[{"data":1,"prerenderedAt":3405},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-devin":8,"alt-list-devin":605},{"tools":4,"reviews":5},98,27,{"tools":4,"reviews":5,"playbooks":7,"news":5},23,{"id":9,"title":10,"alternatives":11,"api_compatible":15,"body":18,"category":533,"chinese_friendly":523,"cover":534,"description":535,"domestic":536,"extension":537,"faq":538,"free":536,"github":551,"languages":552,"lastVerified":554,"meta":555,"models":551,"navigation":556,"notSuitable":551,"opensource":536,"path":557,"pillar":558,"platforms":559,"priceTable":562,"pricing":574,"published":575,"relatedPlaybooks":576,"relatedReviews":578,"score":580,"self_host":536,"seo":583,"seoTitle":584,"slug":585,"sources":586,"stem":596,"suitable":551,"tagline":597,"tags":598,"updated":589,"verdict":602,"website":603,"__hash__":604},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin.md","Devin",[12,13,14],"coding\u002Fagent\u002Fopenhands","agent\u002Fgeneral\u002Fmanus","coding\u002Fcli\u002Fclaude-code",[16,17],"OpenAI","Anthropic",{"type":19,"value":20,"toc":518},"minimark",[21,26,30,33,36,39,67,70,74,79,159,164,224,227,230,236,251,256,273,276,293,296,401,404,436,440,457,460,484,487],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,29],"p",{},"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。",[27,31,32],{},"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。",[22,34,35],{"id":35},"它是什么",[27,37,38],{},"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：",[40,41,42,51,58,61,64],"ol",{},[43,44,45,46,50],"li",{},"进 sandbox、",[47,48,49],"code",{},"git clone"," 仓库、看 README、构建 Devin Wiki",[43,52,53,57],{},[54,55,56],"strong",{},"Interactive Planning","：跟你确认实现方案",[43,59,60],{},"写代码、跑测试、调浏览器看结果",[43,62,63],{},"失败自己排查、改、再试（带 citations 引用代码行）",[43,65,66],{},"提 PR、回 Slack「搞定」",[27,68,69],{},"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。",[22,71,73],{"id":72},"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）",[27,75,76],{},[54,77,78],{},"Cloud Devin（按 ACU 计费）",[80,81,82,104],"table",{},[83,84,85],"thead",{},[86,87,88,92,95,98,101],"tr",{},[89,90,91],"th",{},"Plan",[89,93,94],{},"月费",[89,96,97],{},"ACU 价",[89,99,100],{},"并发",[89,102,103],{},"关键能力",[105,106,107,127,144],"tbody",{},[86,108,109,115,118,121,124],{},[110,111,112],"td",{},[54,113,114],{},"Core",[110,116,117],{},"$20 起步（PAYG）",[110,119,120],{},"$2.25\u002FACU",[110,122,123],{},"10",[110,125,126],{},"Devin IDE、Ask Devin、Wiki",[86,128,129,132,135,138,141],{},[110,130,131],{},"Team",[110,133,134],{},"$500 含 250 ACU",[110,136,137],{},"$2\u002FACU（含内）",[110,139,140],{},"∞",[110,142,143],{},"API、专属 Slack 频道、early access",[86,145,146,149,152,154,156],{},[110,147,148],{},"Enterprise",[110,150,151],{},"Custom",[110,153,151],{},[110,155,140],{},[110,157,158],{},"VPC、SSO、Custom Devins",[27,160,161],{},[54,162,163],{},"Devin Desktop（2026-06 Windsurf 改名后）",[80,165,166,178],{},[83,167,168],{},[86,169,170,172,175],{},[89,171,91],{},[89,173,174],{},"价格",[89,176,177],{},"适用",[105,179,180,191,202,213],{},[86,181,182,185,188],{},[110,183,184],{},"Free",[110,186,187],{},"$0",[110,189,190],{},"轻量配额",[86,192,193,196,199],{},[110,194,195],{},"Pro",[110,197,198],{},"$20\u002F月",[110,200,201],{},"个人开发者",[86,203,204,207,210],{},[110,205,206],{},"Max",[110,208,209],{},"$200\u002F月",[110,211,212],{},"重度用户",[86,214,215,218,221],{},[110,216,217],{},"Teams",[110,219,220],{},"$80\u002F月 + $40\u002F席",[110,222,223],{},"团队",[27,225,226],{},"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。",[22,228,229],{"id":229},"实测",[27,231,232,235],{},[54,233,234],{},"好的地方","：",[237,238,239,242,245,248],"ul",{},[43,240,241],{},"单次任务交付质量稳定——比早期 demo 时代靠谱多了",[43,243,244],{},"Devin Wiki 自动生成的代码库地图很有用",[43,246,247],{},"多并发：开 5 个 Devin 同时干 5 个独立 bug，效率拉满",[43,249,250],{},"Interactive Planning 让你能纠偏，不会写到一半发现方向错",[27,252,253,235],{},[54,254,255],{},"踩坑",[237,257,258,261,264,267,270],{},[43,259,260],{},"ACU 烧得快——一次 Devin 跑歪 + 自我修复循环可能 2-3 ACU 没了",[43,262,263],{},"中文几乎不能用——Cognition 没做本地化，prompt 中文也回英文",[43,265,266],{},"国内开发者用：网络 + 价格 + 中文三重劝退，建议看 OpenHands \u002F Manus",[43,268,269],{},"复杂上下文（10w 行老代码）依然容易迷失，需要人辅助拆任务",[43,271,272],{},"Free trial 没有，最低要先付 $20 才能试",[22,274,275],{"id":275},"上手",[40,277,278,281,284,287,290],{},[43,279,280],{},"devin.ai 注册（GitHub OAuth），充值 $20 拿到 9 ACU",[43,282,283],{},"连接 GitHub repo + 选触发方式（Linear\u002FSlack\u002FWeb）",[43,285,286],{},"给一个 issue + 验收标准（越具体越省 ACU）",[43,288,289],{},"Interactive Planning：审一遍方案",[43,291,292],{},"Devin 自动跑、PR 自动开、等 review",[22,294,295],{"id":295},"对比一览",[80,297,298,316],{},[83,299,300],{},[86,301,302,305,307,310,313],{},[89,303,304],{},"维度",[89,306,10],{},[89,308,309],{},"OpenHands",[89,311,312],{},"Manus",[89,314,315],{},"Claude Code",[105,317,318,335,352,368,385],{},[86,319,320,323,326,329,332],{},[110,321,322],{},"模式",[110,324,325],{},"异步 Cloud Agent",[110,327,328],{},"自托管 \u002F Cloud",[110,330,331],{},"异步 Cloud",[110,333,334],{},"同步 CLI",[86,336,337,340,343,346,349],{},[110,338,339],{},"起步价",[110,341,342],{},"$20 + ACU",[110,344,345],{},"免费（开源）",[110,347,348],{},"$39\u002F月",[110,350,351],{},"Pro $20\u002F月",[86,353,354,356,359,362,365],{},[110,355,100],{},[110,357,358],{},"10–∞",[110,360,361],{},"自托管无限",[110,363,364],{},"5+",[110,366,367],{},"1",[86,369,370,373,376,379,382],{},[110,371,372],{},"中文",[110,374,375],{},"弱",[110,377,378],{},"强（社区维护）",[110,380,381],{},"强（国产）",[110,383,384],{},"中",[86,386,387,390,393,396,398],{},[110,388,389],{},"沙箱",[110,391,392],{},"内置云端",[110,394,395],{},"Docker \u002F Cloud",[110,397,392],{},[110,399,400],{},"本地",[22,402,403],{"id":403},"避坑",[237,405,406,412,418,424,430],{},[43,407,408,411],{},[54,409,410],{},"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」",[43,413,414,417],{},[54,415,416],{},"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",[43,419,420,423],{},[54,421,422],{},"ACU 监控要开","：仪表盘里设单任务 ACU 上限，避免 runaway",[43,425,426,429],{},[54,427,428],{},"PR 必须 review","：Devin 偶尔会引入安全问题（hardcode key、删测试）",[43,431,432,435],{},[54,433,434],{},"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",[22,437,439],{"id":438},"适合-不适合","适合 \u002F 不适合",[237,441,442,445,448,451,454],{},[43,443,444],{},"✅ 海外团队、英文项目、批量化的中小 task",[43,446,447],{},"✅ 想做「夜跑 agent」流水线的工程团队",[43,449,450],{},"❌ 中文项目、国内个人开发者",[43,452,453],{},"❌ 预算敏感（同样钱可以买 4 个 Cursor 席位）",[43,455,456],{},"❌ 需要实时协作 \u002F 紧急 hotfix",[22,458,459],{"id":459},"相关阅读",[237,461,462,470,477],{},[43,463,464,469],{},[465,466,468],"a",{"href":467},"\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands","OpenHands 评测","（Devin 的开源平替）",[43,471,472,476],{},[465,473,475],{"href":474},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus","Manus 评测","（国产 cloud agent）",[43,478,479,483],{},[465,480,482],{"href":481},"\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","Claude Code 评测","（同步替代方案）",[22,485,486],{"id":486},"来源",[40,488,489,497,504,511],{},[43,490,491,492],{},"SiliconAngle — Devin 2.0 with lower starting price（2025-04-03）",[465,493,494],{"href":494,"rel":495},"https:\u002F\u002Fsiliconangle.com\u002F2025\u002F04\u002F03\u002Fcognition-ai-launches-revamped-coding-assistant-devin-2-0-much-lower-starting-price",[496],"nofollow",[43,498,499,500],{},"CostBench — Devin AI Pricing 2026（2026-05-04）",[465,501,502],{"href":502,"rel":503},"https:\u002F\u002Fcostbench.com\u002Fsoftware\u002Fai-coding-assistants\u002Fdevin-ai\u002F",[496],[43,505,506,507],{},"eesel — Cognition AI Pricing Explained ",[465,508,509],{"href":509,"rel":510},"https:\u002F\u002Fwww.eesel.ai\u002Fblog\u002Fcognition-ai-pricing",[496],[43,512,513,514],{},"Vibe Coding — Devin Review 2026 \u002F Windsurf rebrand ",[465,515,516],{"href":516,"rel":517},"https:\u002F\u002Fvibecoding.app\u002Fblog\u002Fdevin-review",[496],{"title":519,"searchDepth":520,"depth":520,"links":521},"",3,[522,524,525,526,527,528,529,530,531,532],{"id":24,"depth":523,"text":25},2,{"id":35,"depth":523,"text":35},{"id":72,"depth":523,"text":73},{"id":229,"depth":523,"text":229},{"id":275,"depth":523,"text":275},{"id":295,"depth":523,"text":295},{"id":403,"depth":523,"text":403},{"id":438,"depth":523,"text":439},{"id":459,"depth":523,"text":459},{"id":486,"depth":523,"text":486},"agent","\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。",false,"md",[539,542,545,548],{"q":540,"a":541},"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":543,"a":544},"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":546,"a":547},"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":549,"a":550},"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。",null,[553],"en","2026-08-02",{},true,"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin","coding",[560,561],"cloud","desktop",[563,567,571],{"plan":564,"price":565,"seats":367,"notes":566},"Core (PAYG)","$20\u002F月起","Pay-as-you-go，$2.25\u002FACU，最多 10 并发会话",{"plan":131,"price":568,"seats":569,"notes":570},"$500\u002F月","≥1","含 250 ACUs（$2\u002FACU 实际单价）、无限并发、Slack 专属频道",{"plan":148,"price":151,"seats":572,"notes":573},"—","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","2026-06-19",[577],"review\u002Fai-pr-review-pipeline",[579],"augment-deep-review",{"power":581,"ux":582,"price":523,"cn_support":523,"stability":582},5,4,{"title":10,"description":535},"Devin AI 编程 Agent 评测 2026：Cognition 出品，自动驾驶代码生成","coding\u002Fagent\u002Fdevin",[587,590,592,594],{"name":588,"url":494,"accessed":589},"SiliconAngle — Devin 2.0 launch","2026-06-24",{"name":591,"url":502,"accessed":589},"CostBench — Devin AI Pricing 2026",{"name":593,"url":509,"accessed":589},"eesel — Cognition AI Pricing",{"name":595,"url":516,"accessed":589},"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",[533,599,560,600,601],"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","MA81RLifvrit8tLQc807RgMZSU7N3U4Sbogf1MrCYJ4",[606,1116,2099],{"id":607,"title":309,"alternatives":608,"api_compatible":611,"body":613,"category":533,"chinese_friendly":582,"cover":1061,"description":1062,"domestic":536,"extension":537,"faq":1063,"free":556,"github":1076,"languages":1077,"lastVerified":554,"meta":1079,"models":551,"navigation":556,"notSuitable":551,"opensource":556,"path":467,"pillar":558,"platforms":1080,"priceTable":1083,"pricing":1090,"published":575,"relatedPlaybooks":1091,"relatedReviews":551,"score":1093,"self_host":556,"seo":1094,"seoTitle":1095,"slug":12,"sources":1096,"stem":1105,"suitable":551,"tagline":1106,"tags":1107,"updated":589,"verdict":1113,"website":1114,"__hash__":1115},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md",[585,609,610,13],"coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",[16,17,612],"Google",{"type":19,"value":614,"toc":1049},[615,617,624,627,629,632,655,658,686,690,736,739,743,747,768,772,792,794,823,825,929,931,971,973,990,992,1017,1019],[22,616,25],{"id":24},[27,618,619,620,623],{},"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：",[54,621,622],{},"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。",[27,625,626],{},"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。",[22,628,35],{"id":35},[27,630,631],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[237,633,634,637,640,643,646,649],{},[43,635,636],{},"文件编辑（多文件 diff\u002Fedit）",[43,638,639],{},"shell command 执行（Docker sandbox 隔离）",[43,641,642],{},"浏览器自动化（点击、表单、截图）",[43,644,645],{},"API 调用 \u002F HTTP 请求",[43,647,648],{},"Git 仓库操作（clone、commit、PR）",[43,650,651,654],{},[54,652,653],{},"MCP 协议","：可挂载任意第三方 tool",[27,656,657],{},"四种使用入口：",[40,659,660,669,675,680],{},[43,661,662,235,665,668],{},[54,663,664],{},"OSS 自托管",[47,666,667],{},"docker run"," 一行起，本地 Web GUI + CLI",[43,670,671,674],{},[54,672,673],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[43,676,677,679],{},[54,678,148],{},"：私有云 + 多用户 + RBAC + 集中 billing",[43,681,682,685],{},[54,683,684],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[22,687,689],{"id":688},"价格2026-06","价格（2026-06）",[80,691,692,703],{},[83,693,694],{},[86,695,696,698,700],{},[89,697,91],{},[89,699,174],{},[89,701,702],{},"限制",[105,704,705,716,727],{},[86,706,707,711,713],{},[110,708,709],{},[54,710,664],{},[110,712,187],{},[110,714,715],{},"BYOK，单用户，自己付 LLM 费",[86,717,718,722,724],{},[110,719,720],{},[54,721,673],{},[110,723,187],{},[110,725,726],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[86,728,729,731,733],{},[110,730,148],{},[110,732,151],{},[110,734,735],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[27,737,738],{},"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。",[22,740,742],{"id":741},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[27,744,745,235],{},[54,746,234],{},[237,748,749,756,759,762,765],{},[43,750,751,752,755],{},"起步快：",[47,753,754],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[43,757,758],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[43,760,761],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[43,763,764],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[43,766,767],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[27,769,770,235],{},[54,771,255],{},[237,773,774,780,783,786,789],{},[43,775,776,779],{},[54,777,778],{},"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",[43,781,782],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[43,784,785],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[43,787,788],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[43,790,791],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[22,793,275],{"id":275},[40,795,796,799,804,810,813,816],{},[43,797,798],{},"装 Docker（含 docker-in-docker 支持）",[43,800,801],{},[47,802,803],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[43,805,806,807],{},"一行启动（官方推荐命令在 docs），打开 ",[47,808,809],{},"localhost:3000",[43,811,812],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[43,814,815],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[43,817,818,819,822],{},"进阶：编辑 ",[47,820,821],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[22,824,295],{"id":295},[80,826,827,842],{},[83,828,829],{},[86,830,831,833,835,837,840],{},[89,832,304],{},[89,834,309],{},[89,836,10],{},[89,838,839],{},"Aider",[89,841,312],{},[105,843,844,860,873,885,901,914],{},[86,845,846,849,852,855,858],{},[110,847,848],{},"开源",[110,850,851],{},"✅ MIT",[110,853,854],{},"❌",[110,856,857],{},"✅",[110,859,854],{},[86,861,862,865,867,869,871],{},[110,863,864],{},"自托管",[110,866,857],{},[110,868,854],{},[110,870,857],{},[110,872,854],{},[86,874,875,877,879,881,883],{},[110,876,339],{},[110,878,187],{},[110,880,342],{},[110,882,187],{},[110,884,348],{},[86,886,887,889,892,895,898],{},[110,888,372],{},[110,890,891],{},"4\u002F5",[110,893,894],{},"1\u002F5",[110,896,897],{},"3\u002F5",[110,899,900],{},"5\u002F5",[86,902,903,906,908,910,912],{},[110,904,905],{},"Browser use",[110,907,857],{},[110,909,857],{},[110,911,854],{},[110,913,857],{},[86,915,916,919,922,925,927],{},[110,917,918],{},"上手成本",[110,920,921],{},"中（需 Docker）",[110,923,924],{},"低",[110,926,924],{},[110,928,924],{},[22,930,403],{"id":403},[237,932,933,939,945,959,965],{},[43,934,935,938],{},[54,936,937],{},"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",[43,940,941,944],{},[54,942,943],{},"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",[43,946,947,950,951,954,955,958],{},[54,948,949],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[47,952,953],{},"summarize the repo","，把结果存到 ",[47,956,957],{},"microagents\u002F","，后续任务上下文更准",[43,960,961,964],{},[54,962,963],{},"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",[43,966,967,970],{},[54,968,969],{},"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",[22,972,439],{"id":438},[237,974,975,978,981,984,987],{},[43,976,977],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[43,979,980],{},"✅ 合规 \u002F 私有云部署",[43,982,983],{},"✅ 想做企业内部 AI 开发平台的底座",[43,985,986],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[43,988,989],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[22,991,459],{"id":459},[237,993,994,1000,1006,1012],{},[43,995,996,999],{},[465,997,998],{"href":557},"Devin 评测","（闭源同类）",[43,1001,1002],{},[465,1003,1005],{"href":1004},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[43,1007,1008],{},[465,1009,1011],{"href":1010},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[43,1013,1014,1016],{},[465,1015,475],{"href":474},"（国产 Cloud 替代）",[22,1018,486],{"id":486},[40,1020,1021,1028,1035,1042],{},[43,1022,1023,1024],{},"OpenHands 官方 Pricing ",[465,1025,1026],{"href":1026,"rel":1027},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[496],[43,1029,1030,1031],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[465,1032,1033],{"href":1033,"rel":1034},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[496],[43,1036,1037,1038],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[465,1039,1040],{"href":1040,"rel":1041},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[496],[43,1043,1044,1045],{},"OSS-AI-SWE 项目目录 ",[465,1046,1047],{"href":1047,"rel":1048},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[496],{"title":519,"searchDepth":520,"depth":520,"links":1050},[1051,1052,1053,1054,1055,1056,1057,1058,1059,1060],{"id":24,"depth":523,"text":25},{"id":35,"depth":523,"text":35},{"id":688,"depth":523,"text":689},{"id":741,"depth":523,"text":742},{"id":275,"depth":523,"text":275},{"id":295,"depth":523,"text":295},{"id":403,"depth":523,"text":403},{"id":438,"depth":523,"text":439},{"id":459,"depth":523,"text":459},{"id":486,"depth":523,"text":486},"\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。",[1064,1067,1070,1073],{"q":1065,"a":1066},"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":1068,"a":1069},"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":1071,"a":1072},"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":1074,"a":1075},"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",[1078,553],"zh",{},[1081,560,1082],"docker","cli",[1084,1086,1088],{"plan":664,"price":187,"seats":367,"notes":1085},"MIT，Docker 起，BYOK，单用户",{"plan":673,"price":187,"seats":367,"notes":1087},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":148,"price":151,"seats":140,"notes":1089},"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",[1092],"onboarding\u002Flegacy-codebase-onboarding",{"power":582,"ux":520,"price":581,"cn_support":582,"stability":520},{"title":309,"description":1062},"OpenHands 评测 2026：开源 AI 编程 Agent，Devin 替代方案",[1097,1099,1101,1103],{"name":1098,"url":1026,"accessed":589},"OpenHands 官方 pricing",{"name":1100,"url":1033,"accessed":589},"AISO Tools — OpenHands Pricing 2026",{"name":1102,"url":1040,"accessed":589},"AI Tool Finder — OpenHands Review 2026",{"name":1104,"url":1047,"accessed":589},"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）",[533,599,1108,1109,1110,1111,1112],"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",{"id":1117,"title":312,"alternatives":1118,"api_compatible":1121,"body":1122,"category":2021,"chinese_friendly":582,"cover":2022,"description":2023,"domestic":536,"extension":537,"faq":551,"free":556,"github":551,"languages":2024,"lastVerified":554,"meta":2025,"models":2026,"navigation":556,"notSuitable":2031,"opensource":536,"path":474,"pillar":533,"platforms":2036,"priceTable":2041,"pricing":2056,"published":2057,"relatedPlaybooks":2058,"relatedReviews":2060,"score":2064,"self_host":536,"seo":2065,"seoTitle":2066,"slug":13,"sources":2067,"stem":2083,"suitable":2084,"tagline":2090,"tags":2091,"updated":589,"verdict":2097,"website":1508,"__hash__":2098},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus.md",[1119,585,1120],"agent\u002Fgeneral\u002Fgenspark","agent\u002Fplatform\u002Fdify",[],{"type":19,"value":1123,"toc":2001},[1124,1126,1164,1170,1173,1237,1240,1245,1253,1258,1265,1269,1277,1343,1348,1352,1359,1363,1371,1376,1393,1396,1399,1402,1409,1412,1418,1474,1480,1486,1491,1497,1501,1545,1548,1588,1591,1760,1765,1782,1787,1807,1810,1876,1878,1881,1898,1901,1922,1924,1974,1976,1993],[22,1125,25],{"id":24},[1127,1128,1133,1149],"div",{"className":1129},[1130,1131,1132],"card","p-5","my-4",[27,1134,1135,1138,1139,1142,1143,1148],{},[54,1136,1137],{},"一句话："," Butterfly Effect（中国创办、新加坡注册）2025-03-06 首发的通用 AI Agent，",[54,1140,1141],{},"邀请码一度被炒到 ¥5 万-10 万","（",[465,1144,1147],{"href":1145,"rel":1146},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_%28AI_agent%29",[496],"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。",[27,1150,1151,1152,1142,1155,1159,1160,1163],{},"2025-12 传被 ",[54,1153,1154],{},"Meta 以约 20-30 亿美元收购",[465,1156,1158],{"href":1145,"rel":1157},[496],"Reuters \u002F AP 报道","），目前仍独立运营。最大价值是 ",[54,1161,1162],{},"deep research 类任务的引用密度和质量明显超过 ChatGPT Deep Research","。",[1165,1166,1167],"blockquote",{},[27,1168,1169],{},"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。",[22,1171,1172],{"id":1172},"背景与公司",[237,1174,1175,1186,1192,1198,1204,1215,1225,1231],{},[43,1176,1177,1180,1181,1185],{},[54,1178,1179],{},"公司","：Butterfly Effect Pte. Ltd.（",[465,1182,1184],{"href":1145,"rel":1183},[496],"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）",[43,1187,1188,1191],{},[54,1189,1190],{},"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）",[43,1193,1194,1197],{},[54,1195,1196],{},"前作","：Monica，2023 年发布的浏览器扩展 AI 助手",[43,1199,1200,1203],{},[54,1201,1202],{},"历史融资","：2024 年字节跳动曾出价 ~3000 万美元收购被拒（据 36Kr）",[43,1205,1206,1209,1210,1214],{},[54,1207,1208],{},"Manus 启动","：2024-10 立项，灵感来自 ",[465,1211,1213],{"href":1212},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor","；名字来自 MIT 拉丁校训 \"Mens et Manus\"（手与脑）",[43,1216,1217,1220,1221],{},[54,1218,1219],{},"首发数据","：2025-03-06 邀请制 beta，7 天内 200 万人候补，",[465,1222,1224],{"href":1145,"rel":1223},[496],"Demo 视频 20 小时百万播放",[43,1226,1227,1230],{},[54,1228,1229],{},"营收","：2025-08 ARR 约 9000 万美元 → 2025-12 升至 1.25 亿美元",[43,1232,1233,1236],{},[54,1234,1235],{},"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",[22,1238,1239],{"id":1239},"核心特性",[1241,1242,1244],"h3",{"id":1243},"多-sub-agent-并行架构最大差异化","多 sub-agent 并行架构（最大差异化）",[27,1246,1247,1252],{},[465,1248,1251],{"href":1249,"rel":1250},"https:\u002F\u002Fpick-right.com\u002Ftools\u002Fmanus-ai",[496],"Pick Right 2026-04 评测"," 描述的架构：",[1165,1254,1255],{},[27,1256,1257],{},"\"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.\"",[27,1259,1260,1261,1264],{},"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 ",[54,1262,1263],{},"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。",[1241,1266,1268],{"id":1267},"通用-agent-模式","通用 Agent 模式",[27,1270,1271,1276],{},[465,1272,1275],{"href":1273,"rel":1274},"https:\u002F\u002Fwww.infotech.com\u002Fresearch\u002Fassessing-manus-the-future-of-agentic-ai",[496],"Info-Tech 评测"," 列出的 GAIA 基准（General AI Assistants）：",[80,1278,1279,1289],{},[83,1280,1281],{},[86,1282,1283,1286],{},[89,1284,1285],{},"模型",[89,1287,1288],{},"GAIA 准确率",[105,1290,1291,1303,1311,1319,1327,1335],{},[86,1292,1293,1298],{},[110,1294,1295],{},[54,1296,1297],{},"Manus AI",[110,1299,1300],{},[54,1301,1302],{},">65%（SOTA）",[86,1304,1305,1308],{},[110,1306,1307],{},"H2O.ai (h2oGPTe)",[110,1309,1310],{},"65%",[86,1312,1313,1316],{},[110,1314,1315],{},"Google Langfun",[110,1317,1318],{},"49%",[86,1320,1321,1324],{},[110,1322,1323],{},"Microsoft o1",[110,1325,1326],{},"38%",[86,1328,1329,1332],{},[110,1330,1331],{},"OpenAI GPT-4o",[110,1333,1334],{},"32%",[86,1336,1337,1340],{},[110,1338,1339],{},"OpenAI GPT-4 + Plugins",[110,1341,1342],{},"15-30%",[1165,1344,1345],{},[27,1346,1347],{},"注：基准数据需第三方验证；Manus 官方公布数据，请审慎参考。",[1241,1349,1351],{"id":1350},"后台执行-长任务","后台执行 + 长任务",[27,1353,1354,1355,1358],{},"最特别的体验：任务下达后",[54,1356,1357],{},"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。",[1241,1360,1362],{"id":1361},"web-app-builder","Web App Builder",[27,1364,1365,1366,1370],{},"直接生成完整网站和应用，内置数据库 + Stripe 支付 + SEO。但 ",[465,1367,1369],{"href":1249,"rel":1368},[496],"Pick Right 评测"," 直白警告：",[1165,1372,1373],{},[27,1374,1375],{},"\"Promising but buggy enough that I wouldn't ship to production from it yet.\"",[27,1377,1378,1379,1383,1384,1383,1388,1392],{},"复杂场景下出 bug 多，目前不建议生产部署，",[465,1380,1382],{"href":1381},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html","Bolt.new"," \u002F ",[465,1385,1387],{"href":1386},"\u002Fcoding\u002Fbuilder\u002Flovable.html","Lovable",[465,1389,1391],{"href":1390},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0"," 仍是 production app building 的更稳选项。",[1241,1394,1395],{"id":1395},"桌面应用",[27,1397,1398],{},"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。",[1241,1400,1401],{"id":1401},"多模型路由",[27,1403,1404,1405,1408],{},"Claude \u002F Qwen \u002F Manus 自研模型，",[54,1406,1407],{},"按任务步骤自动选","——这是 Manus 跟单一模型 agent 的根本差异。",[22,1410,1411],{"id":1411},"价格与运行成本",[27,1413,1414,1417],{},[465,1415,1369],{"href":1249,"rel":1416},[496]," 公开档位：",[80,1419,1420,1432],{},[83,1421,1422],{},[86,1423,1424,1427,1429],{},[89,1425,1426],{},"档位",[89,1428,174],{},[89,1430,1431],{},"关键点",[105,1433,1434,1443,1452,1463],{},[86,1435,1436,1438,1440],{},[110,1437,184],{},[110,1439,187],{},[110,1441,1442],{},"每日有限 credits，够 1 个高强度任务\u002F天",[86,1444,1445,1447,1449],{},[110,1446,195],{},[110,1448,198],{},[110,1450,1451],{},"大多数付费用户落点；中等 credit + 多模型",[86,1453,1454,1457,1460],{},[110,1455,1456],{},"Plus",[110,1458,1459],{},"$50\u002F月",[110,1461,1462],{},"更高 credit + 优先队列，10+ 任务\u002F周",[86,1464,1465,1468,1471],{},[110,1466,1467],{},"Pro+ \u002F Team",[110,1469,1470],{},"最高 $200\u002F月",[110,1472,1473],{},"最大 credit + 团队空间（功能仍有限）",[27,1475,1476,1479],{},[54,1477,1478],{},"credit 经济学","：每个动作消耗 credits（浏览、代码运行、模型调用都计费）。",[27,1481,1482,235],{},[465,1483,1485],{"href":1249,"rel":1484},[496],"Pick Right 真实使用反馈",[1165,1487,1488],{},[27,1489,1490],{},"\"Credits run out faster than the pricing page suggests. Heavy users routinely buy credit packs on top of subscriptions.\"",[27,1492,1493,1496],{},[54,1494,1495],{},"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。",[22,1498,1500],{"id":1499},"上手-5-分钟","上手 5 分钟",[40,1502,1503,1511,1514,1530,1533,1539,1542],{},[43,1504,1505,1506],{},"打开 ",[465,1507,1510],{"href":1508,"rel":1509},"https:\u002F\u002Fmanus.im",[496],"manus.im",[43,1512,1513],{},"账号注册（Google \u002F Apple OAuth 最快，国内手机号注册受限）",[43,1515,1516,1517,1520,1521],{},"给一个完整任务描述（",[54,1518,1519],{},"关键","：不要碎片化指令，给全场景）\n",[1522,1523,1528],"pre",{"className":1524,"code":1526,"language":1527},[1525],"language-text","\"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","text",[47,1529,1526],{"__ignoreMap":519},[43,1531,1532],{},"选模型路由（Auto 推荐）",[43,1534,1535,1536,1538],{},"提交后",[54,1537,1357],{},"——任务在云端跑",[43,1540,1541],{},"完成后邮件 \u002F 站内通知",[43,1543,1544],{},"看结果 \u002F 下载交付物（Markdown \u002F Excel \u002F Word \u002F 网页）",[22,1546,1547],{"id":1547},"国内使用注意事项",[40,1549,1550,1560,1566,1572],{},[43,1551,1552,235,1555,1559],{},[54,1553,1554],{},"大陆访问被屏蔽",[465,1556,1558],{"href":1145,"rel":1557},[496],"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",[43,1561,1562,1565],{},[54,1563,1564],{},"访问需稳定代理","：日韩 \u002F 美国节点",[43,1567,1568,1571],{},[54,1569,1570],{},"账号 \u002F 支付","：海外信用卡（Visa \u002F MasterCard），第三方代付方案有限",[43,1573,1574,1577,1578,1582,1583,1587],{},[54,1575,1576],{},"替代路径","：国内可考虑 ",[465,1579,1581],{"href":1580},"\u002Fagent\u002Fgeneral\u002Fgenspark.html","Genspark"," \u002F Devv \u002F ",[465,1584,1586],{"href":1585},"\u002Fagent\u002Fgeneral\u002Fflowith.html","元宝 Yuanbao"," \u002F 秘塔 Metaso 等",[22,1589,1590],{"id":1590},"与同类怎么选",[80,1592,1593,1616],{},[83,1594,1595],{},[86,1596,1597,1599,1601,1606,1610,1613],{},[89,1598,304],{},[89,1600,312],{},[89,1602,1603],{},[465,1604,10],{"href":1605},"\u002Fcoding\u002Fagent\u002Fdevin.html",[89,1607,1608],{},[465,1609,1581],{"href":1580},[89,1611,1612],{},"ChatGPT Deep Research",[89,1614,1615],{},"GenAgent",[105,1617,1618,1638,1657,1676,1691,1707,1723,1740],{},[86,1619,1620,1623,1626,1629,1632,1635],{},[110,1621,1622],{},"核心定位",[110,1624,1625],{},"通用 Agent",[110,1627,1628],{},"AI 程序员",[110,1630,1631],{},"AI 搜索 + Agent",[110,1633,1634],{},"LLM Deep Research",[110,1636,1637],{},"通用",[86,1639,1640,1643,1646,1649,1652,1655],{},[110,1641,1642],{},"架构",[110,1644,1645],{},"多 sub-agent 并行",[110,1647,1648],{},"单 Agent + 沙盒",[110,1650,1651],{},"多模型",[110,1653,1654],{},"单模型",[110,1656,572],{},[86,1658,1659,1662,1665,1668,1671,1674],{},[110,1660,1661],{},"长任务",[110,1663,1664],{},"★★★★★ 小时级",[110,1666,1667],{},"★★★★★",[110,1669,1670],{},"★★★☆☆",[110,1672,1673],{},"★★★★☆",[110,1675,1670],{},[86,1677,1678,1681,1683,1685,1687,1689],{},[110,1679,1680],{},"引用密度",[110,1682,1667],{},[110,1684,1670],{},[110,1686,1673],{},[110,1688,1670],{},[110,1690,1670],{},[86,1692,1693,1696,1699,1701,1703,1705],{},[110,1694,1695],{},"App Builder",[110,1697,1698],{},"⚠️ 有但 buggy",[110,1700,854],{},[110,1702,854],{},[110,1704,854],{},[110,1706,854],{},[86,1708,1709,1711,1714,1717,1719,1721],{},[110,1710,372],{},[110,1712,1713],{},"⚠️ 大陆屏蔽",[110,1715,1716],{},"⚠️",[110,1718,1667],{},[110,1720,1716],{},[110,1722,1673],{},[86,1724,1725,1727,1730,1732,1735,1738],{},[110,1726,174],{},[110,1728,1729],{},"$20-$200",[110,1731,568],{},[110,1733,1734],{},"$24.99\u002F月",[110,1736,1737],{},"随 ChatGPT Plus",[110,1739,572],{},[86,1741,1742,1745,1748,1751,1754,1757],{},[110,1743,1744],{},"适合场景",[110,1746,1747],{},"research \u002F 数据分析",[110,1749,1750],{},"写代码 \u002F 修 bug",[110,1752,1753],{},"信息检索",[110,1755,1756],{},"单次深度研究",[110,1758,1759],{},"综合",[27,1761,1762,235],{},[54,1763,1764],{},"选 Manus 如果你",[237,1766,1767,1773,1776,1779],{},[43,1768,1769,1770],{},"重视 research \u002F 数据分析任务的 ",[54,1771,1772],{},"引用密度和结构化输出",[43,1774,1775],{},"想试\"开任务下班、明早看结果\"的工作流",[43,1777,1778],{},"海外 \u002F 能解决账号网络问题",[43,1780,1781],{},"预算 $20-$50\u002F月，重度用户",[27,1783,1784,235],{},[54,1785,1786],{},"别选 Manus 如果你",[237,1788,1789,1798,1801,1804],{},[43,1790,1791,1792,1383,1794,1797],{},"国内裸用（",[465,1793,1581],{"href":1580},[465,1795,1796],{"href":1585},"Yuanbao"," 更顺）",[43,1799,1800],{},"想生产部署 App（Web App Builder bug 多）",[43,1802,1803],{},"团队协作场景（功能不完善）",[43,1805,1806],{},"预算 \u003C $20\u002F月（Free 档够评估，付费档不一定划算）",[22,1808,1809],{"id":1809},"避坑清单",[237,1811,1812,1818,1828,1834,1840,1852,1858,1864],{},[43,1813,1814,1817],{},[54,1815,1816],{},"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",[43,1819,1820,235,1823,1827],{},[54,1821,1822],{},"credit 烧得比官方页面暗示的快",[465,1824,1826],{"href":1249,"rel":1825},[496],"Pick Right 2026 评测"," 真实反馈，重度用户经常额外买 credit pack",[43,1829,1830,1833],{},[54,1831,1832],{},"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",[43,1835,1836,1839],{},[54,1837,1838],{},"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",[43,1841,1842,1845,1846,1851],{},[54,1843,1844],{},"每次任务从零开始","：没有持久 workspace，不像 ",[465,1847,1850],{"href":1848,"rel":1849},"https:\u002F\u002Fclaude.com",[496],"Claude Projects"," \u002F ChatGPT Custom GPTs 能跨会话记忆",[43,1853,1854,1857],{},[54,1855,1856],{},"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",[43,1859,1860,1863],{},[54,1861,1862],{},"团队协作能力差","：单用户产品为主，无共享 workspace \u002F 评论 \u002F 审计",[43,1865,1866,1869,1870,1875],{},[54,1867,1868],{},"Meta 收购的不确定性","：Wikipedia 引用 ",[465,1871,1874],{"href":1872,"rel":1873},"https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F17\u002Ftechnology\u002Fchina-scrutiny-meta-manus.html",[496],"纽时 2026-03"," 报道，中国审查 Meta 收购案，长期路线图待观察",[22,1877,439],{"id":438},[27,1879,1880],{},"✅ 适合：",[237,1882,1883,1886,1889,1892,1895],{},[43,1884,1885],{},"委托多步骤 research（\"调研 X，产出 Markdown 对比表\"）",[43,1887,1888],{},"CSV \u002F Excel 重的数据分析任务",[43,1890,1891],{},"长任务 + 不想盯着看（小时级）",[43,1893,1894],{},"单兵作战的咨询顾问 \u002F 分析师 \u002F 创业者",[43,1896,1897],{},"对\"通用 Agent 体感天花板\"感兴趣的测试者",[27,1899,1900],{},"❌ 不适合：",[237,1902,1903,1906,1909,1912,1915],{},[43,1904,1905],{},"生产级应用部署",[43,1907,1908],{},"团队协作工作流",[43,1910,1911],{},"预算极敏感（free 档非常受限）",[43,1913,1914],{},"大陆稳定访问需求",[43,1916,1917,1918,1921],{},"需要深度持久上下文（用 ",[465,1919,1850],{"href":1848,"rel":1920},[496]," \u002F ChatGPT Custom GPT 等）",[22,1923,459],{"id":459},[237,1925,1926,1937,1948,1963],{},[43,1927,1928,1929,1383,1931,1933,1934,1936],{},"同类对比：",[465,1930,10],{"href":1605},[465,1932,1581],{"href":1580}," \u002F Elicit \u002F ",[465,1935,1796],{"href":1585}," \u002F Metaso",[43,1938,1939,1940,1383,1944,1947],{},"概念：",[465,1941,1943],{"href":1942},"\u002Fwiki\u002Fai-agent.html","AI Agent",[465,1945,1946],{"href":1942},"Multi-Agent"," \u002F Computer Use \u002F Deep Research",[43,1949,1950,1951,1383,1955,1383,1959],{},"模型：",[465,1952,1954],{"href":1953},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[465,1956,1958],{"href":1957},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[465,1960,1962],{"href":1961},"\u002Fmodels\u002Fqwen-3.html","Qwen3",[43,1964,1965,1966,1383,1970],{},"进阶：",[465,1967,1969],{"href":1968},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[465,1971,1973],{"href":1972},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[22,1975,486],{"id":486},[237,1977,1978,1984,1987,1990],{},[43,1979,1980,1981],{},"官网：",[465,1982,1508],{"href":1508,"rel":1983},[496],[43,1985,1986],{},"Wikipedia：\"Manus (AI agent)\" 条目",[43,1988,1989],{},"第三方评测：pick-right.com \u002F hyzenpro.com \u002F infotech.com \u002F weforum.org",[43,1991,1992],{},"媒体报道：Reuters \u002F AP \u002F China Daily \u002F 36Kr \u002F NYT",[27,1994,1995,1996,2000],{},"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 ",[465,1997,1999],{"href":1998},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",{"title":519,"searchDepth":520,"depth":520,"links":2002},[2003,2004,2005,2013,2014,2015,2016,2017,2018,2019,2020],{"id":24,"depth":523,"text":25},{"id":1172,"depth":523,"text":1172},{"id":1239,"depth":523,"text":1239,"children":2006},[2007,2008,2009,2010,2011,2012],{"id":1243,"depth":520,"text":1244},{"id":1267,"depth":520,"text":1268},{"id":1350,"depth":520,"text":1351},{"id":1361,"depth":520,"text":1362},{"id":1395,"depth":520,"text":1395},{"id":1401,"depth":520,"text":1401},{"id":1411,"depth":523,"text":1411},{"id":1499,"depth":523,"text":1500},{"id":1547,"depth":523,"text":1547},{"id":1590,"depth":523,"text":1590},{"id":1809,"depth":523,"text":1809},{"id":438,"depth":523,"text":439},{"id":459,"depth":523,"text":459},{"id":486,"depth":523,"text":486},"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。",[1078,553],{},[2027,2028,2029,2030],"claude-sonnet-4","claude-opus-4","qwen-max","manus-internal",[2032,2033,2034,2035],"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）",[2037,2038,2039,2040],"web","windows","macos","linux",[2042,2045,2049,2052],{"plan":184,"price":187,"limit":2043,"cn_pay":572,"note":2044},"每日有限 credits，足够每天 1 个 demanding 任务","试水\u002F评估",{"plan":195,"price":198,"limit":2046,"cn_pay":2047,"note":2048},"更高 credit + 更长任务时长 + 多模型路由","⚠️ 需海外卡","个人主力档",{"plan":1456,"price":1459,"limit":2050,"cn_pay":1716,"note":2051},"更大 credit 池 + 优先队列","10+ 任务\u002F周",{"plan":2053,"price":209,"limit":2054,"cn_pay":1716,"note":2055},"Pro+\u002FTeam","最大 credit + 团队工作空间（功能受限）","团队功能仍有限","Free \u002F Pro $20\u002Fmo \u002F Plus $50\u002Fmo \u002F Pro+ Team 最高 $200\u002Fmo","2026-06-18",[2059],"onboarding\u002Fmanus-getting-started",[2061,2062,2063],"manus-deep-review","autoglm-deep-review","openmanus-deep-review",{"power":581,"ux":581,"price":520,"cn_support":582,"stability":520},{"title":312,"description":2023},"Manus AI Agent 评测 2026：通用 AI 智能体，自主完成任务，对比 Devin",[2068,2070,2073,2075,2077,2080],{"title":2069,"url":1508},"Manus 官网",{"title":2071,"url":2072},"Manus 维基百科","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_(AI_agent)",{"title":2074,"url":1249},"Manus AI Review 2026 (Pick Right)",{"title":2076,"url":1273},"Info-Tech Manus Assessment",{"title":2078,"url":2079},"WEF Butterfly Effect Page","https:\u002F\u002Fwww.weforum.org\u002Forganizations\u002Fbutterfly-effect",{"title":2081,"url":2082},"HyzenPro 2026 Review","https:\u002F\u002Fhyzenpro.com\u002Fblog\u002Fmanus-ai-review","tools\u002Fagent\u002Fgeneral\u002Fmanus",[2085,2086,2087,2088,2089],"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",[2092,599,2093,2094,2095,2096],"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",{"id":2100,"title":315,"alternatives":2101,"api_compatible":2103,"body":2105,"category":1082,"chinese_friendly":520,"cover":3336,"description":3337,"domestic":536,"extension":537,"faq":551,"free":536,"github":3292,"languages":3338,"lastVerified":554,"meta":3339,"models":3340,"navigation":556,"notSuitable":3344,"opensource":536,"path":481,"pillar":558,"platforms":3348,"priceTable":3349,"pricing":3367,"published":2057,"relatedPlaybooks":551,"relatedReviews":3368,"score":3375,"self_host":536,"seo":3376,"seoTitle":3377,"slug":14,"sources":3378,"stem":3391,"suitable":3392,"tagline":3398,"tags":3399,"updated":3402,"verdict":3403,"website":3278,"__hash__":3404},"tools\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code.md",[2102,609,610],"coding\u002Fcli\u002Fcodex",[2104],"anthropic",{"type":19,"value":2106,"toc":3319},[2107,2109,2155,2160,2162,2166,2176,2215,2218,2222,2229,2264,2279,2283,2286,2442,2460,2464,2475,2554,2557,2561,2575,2577,2592,2671,2674,2691,2704,2712,2714,2878,2880,2923,2925,3078,3083,3097,3102,3122,3124,3220,3222,3270,3272,3310,3315],[22,2108,25],{"id":24},[1127,2110,2112,2121,2132],{"className":2111},[1130,1131,1132],[27,2113,2114,2116,2117,2120],{},[54,2115,1137],{}," 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 ",[47,2118,2119],{},"claude","，用自然语言让它读代码、改文件、跑测试、提交 commit——全自动。",[27,2122,2123,2124,2127,2128,2131],{},"最大价值是 ",[54,2125,2126],{},"不绑死 IDE","——VS Code、JetBrains、Vim、Emacs、Neovim 全能用，远程 SSH 也行。代价是 ",[54,2129,2130],{},"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。",[27,2133,2134,2137,2138,2142,2143,2146,2147,2150,2151,2154],{},[54,2135,2136],{},"2026-07 最新进展","：核心模型已升级为 ",[465,2139,2141],{"href":2140},"\u002Fmodels\u002Fclaude-sonnet-5.html","Claude Sonnet 5","（复杂任务用 Opus 4.8），1M 上下文；新增 ",[47,2144,2145],{},"\u002Ffork","（复制会话到后台并行）、",[47,2148,2149],{},"\u002Fsubtask","（取代内联子 agent）；会话级上限（WebSearch 200 次、子 agent 200 个）；MCP 调用超 2 分钟自动转后台。",[54,2152,2153],{},"Claude Code for Visual Studio","（7-08）成为首个正式接入调试器（断点\u002F运行时变量\u002F调用栈）的 AI 编程工具。当前版本 v2.1.201–206。Claude Code 约占 AI 编程赛道一半市场，ARR 约 $2.5B。",[1165,2156,2157],{},[27,2158,2159],{},"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。",[22,2161,1239],{"id":1239},[1241,2163,2165],{"id":2164},"终端原生的-agent-体验","终端原生的 Agent 体验",[27,2167,2168,2169,2172,2173,2175],{},"不像 Cursor \u002F Windsurf 那种\"AI IDE\"，Claude Code 是个 ",[54,2170,2171],{},"CLI 工具","——在任何编辑器旁边开个终端，跑 ",[47,2174,2119],{},"，就进入了一个能读你整个 codebase 的对话环境。",[1522,2177,2181],{"className":2178,"code":2179,"language":2180,"meta":519,"style":519},"language-bash shiki shiki-themes github-light github-dark","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","bash",[47,2182,2183,2196,2205],{"__ignoreMap":519},[2184,2185,2188,2192],"span",{"class":2186,"line":2187},"line",1,[2184,2189,2191],{"class":2190},"sj4cs","cd",[2184,2193,2195],{"class":2194},"sZZnC"," your-project\n",[2184,2197,2198,2201],{"class":2186,"line":523},[2184,2199,2119],{"class":2200},"sScJk",[2184,2202,2204],{"class":2203},"sJ8bj","                          # 进入交互模式\n",[2184,2206,2207,2211],{"class":2186,"line":520},[2184,2208,2210],{"class":2209},"szBVR",">",[2184,2212,2214],{"class":2213},"sVt8B"," 帮我把这个 Express 项目迁移到 Fastify，写完之后跑测试确认通过\n",[27,2216,2217],{},"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。",[1241,2219,2221],{"id":2220},"子代理sub-agents-并行任务","子代理（Sub-agents）+ 并行任务",[27,2223,2224,2225,2228],{},"Claude Code 2.x 引入了 ",[465,2226,2227],{"href":1942},"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：",[1522,2230,2232],{"className":2178,"code":2231,"language":2180,"meta":519,"style":519},"\u002Fsubtask            # 派发独立子任务（2026-07 起取代内联子 agent）\n\u002Ffork               # 复制当前会话到后台并行推进\n\u002Fagents             # 管理子代理\n\u002Ftasks              # 列出后台运行的子代理\n",[47,2233,2234,2241,2248,2256],{"__ignoreMap":519},[2184,2235,2236,2238],{"class":2186,"line":2187},[2184,2237,2149],{"class":2200},[2184,2239,2240],{"class":2203},"            # 派发独立子任务（2026-07 起取代内联子 agent）\n",[2184,2242,2243,2245],{"class":2186,"line":523},[2184,2244,2145],{"class":2200},[2184,2246,2247],{"class":2203},"               # 复制当前会话到后台并行推进\n",[2184,2249,2250,2253],{"class":2186,"line":520},[2184,2251,2252],{"class":2200},"\u002Fagents",[2184,2254,2255],{"class":2203},"             # 管理子代理\n",[2184,2257,2258,2261],{"class":2186,"line":582},[2184,2259,2260],{"class":2200},"\u002Ftasks",[2184,2262,2263],{"class":2203},"              # 列出后台运行的子代理\n",[27,2265,2266,2267,2272,2273,2275,2276,2278],{},"据 ",[465,2268,2271],{"href":2269,"rel":2270},"https:\u002F\u002Fcomputingforgeeks.com\u002Fclaude-code-cheat-sheet",[496],"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。2026-07 更新后，",[47,2274,2149],{}," 取代了旧的内联子 agent 写法，",[47,2277,2145],{}," 则能把整个会话复制一份丢到后台继续跑；会话级新增上限（WebSearch 200 次、子 agent 200 个），MCP 调用超 2 分钟自动转后台执行。",[1241,2280,2282],{"id":2281},"slash-命令生产力关键","Slash 命令（生产力关键）",[27,2284,2285],{},"Claude Code 内置了一套 slash 命令，是日常使用的核心：",[80,2287,2288,2298],{},[83,2289,2290],{},[86,2291,2292,2295],{},[89,2293,2294],{},"命令",[89,2296,2297],{},"用途",[105,2299,2300,2314,2324,2338,2348,2358,2368,2378,2388,2398,2408,2418,2428],{},[86,2301,2302,2307],{},[110,2303,2304],{},[47,2305,2306],{},"\u002Finit",[110,2308,2309,2310,2313],{},"第一次进入仓库时跑，生成 ",[47,2311,2312],{},"CLAUDE.md","（项目记忆）",[86,2315,2316,2321],{},[110,2317,2318],{},[47,2319,2320],{},"\u002Fmemory",[110,2322,2323],{},"编辑长期记忆",[86,2325,2326,2331],{},[110,2327,2328],{},[47,2329,2330],{},"\u002Fclear",[110,2332,2333,2334,2337],{},"清空当前对话，重新开始（",[54,2335,2336],{},"最被低估的命令","）",[86,2339,2340,2345],{},[110,2341,2342],{},[47,2343,2344],{},"\u002Fcompact",[110,2346,2347],{},"长对话压缩，挽救快爆炸的 context window",[86,2349,2350,2355],{},[110,2351,2352],{},[47,2353,2354],{},"\u002Fcontext",[110,2356,2357],{},"显示当前 context 用量",[86,2359,2360,2365],{},[110,2361,2362],{},[47,2363,2364],{},"\u002Fplan",[110,2366,2367],{},"切到 plan 模式（只规划不执行）",[86,2369,2370,2375],{},[110,2371,2372],{},[47,2373,2374],{},"\u002Fmodel",[110,2376,2377],{},"切换模型（Opus \u002F Sonnet \u002F Haiku）",[86,2379,2380,2385],{},[110,2381,2382],{},[47,2383,2384],{},"\u002Fdiff",[110,2386,2387],{},"看本轮所有改动",[86,2389,2390,2395],{},[110,2391,2392],{},[47,2393,2394],{},"\u002Fcode-review",[110,2396,2397],{},"对 diff 跑代码审查",[86,2399,2400,2405],{},[110,2401,2402],{},[47,2403,2404],{},"\u002Frewind",[110,2406,2407],{},"回滚到任意 checkpoint（代码 + 对话）",[86,2409,2410,2415],{},[110,2411,2412],{},[47,2413,2414],{},"\u002Fmcp",[110,2416,2417],{},"管理 MCP 服务器",[86,2419,2420,2425],{},[110,2421,2422],{},[47,2423,2424],{},"\u002Fdoctor",[110,2426,2427],{},"排查环境问题",[86,2429,2430,2439],{},[110,2431,2432,2435,2436],{},[47,2433,2434],{},"\u002Fresume"," ",[47,2437,2438],{},"\u002Fbranch",[110,2440,2441],{},"回到 \u002F fork 历史对话",[27,2443,2444,2449,2450,2452,2453,2455,2456,2459],{},[465,2445,2448],{"href":2446,"rel":2447},"https:\u002F\u002Flearn-prompting.fr\u002Fblog\u002Fclaude-code-slash-commands-reference",[496],"learn-prompting.fr 2026-04 总结","：成熟团队最常用的三个是 ",[47,2451,2344],{},"（每 20-30 分钟一次防止 context drift）、",[47,2454,2330],{},"（新任务开新会话）、自定义命令（写在 ",[47,2457,2458],{},".claude\u002Fcommands\u002F"," 提交进 git）。",[1241,2461,2463],{"id":2462},"mcp-集成一等公民","MCP 集成（一等公民）",[27,2465,2466,2470,2471,2474],{},[465,2467,2469],{"href":2468},"\u002Fwiki\u002Fmcp.html","MCP"," 是 Anthropic 自家协议，Claude Code 是 MCP 支持最完整的客户端。配置一次 ",[47,2472,2473],{},".mcp.json","，Claude Code 就能在对话里调任意 MCP server 暴露的 tool：",[1522,2476,2480],{"className":2477,"code":2478,"language":2479,"meta":519,"style":519},"language-json shiki shiki-themes github-light github-dark","{\n  \"mcpServers\": {\n    \"postgres\": {\n      \"command\": \"npx\",\n      \"args\": [\"@modelcontextprotocol\u002Fserver-postgres\", \"postgresql:\u002F\u002F...\"]\n    }\n  }\n}\n","json",[47,2481,2482,2487,2495,2502,2516,2536,2542,2548],{"__ignoreMap":519},[2184,2483,2484],{"class":2186,"line":2187},[2184,2485,2486],{"class":2213},"{\n",[2184,2488,2489,2492],{"class":2186,"line":523},[2184,2490,2491],{"class":2190},"  \"mcpServers\"",[2184,2493,2494],{"class":2213},": {\n",[2184,2496,2497,2500],{"class":2186,"line":520},[2184,2498,2499],{"class":2190},"    \"postgres\"",[2184,2501,2494],{"class":2213},[2184,2503,2504,2507,2510,2513],{"class":2186,"line":582},[2184,2505,2506],{"class":2190},"      \"command\"",[2184,2508,2509],{"class":2213},": ",[2184,2511,2512],{"class":2194},"\"npx\"",[2184,2514,2515],{"class":2213},",\n",[2184,2517,2518,2521,2524,2527,2530,2533],{"class":2186,"line":581},[2184,2519,2520],{"class":2190},"      \"args\"",[2184,2522,2523],{"class":2213},": [",[2184,2525,2526],{"class":2194},"\"@modelcontextprotocol\u002Fserver-postgres\"",[2184,2528,2529],{"class":2213},", ",[2184,2531,2532],{"class":2194},"\"postgresql:\u002F\u002F...\"",[2184,2534,2535],{"class":2213},"]\n",[2184,2537,2539],{"class":2186,"line":2538},6,[2184,2540,2541],{"class":2213},"    }\n",[2184,2543,2545],{"class":2186,"line":2544},7,[2184,2546,2547],{"class":2213},"  }\n",[2184,2549,2551],{"class":2186,"line":2550},8,[2184,2552,2553],{"class":2213},"}\n",[27,2555,2556],{},"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。",[1241,2558,2560],{"id":2559},"后台-远程模式","后台 \u002F 远程模式",[27,2562,2563,2566,2567,2570,2571,2574],{},[47,2564,2565],{},"\u002Fbackground"," 让当前会话脱离终端，作为后台 agent 继续跑；",[47,2568,2569],{},"\u002Fteleport"," 把网页端会话拉到本地终端继续；",[47,2572,2573],{},"\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\"。",[22,2576,1411],{"id":1411},[27,2578,2579,2580,2585,2586,2591],{},"根据 ",[465,2581,2584],{"href":2582,"rel":2583},"https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fclaude-code-pricing-guide-2026",[496],"explainx.ai 2026-06 评测"," 和 ",[465,2587,2590],{"href":2588,"rel":2589},"https:\u002F\u002Fclaude.com\u002Fpricing",[496],"Anthropic 官方定价"," 整理：",[80,2593,2594,2606],{},[83,2595,2596],{},[86,2597,2598,2601,2603],{},[89,2599,2600],{},"路径",[89,2602,174],{},[89,2604,2605],{},"适用场景",[105,2607,2608,2621,2633,2646,2658],{},[86,2609,2610,2615,2618],{},[110,2611,2612],{},[54,2613,2614],{},"BYOK（自带 API key）",[110,2616,2617],{},"按 token 计费",[110,2619,2620],{},"全自由，但单月烧到 $500+ 也常见",[86,2622,2623,2627,2630],{},[110,2624,2625],{},[54,2626,195],{},[110,2628,2629],{},"$20\u002F月（年付 ~$17）",[110,2631,2632],{},"个人开发者，每天 1-4 小时",[86,2634,2635,2640,2643],{},[110,2636,2637],{},[54,2638,2639],{},"Max 5x",[110,2641,2642],{},"$100\u002F月",[110,2644,2645],{},"重度用户 + Opus 模型访问",[86,2647,2648,2653,2655],{},[110,2649,2650],{},[54,2651,2652],{},"Max 20x",[110,2654,209],{},[110,2656,2657],{},"8h+ agentic 工作流 \u002F 团队共享",[86,2659,2660,2665,2668],{},[110,2661,2662],{},[54,2663,2664],{},"Team Premium",[110,2666,2667],{},"$100\u002Fseat 年付 \u002F $125 月付",[110,2669,2670],{},"团队，含管理",[27,2672,2673],{},"API token 价格（2026-07 公开数据）：",[237,2675,2676,2682,2688],{},[43,2677,2678,2681],{},[54,2679,2680],{},"Sonnet 5","：促销 input $2 \u002F output $10（至 2026-08-31），之后标准 $3 \u002F $15 per 1M token",[43,2683,2684,2687],{},[54,2685,2686],{},"Opus 4.8","：input $5 \u002F output $25 per 1M token（已大幅低于早期 Opus 4 的 $15\u002F$75）",[43,2689,2690],{},"Haiku 4.x：input $1 \u002F output $5 per 1M token",[1165,2692,2693],{},[27,2694,2695,2696,2699,2700,2703],{},"SWE-bench Verified 参考：Opus 4.8 官方提交 ",[54,2697,2698],{},"87.6%","、Sonnet 5 ",[54,2701,2702],{},"80.8%","（Claude Code 内实测），是长任务编程能力的第一梯队。注意 Sonnet 5 换了新分词器，同文本 token 数约 +30%，核算成本要按实际 token 量。",[27,2705,2706,2711],{},[465,2707,2710],{"href":2708,"rel":2709},"https:\u002F\u002Fwww.ksred.com\u002Fclaude-code-pricing-guide-which-plan-actually-saves-you-money",[496],"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。",[22,2713,1500],{"id":1499},[1522,2715,2717],{"className":2178,"code":2716,"language":2180,"meta":519,"style":519},"# 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",[47,2718,2719,2724,2741,2746,2751,2765,2769,2774,2787,2792,2798,2806,2820,2826,2841,2846,2852,2859,2870],{"__ignoreMap":519},[2184,2720,2721],{"class":2186,"line":2187},[2184,2722,2723],{"class":2203},"# macOS \u002F Linux \u002F Windows (WSL)\n",[2184,2725,2726,2729,2732,2735,2738],{"class":2186,"line":523},[2184,2727,2728],{"class":2200},"curl",[2184,2730,2731],{"class":2190}," -fsSL",[2184,2733,2734],{"class":2194}," https:\u002F\u002Fclaude.ai\u002Finstall.sh",[2184,2736,2737],{"class":2209}," |",[2184,2739,2740],{"class":2200}," bash\n",[2184,2742,2743],{"class":2186,"line":520},[2184,2744,2745],{"emptyLinePlaceholder":556},"\n",[2184,2747,2748],{"class":2186,"line":582},[2184,2749,2750],{"class":2203},"# macOS 用 Homebrew\n",[2184,2752,2753,2756,2759,2762],{"class":2186,"line":581},[2184,2754,2755],{"class":2200},"brew",[2184,2757,2758],{"class":2194}," install",[2184,2760,2761],{"class":2190}," --cask",[2184,2763,2764],{"class":2194}," claude-code\n",[2184,2766,2767],{"class":2186,"line":2538},[2184,2768,2745],{"emptyLinePlaceholder":556},[2184,2770,2771],{"class":2186,"line":2544},[2184,2772,2773],{"class":2203},"# Windows PowerShell\n",[2184,2775,2776,2779,2782,2784],{"class":2186,"line":2550},[2184,2777,2778],{"class":2200},"irm",[2184,2780,2781],{"class":2194}," https:\u002F\u002Fclaude.ai\u002Finstall.ps1",[2184,2783,2737],{"class":2209},[2184,2785,2786],{"class":2200}," iex\n",[2184,2788,2790],{"class":2186,"line":2789},9,[2184,2791,2745],{"emptyLinePlaceholder":556},[2184,2793,2795],{"class":2186,"line":2794},10,[2184,2796,2797],{"class":2203},"# 验证 + 登录\n",[2184,2799,2801,2803],{"class":2186,"line":2800},11,[2184,2802,2119],{"class":2200},[2184,2804,2805],{"class":2190}," --version\n",[2184,2807,2809,2811,2814,2817],{"class":2186,"line":2808},12,[2184,2810,2119],{"class":2200},[2184,2812,2813],{"class":2194}," auth",[2184,2815,2816],{"class":2194}," login",[2184,2818,2819],{"class":2203},"          # 走浏览器 OAuth，绑定 Pro \u002F Max 订阅\n",[2184,2821,2823],{"class":2186,"line":2822},13,[2184,2824,2825],{"class":2203},"# 或用 API key\n",[2184,2827,2829,2832,2835,2838],{"class":2186,"line":2828},14,[2184,2830,2831],{"class":2209},"export",[2184,2833,2834],{"class":2213}," ANTHROPIC_API_KEY",[2184,2836,2837],{"class":2209},"=",[2184,2839,2840],{"class":2213},"sk-ant-...\n",[2184,2842,2844],{"class":2186,"line":2843},15,[2184,2845,2745],{"emptyLinePlaceholder":556},[2184,2847,2849],{"class":2186,"line":2848},16,[2184,2850,2851],{"class":2203},"# 进项目，启动\n",[2184,2853,2855,2857],{"class":2186,"line":2854},17,[2184,2856,2191],{"class":2190},[2184,2858,2195],{"class":2194},[2184,2860,2862,2864,2867],{"class":2186,"line":2861},18,[2184,2863,2119],{"class":2200},[2184,2865,2866],{"class":2194}," \u002Finit",[2184,2868,2869],{"class":2203},"               # 生成 CLAUDE.md\n",[2184,2871,2873,2875],{"class":2186,"line":2872},19,[2184,2874,2119],{"class":2200},[2184,2876,2877],{"class":2203},"                     # 进入交互模式\n",[22,2879,1547],{"id":1547},[40,2881,2882,2888,2894,2900],{},[43,2883,2884,2887],{},[54,2885,2886],{},"账号","：注册 claude.ai 需要海外手机号（Google Voice \u002F Twilio 可，国内号被封死）",[43,2889,2890,2893],{},[54,2891,2892],{},"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",[43,2895,2896,2899],{},[54,2897,2898],{},"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",[43,2901,2902,2904,2905,2908,2909,2913,2914,1383,2918,2922],{},[54,2903,1576],{},"：用 ",[465,2906,839],{"href":2907},"\u002Fcoding\u002Fcli\u002Faider.html"," 或 ",[465,2910,2912],{"href":2911},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline"," 接 ",[465,2915,2917],{"href":2916},"\u002Fmodels\u002Fdeepseek-v3.html","DeepSeek-V3",[465,2919,2921],{"href":2920},"\u002Fmodels\u002Fglm-5.2.html","GLM-5.2"," 是国内最经济的\"Claude Code 平替\"思路",[22,2924,1590],{"id":1590},[80,2926,2927,2949],{},[83,2928,2929],{},[86,2930,2931,2933,2935,2939,2945],{},[89,2932,304],{},[89,2934,315],{},[89,2936,2937],{},[465,2938,1213],{"href":1212},[89,2940,2941],{},[465,2942,2944],{"href":2943},"\u002Fcoding\u002Fcli\u002Fcodex.html","Codex CLI",[89,2946,2947],{},[465,2948,839],{"href":2907},[105,2950,2951,2967,2980,2998,3019,3033,3047,3064],{},[86,2952,2953,2956,2959,2962,2965],{},[110,2954,2955],{},"形态",[110,2957,2958],{},"CLI（IDE 无关）",[110,2960,2961],{},"AI-first IDE",[110,2963,2964],{},"CLI",[110,2966,2964],{},[86,2968,2969,2972,2974,2976,2978],{},[110,2970,2971],{},"长任务能力",[110,2973,1667],{},[110,2975,1673],{},[110,2977,1673],{},[110,2979,1670],{},[86,2981,2982,2985,2992,2994,2996],{},[110,2983,2984],{},"上下文管理",[110,2986,2987,2988,2435,2990],{},"★★★★★ ",[47,2989,2344],{},[47,2991,2330],{},[110,2993,1673],{},[110,2995,1673],{},[110,2997,1670],{},[86,2999,3000,3003,3011,3014,3017],{},[110,3001,3002],{},"子代理 \u002F 并行",[110,3004,3005,3006,2435,3008,2337],{},"✅（",[47,3007,2252],{},[47,3009,3010],{},"\u002Fbatch",[110,3012,3013],{},"部分（Bug bot）",[110,3015,3016],{},"⚠️ 有限",[110,3018,854],{},[86,3020,3021,3024,3027,3029,3031],{},[110,3022,3023],{},"MCP 支持",[110,3025,3026],{},"★★★★★ 一等公民",[110,3028,1673],{},[110,3030,1670],{},[110,3032,854],{},[86,3034,3035,3038,3040,3042,3044],{},[110,3036,3037],{},"Git 集成",[110,3039,1673],{},[110,3041,1670],{},[110,3043,1670],{},[110,3045,3046],{},"★★★★★ 每改即 commit",[86,3048,3049,3052,3055,3058,3061],{},[110,3050,3051],{},"国内门槛",[110,3053,3054],{},"高（账号+支付+网络）",[110,3056,3057],{},"高（账号+支付）",[110,3059,3060],{},"高",[110,3062,3063],{},"低（BYOK 国产模型）",[86,3065,3066,3068,3071,3073,3075],{},[110,3067,174],{},[110,3069,3070],{},"$20-$200\u002F月",[110,3072,198],{},[110,3074,3070],{},[110,3076,3077],{},"仅 API 成本",[27,3079,3080,235],{},[54,3081,3082],{},"选 Claude Code 如果你",[237,3084,3085,3088,3091,3094],{},[43,3086,3087],{},"重视长任务自主性 + 上下文管理",[43,3089,3090],{},"JetBrains \u002F Vim 用户，不想换 IDE",[43,3092,3093],{},"团队需要 SSH 远程 \u002F 后台 agent 模式",[43,3095,3096],{},"已经在用 Claude Pro\u002FMax，加 Code 是边际成本",[27,3098,3099,235],{},[54,3100,3101],{},"别选 Claude Code 如果你",[237,3103,3104,3110,3115],{},[43,3105,3106,3107,3109],{},"国内、个人、预算紧（去 ",[465,3108,839],{"href":2907}," + DeepSeek）",[43,3111,3112,3113,2337],{},"想要纯 IDE 内 inline 体验（",[465,3114,1213],{"href":1212},[43,3116,3117,3118,2337],{},"主要写补全而非 agent 任务（",[465,3119,3121],{"href":3120},"\u002Fcoding\u002Fcopilot\u002Fgithub-copilot.html","GitHub Copilot",[22,3123,1809],{"id":1809},[237,3125,3126,3139,3154,3168,3176,3194,3208,3214],{},[43,3127,3128,3134,3135,3138],{},[54,3129,3130,3133],{},[47,3131,3132],{},"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 ",[47,3136,3137],{},"env | grep ANTHROPIC"," 检查",[43,3140,3141,3147,3148,3150,3151,3153],{},[54,3142,3143,3144,3146],{},"长会话不 ",[47,3145,2344],{}," 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 ",[47,3149,2344],{}," 一次或 ",[47,3152,2330],{}," 开新会话",[43,3155,3156,3161,3162,3167],{},[54,3157,3158,3160],{},[47,3159,2374],{}," 切换是个坑","：跨模型切会丢部分 context ",[465,3163,3166],{"href":3164,"rel":3165},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FClaudeAI\u002F",[496],"据 r\u002FClaudeAI 反馈","；建议起新会话指定模型",[43,3169,3170,3175],{},[54,3171,3172,3174],{},[47,3173,2306],{}," 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",[43,3177,3178,3183,3184,2435,3187,2435,3190,3193],{},[54,3179,3180,3182],{},[47,3181,2458],{}," 自定义命令是放大器","：把团队最常用的工作流写成 ",[47,3185,3186],{},"\u002Fdeploy",[47,3188,3189],{},"\u002Fmigrate",[47,3191,3192],{},"\u002Freview-pr","，提交进 git",[43,3195,3196,3199,3200,3203,3204,3207],{},[54,3197,3198],{},"后台 agent + 重写大量文件 = 危险组合","：长任务跑通常加 ",[47,3201,3202],{},"--permission-mode plan"," 或开 ",[47,3205,3206],{},"acceptEdits"," 但配合 git worktree",[43,3209,3210,3213],{},[54,3211,3212],{},"Windows 原生支持有限","：官方推荐 WSL，PowerShell 安装路径有时跑不通",[43,3215,3216,3219],{},[54,3217,3218],{},"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",[22,3221,459],{"id":459},[237,3223,3224,3238,3250,3262],{},[43,3225,1928,3226,1383,3228,1383,3232,1383,3234,1383,3236],{},[465,3227,1213],{"href":1212},[465,3229,3231],{"href":3230},"\u002Fcoding\u002Fide\u002Fwindsurf.html","Windsurf",[465,3233,2944],{"href":2943},[465,3235,839],{"href":2907},[465,3237,2912],{"href":2911},[43,3239,1939,3240,1383,3242,1383,3246,1383,3248],{},[465,3241,1943],{"href":1942},[465,3243,3245],{"href":3244},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[465,3247,2469],{"href":2468},[465,3249,1969],{"href":1968},[43,3251,1950,3252,1383,3254,1383,3258],{},[465,3253,2141],{"href":2140},[465,3255,3257],{"href":3256},"\u002Fmodels\u002Fclaude-opus-4-5.html","Claude Opus 4.5",[465,3259,3261],{"href":3260},"\u002Fmodels\u002Fclaude-haiku-4.html","Claude Haiku 4",[43,3263,1965,3264,1383,3268],{},[465,3265,3267],{"href":3266},"\u002Fwiki\u002Fvibe-coding.html","Vibe Coding",[465,3269,1973],{"href":1972},[22,3271,486],{"id":486},[237,3273,3274,3280,3287,3294,3301,3307],{},[43,3275,1980,3276],{},[465,3277,3278],{"href":3278,"rel":3279},"https:\u002F\u002Fclaude.com\u002Fclaude-code",[496],[43,3281,3282,3283],{},"官方文档：",[465,3284,3285],{"href":3285,"rel":3286},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",[496],[43,3288,3289,3290],{},"GitHub：",[465,3291,3292],{"href":3292,"rel":3293},"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code",[496],[43,3295,3296,3297],{},"CLI Reference：",[465,3298,3299],{"href":3299,"rel":3300},"https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcli-reference",[496],[43,3302,3303,3304],{},"官方定价：",[465,3305,2588],{"href":2588,"rel":3306},[496],[43,3308,3309],{},"第三方评测：laozhang.ai \u002F explainx.ai \u002F computingforgeeks.com \u002F ksred.com \u002F learn-prompting.fr",[27,3311,3312,3313,2000],{},"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 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Agent，长任务能力业界第一梯队",[1082,533,3400,2104,3401,1111],"terminal","long-task","2026-07-20","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。","0q7_OctUKQGecMZwXgjzZZKq1o_NCACWKQbqEvm25D8",1785660639616]