3152,3156],{},[33,3150,3151],{},"大陆访问被屏蔽",[442,3153,3155],{"href":2758,"rel":3154},[478],"Wikipedia 引用 36Kr 报道","，Butterfly Effect 已关闭中文社交账号、阻断中国大陆访问，原 Alibaba Qwen 合作版\"中文版 Manus\"已搁置",[50,3158,3159,3162],{},[33,3160,3161],{},"访问需稳定代理","：日韩 \u002F 美国节点",[50,3164,3165,3168],{},[33,3166,3167],{},"账号 \u002F 支付","：海外信用卡（Visa \u002F MasterCard），第三方代付方案有限",[50,3170,3171,3174,3175,3179,3180,3184],{},[33,3172,3173],{},"替代路径","：国内可考虑 ",[442,3176,3178],{"href":3177},"\u002Fagent\u002Fgeneral\u002Fgenspark.html","Genspark"," \u002F Devv \u002F ",[442,3181,3183],{"href":3182},"\u002Fagent\u002Fgeneral\u002Fflowith.html","元宝 Yuanbao"," \u002F 秘塔 Metaso 等",[24,3186,1677],{"id":1677},[111,3188,3189,3212],{},[114,3190,3191],{},[117,3192,3193,3195,3197,3202,3206,3209],{},[120,3194,267],{},[120,3196,278],{},[120,3198,3199],{},[442,3200,272],{"href":3201},"\u002Fcoding\u002Fagent\u002Fdevin.html",[120,3203,3204],{},[442,3205,3178],{"href":3177},[120,3207,3208],{},"ChatGPT Deep Research",[120,3210,3211],{},"GenAgent",[130,3213,3214,3234,3253,3270,3285,3301,3317,3334],{},[117,3215,3216,3219,3222,3225,3228,3231],{},[135,3217,3218],{},"核心定位",[135,3220,3221],{},"通用 Agent",[135,3223,3224],{},"AI 程序员",[135,3226,3227],{},"AI 搜索 + Agent",[135,3229,3230],{},"LLM Deep Research",[135,3232,3233],{},"通用",[117,3235,3236,3239,3242,3245,3248,3251],{},[135,3237,3238],{},"架构",[135,3240,3241],{},"多 sub-agent 并行",[135,3243,3244],{},"单 Agent + 沙盒",[135,3246,3247],{},"多模型",[135,3249,3250],{},"单模型",[135,3252,1089],{},[117,3254,3255,3258,3261,3263,3265,3268],{},[135,3256,3257],{},"长任务",[135,3259,3260],{},"★★★★★ 小时级",[135,3262,1757],{},[135,3264,1760],{},[135,3266,3267],{},"★★★★☆",[135,3269,1760],{},[117,3271,3272,3275,3277,3279,3281,3283],{},[135,3273,3274],{},"引用密度",[135,3276,1757],{},[135,3278,1760],{},[135,3280,3267],{},[135,3282,1760],{},[135,3284,1760],{},[117,3286,3287,3290,3293,3295,3297,3299],{},[135,3288,3289],{},"App Builder",[135,3291,3292],{},"⚠️ 有但 buggy",[135,3294,291],{},[135,3296,291],{},[135,3298,291],{},[135,3300,291],{},[117,3302,3303,3305,3308,3311,3313,3315],{},[135,3304,329],{},[135,3306,3307],{},"⚠️ 大陆屏蔽",[135,3309,3310],{},"⚠️",[135,3312,1757],{},[135,3314,3310],{},[135,3316,3267],{},[117,3318,3319,3321,3324,3326,3329,3332],{},[135,3320,125],{},[135,3322,3323],{},"$20-$200",[135,3325,1085],{},[135,3327,3328],{},"$24.99\u002F月",[135,3330,3331],{},"随 ChatGPT Plus",[135,3333,1089],{},[117,3335,3336,3339,3342,3345,3348,3351],{},[135,3337,3338],{},"适合场景",[135,3340,3341],{},"research \u002F 数据分析",[135,3343,3344],{},"写代码 \u002F 修 bug",[135,3346,3347],{},"信息检索",[135,3349,3350],{},"单次深度研究",[135,3352,3353],{},"综合",[29,3355,3356,82],{},[33,3357,3358],{},"选 Manus 如果你",[47,3360,3361,3367,3370,3373],{},[50,3362,3363,3364],{},"重视 research \u002F 数据分析任务的 ",[33,3365,3366],{},"引用密度和结构化输出",[50,3368,3369],{},"想试\"开任务下班、明早看结果\"的工作流",[50,3371,3372],{},"海外 \u002F 能解决账号网络问题",[50,3374,3375],{},"预算 $20-$50\u002F月，重度用户",[29,3377,3378,82],{},[33,3379,3380],{},"别选 Manus 如果你",[47,3382,3383,3392,3395,3398],{},[50,3384,3385,3386,1599,3388,3391],{},"国内裸用（",[442,3387,3178],{"href":3177},[442,3389,3390],{"href":3182},"Yuanbao"," 更顺）",[50,3393,3394],{},"想生产部署 App（Web App Builder bug 多）",[50,3396,3397],{},"团队协作场景（功能不完善）",[50,3399,3400],{},"预算 \u003C $20\u002F月（Free 档够评估，付费档不一定划算）",[24,3402,1840],{"id":1840},[47,3404,3405,3411,3421,3427,3433,3445,3451,3457],{},[50,3406,3407,3410],{},[33,3408,3409],{},"大陆访问已被官方屏蔽","：2025 年起阻断中国大陆访问，原\"中文版 Manus\"项目搁置",[50,3412,3413,82,3416,3420],{},[33,3414,3415],{},"credit 烧得比官方页面暗示的快",[442,3417,3419],{"href":2856,"rel":3418},[478],"Pick Right 2026 评测"," 真实反馈，重度用户经常额外买 credit pack",[50,3422,3423,3426],{},[33,3424,3425],{},"任务一启动无法控预算","：开始跑后只能 cancel 或等结束，credits 会一直消耗",[50,3428,3429,3432],{},[33,3430,3431],{},"Web App Builder 别上生产","：demo 漂亮，复杂场景翻车，Bolt.new \u002F Lovable \u002F v0 仍是生产部署更稳选项",[50,3434,3435,3438,3439,3444],{},[33,3436,3437],{},"每次任务从零开始","：没有持久 workspace，不像 ",[442,3440,3443],{"href":3441,"rel":3442},"https:\u002F\u002Fclaude.com",[478],"Claude Projects"," \u002F ChatGPT Custom GPTs 能跨会话记忆",[50,3446,3447,3450],{},[33,3448,3449],{},"没有 HubSpot \u002F Salesforce \u002F Notion \u002F Slack 集成","：拿到结果后要自己手动搬到工具栈",[50,3452,3453,3456],{},[33,3454,3455],{},"团队协作能力差","：单用户产品为主，无共享 workspace \u002F 评论 \u002F 审计",[50,3458,3459,3462,3463,3468],{},[33,3460,3461],{},"Meta 收购的不确定性","：Wikipedia 引用 ",[442,3464,3467],{"href":3465,"rel":3466},"https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F17\u002Ftechnology\u002Fchina-scrutiny-meta-manus.html",[478],"纽时 2026-03"," 报道，中国审查 Meta 收购案，长期路线图待观察",[24,3470,416],{"id":415},[29,3472,1943],{},[47,3474,3475,3478,3481,3484,3487],{},[50,3476,3477],{},"委托多步骤 research（\"调研 X，产出 Markdown 对比表\"）",[50,3479,3480],{},"CSV \u002F Excel 重的数据分析任务",[50,3482,3483],{},"长任务 + 不想盯着看（小时级）",[50,3485,3486],{},"单兵作战的咨询顾问 \u002F 分析师 \u002F 创业者",[50,3488,3489],{},"对\"通用 Agent 体感天花板\"感兴趣的测试者",[29,3491,1972],{},[47,3493,3494,3497,3500,3503,3506],{},[50,3495,3496],{},"生产级应用部署",[50,3498,3499],{},"团队协作工作流",[50,3501,3502],{},"预算极敏感（free 档非常受限）",[50,3504,3505],{},"大陆稳定访问需求",[50,3507,3508,3509,3512],{},"需要深度持久上下文（用 ",[442,3510,3443],{"href":3441,"rel":3511},[478]," \u002F ChatGPT Custom GPT 等）",[24,3514,436],{"id":436},[47,3516,3517,3527,3538,3553],{},[50,3518,1993,3519,1599,3521,3523,3524,3526],{},[442,3520,272],{"href":3201},[442,3522,3178],{"href":3177}," \u002F Elicit \u002F ",[442,3525,3390],{"href":3182}," \u002F Metaso",[50,3528,3529,3530,1599,3534,3537],{},"概念：",[442,3531,3533],{"href":3532},"\u002Fwiki\u002Fai-agent.html","AI Agent",[442,3535,3536],{"href":3532},"Multi-Agent"," \u002F Computer Use \u002F Deep Research",[50,3539,3540,3541,1599,3545,1599,3549],{},"模型：",[442,3542,3544],{"href":3543},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[442,3546,3548],{"href":3547},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[442,3550,3552],{"href":3551},"\u002Fmodels\u002Fqwen-3.html","Qwen3",[50,3554,3555,3556,1599,3558],{},"进阶：",[442,3557,2026],{"href":2025},[442,3559,3561],{"href":3560},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[24,3563,468],{"id":468},[47,3565,3566,3571,3574,3577],{},[50,3567,2033,3568],{},[442,3569,3109],{"href":3109,"rel":3570},[478],[50,3572,3573],{},"Wikipedia：\"Manus (AI agent)\" 条目",[50,3575,3576],{},"第三方评测：pick-right.com \u002F hyzenpro.com \u002F infotech.com \u002F weforum.org",[50,3578,3579],{},"媒体报道：Reuters \u002F AP \u002F China Daily \u002F 36Kr \u002F NYT",[29,3581,3582,3583,2084],{},"本卡片由 AIHO 编辑部根据官方公开资料与第三方评测整理。所有事实点均标注来源；如发现价格 \u002F 功能 \u002F 公司状态与最新官方信息不一致，请通过 ",[442,3584,2083],{"href":2082},{"title":501,"searchDepth":502,"depth":502,"links":3586},[3587,3588,3589,3597,3598,3599,3600,3601,3602,3603,3604],{"id":26,"depth":505,"text":27},{"id":2783,"depth":505,"text":2783},{"id":1160,"depth":505,"text":1160,"children":3590},[3591,3592,3593,3594,3595,3596],{"id":2850,"depth":502,"text":2851},{"id":2874,"depth":502,"text":2875},{"id":2956,"depth":502,"text":2957},{"id":2967,"depth":502,"text":2968},{"id":3000,"depth":502,"text":3000},{"id":3006,"depth":502,"text":3006},{"id":1574,"depth":505,"text":1574},{"id":1393,"depth":505,"text":1394},{"id":1636,"depth":505,"text":1636},{"id":1677,"depth":505,"text":1677},{"id":1840,"depth":505,"text":1840},{"id":415,"depth":505,"text":416},{"id":436,"depth":505,"text":436},{"id":468,"depth":505,"text":468},"general","\u002Fimg\u002Ftools\u002Fmanus.webp","Manus 真实评测：Butterfly Effect（蝴蝶效应）出品的通用 AI Agent，多 sub-agent 并行架构 + 多模型路由（Claude \u002F Qwen \u002F 自研）。2025-03 首发即引爆，2025-12 传被 Meta 以约 20 亿美元收购。AIHO 编辑部基于官方文档与多份评测整理。",[537,538],{},[3611,3612,3613,3614],"claude-sonnet-4","claude-opus-4","qwen-max","manus-internal",[3616,3617,3618,3619],"生产级 Web App 部署（Web App Builder 仍有 bug）","团队协作场景（功能未完善）","需要持久工作空间 \u002F 跨会话上下文","对成本极敏感（credits 烧得快）",[3621,2111,2112,2113],"web",[3623,3626,3630,3633],{"plan":739,"price":141,"limit":3624,"cn_pay":1089,"note":3625},"每日有限 credits，足够每天 1 个 demanding 任务","试水\u002F评估",{"plan":749,"price":752,"limit":3627,"cn_pay":3628,"note":3629},"更高 credit + 更长任务时长 + 多模型路由","⚠️ 需海外卡","个人主力档",{"plan":3059,"price":3062,"limit":3631,"cn_pay":3310,"note":3632},"更大 credit 池 + 优先队列","10+ 任务\u002F周",{"plan":3634,"price":763,"limit":3635,"cn_pay":3310,"note":3636},"Pro+\u002FTeam","最大 credit + 团队工作空间（功能受限）","团队功能仍有限","Free \u002F Pro $20\u002Fmo \u002F Plus $50\u002Fmo \u002F Pro+ Team 最高 $200\u002Fmo",[3639],"onboarding\u002Fmanus-getting-started",[3641,3642,3643],"manus-deep-review","autoglm-deep-review","openmanus-deep-review",{"power":562,"ux":562,"price":502,"cn_support":516,"stability":502},{"title":278,"description":3607},"Manus AI Agent 评测 2026：通用 AI 智能体，自主完成任务，对比 Devin",[3648,3650,3653,3655,3657,3660],{"title":3649,"url":3109},"Manus 官网",{"title":3651,"url":3652},"Manus 维基百科","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_(AI_agent)",{"title":3654,"url":2856},"Manus AI Review 2026 (Pick Right)",{"title":3656,"url":2880},"Info-Tech Manus Assessment",{"title":3658,"url":3659},"WEF Butterfly Effect Page","https:\u002F\u002Fwww.weforum.org\u002Forganizations\u002Fbutterfly-effect",{"title":3661,"url":3662},"HyzenPro 2026 Review","https:\u002F\u002Fhyzenpro.com\u002Fblog\u002Fmanus-ai-review","tools\u002Fagent\u002Fgeneral\u002Fmanus",[3665,3666,3667,3668,3669],"需要委托多步骤研究 \u002F 报告（带引用密度的 deep research）","数据分析（CSV \u002F Excel 重的任务）","需要","调研类工作（市场调研、竞品对比、文献综述）","对 Computer Use 类 Agent 实践有兴趣的人","通用 Agent 体感天花板，自主完成复杂多步骤任务",[3672,579,3673,3674,3675,3676],"general-agent","computer-use","multi-agent","butterfly-effect","monica","通用 Agent 体感天花板代表。多 sub-agent 并行 + 自动模型路由让 research \u002F 数据分析输出明显比 ChatGPT Deep Research 引用密度更高。慢、credit 烧得快、Web App Builder 仍有 bug，但任务跑通时确实让人惊艳。","wcviURLmHN3k98k-_qnPkJ09CuZAWesyVH7TwM3COfM",1785660639631]