[{"data":1,"prerenderedAt":1571},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-manus-vs-openhands":9,"compare-a-manus":10,"compare-b-openhands":1044},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":17,"body":18,"category":954,"chinese_friendly":955,"cover":956,"description":957,"domestic":958,"extension":959,"faq":9,"free":958,"github":9,"languages":960,"lastVerified":9,"meta":963,"models":964,"navigation":969,"notSuitable":970,"opensource":958,"path":975,"pillar":976,"platforms":977,"priceTable":982,"pricing":998,"published":999,"relatedPlaybooks":1000,"relatedReviews":1002,"score":1006,"self_host":958,"seo":1008,"seoTitle":9,"slug":1009,"sources":1010,"stem":1026,"suitable":1027,"tagline":1033,"tags":1034,"updated":1041,"verdict":1042,"website":427,"__hash__":1043},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus.md","Manus",[14,15,16],"agent\u002Fgeneral\u002Fgenspark","coding\u002Fagent\u002Fdevin","agent\u002Fplatform\u002Fdify",[],{"type":19,"value":20,"toc":932},"minimark",[21,26,68,74,77,143,146,151,159,164,171,175,183,255,260,264,271,275,283,288,305,308,311,314,321,324,330,391,397,404,409,415,419,466,469,509,512,687,692,709,714,734,737,803,807,810,827,830,851,854,904,907,924],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,33,53],"div",{"className":29},[30,31,32],"card","p-5","my-4",[34,35,36,40,41,44,45,52],"p",{},[37,38,39],"strong",{},"一句话："," Butterfly Effect（中国创办、新加坡注册）2025-03-06 首发的通用 AI Agent，",[37,42,43],{},"邀请码一度被炒到 ¥5 万-10 万","（",[46,47,51],"a",{"href":48,"rel":49},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_%28AI_agent%29",[50],"nofollow","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。",[34,54,55,56,44,59,63,64,67],{},"2025-12 传被 ",[37,57,58],{},"Meta 以约 20-30 亿美元收购",[46,60,62],{"href":48,"rel":61},[50],"Reuters \u002F AP 报道","），目前仍独立运营。最大价值是 ",[37,65,66],{},"deep research 类任务的引用密度和质量明显超过 ChatGPT Deep Research","。",[69,70,71],"blockquote",{},[34,72,73],{},"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。",[22,75,76],{"id":76},"背景与公司",[78,79,80,92,98,104,110,121,131,137],"ul",{},[81,82,83,86,87,91],"li",{},[37,84,85],{},"公司","：Butterfly Effect Pte. Ltd.（",[46,88,90],{"href":48,"rel":89},[50],"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）",[81,93,94,97],{},[37,95,96],{},"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）",[81,99,100,103],{},[37,101,102],{},"前作","：Monica，2023 年发布的浏览器扩展 AI 助手",[81,105,106,109],{},[37,107,108],{},"历史融资","：2024 年字节跳动曾出价 ~3000 万美元收购被拒（据 36Kr）",[81,111,112,115,116,120],{},[37,113,114],{},"Manus 启动","：2024-10 立项，灵感来自 ",[46,117,119],{"href":118},"\u002Fcoding\u002Fide\u002Fcursor.html","Cursor","；名字来自 MIT 拉丁校训 \"Mens et Manus\"（手与脑）",[81,122,123,126,127],{},[37,124,125],{},"首发数据","：2025-03-06 邀请制 beta，7 天内 200 万人候补，",[46,128,130],{"href":48,"rel":129},[50],"Demo 视频 20 小时百万播放",[81,132,133,136],{},[37,134,135],{},"营收","：2025-08 ARR 约 9000 万美元 → 2025-12 升至 1.25 亿美元",[81,138,139,142],{},[37,140,141],{},"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",[22,144,145],{"id":145},"核心特性",[147,148,150],"h3",{"id":149},"多-sub-agent-并行架构最大差异化","多 sub-agent 并行架构（最大差异化）",[34,152,153,158],{},[46,154,157],{"href":155,"rel":156},"https:\u002F\u002Fpick-right.com\u002Ftools\u002Fmanus-ai",[50],"Pick Right 2026-04 评测"," 描述的架构：",[69,160,161],{},[34,162,163],{},"\"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.\"",[34,165,166,167,170],{},"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 ",[37,168,169],{},"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。",[147,172,174],{"id":173},"通用-agent-模式","通用 Agent 模式",[34,176,177,182],{},[46,178,181],{"href":179,"rel":180},"https:\u002F\u002Fwww.infotech.com\u002Fresearch\u002Fassessing-manus-the-future-of-agentic-ai",[50],"Info-Tech 评测"," 列出的 GAIA 基准（General AI Assistants）：",[184,185,186,199],"table",{},[187,188,189],"thead",{},[190,191,192,196],"tr",{},[193,194,195],"th",{},"模型",[193,197,198],{},"GAIA 准确率",[200,201,202,215,223,231,239,247],"tbody",{},[190,203,204,210],{},[205,206,207],"td",{},[37,208,209],{},"Manus AI",[205,211,212],{},[37,213,214],{},">65%（SOTA）",[190,216,217,220],{},[205,218,219],{},"H2O.ai (h2oGPTe)",[205,221,222],{},"65%",[190,224,225,228],{},[205,226,227],{},"Google Langfun",[205,229,230],{},"49%",[190,232,233,236],{},[205,234,235],{},"Microsoft o1",[205,237,238],{},"38%",[190,240,241,244],{},[205,242,243],{},"OpenAI GPT-4o",[205,245,246],{},"32%",[190,248,249,252],{},[205,250,251],{},"OpenAI GPT-4 + Plugins",[205,253,254],{},"15-30%",[69,256,257],{},[34,258,259],{},"注：基准数据需第三方验证；Manus 官方公布数据，请审慎参考。",[147,261,263],{"id":262},"后台执行-长任务","后台执行 + 长任务",[34,265,266,267,270],{},"最特别的体验：任务下达后",[37,268,269],{},"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。",[147,272,274],{"id":273},"web-app-builder","Web App Builder",[34,276,277,278,282],{},"直接生成完整网站和应用，内置数据库 + Stripe 支付 + SEO。但 ",[46,279,281],{"href":155,"rel":280},[50],"Pick Right 评测"," 直白警告：",[69,284,285],{},[34,286,287],{},"\"Promising but buggy enough that I wouldn't ship to production from it yet.\"",[34,289,290,291,295,296,295,300,304],{},"复杂场景下出 bug 多，目前不建议生产部署，",[46,292,294],{"href":293},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html","Bolt.new"," \u002F ",[46,297,299],{"href":298},"\u002Fcoding\u002Fbuilder\u002Flovable.html","Lovable",[46,301,303],{"href":302},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0"," 仍是 production app building 的更稳选项。",[147,306,307],{"id":307},"桌面应用",[34,309,310],{},"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。",[147,312,313],{"id":313},"多模型路由",[34,315,316,317,320],{},"Claude \u002F Qwen \u002F Manus 自研模型，",[37,318,319],{},"按任务步骤自动选","——这是 Manus 跟单一模型 agent 的根本差异。",[22,322,323],{"id":323},"价格与运行成本",[34,325,326,329],{},[46,327,281],{"href":155,"rel":328},[50]," 公开档位：",[184,331,332,345],{},[187,333,334],{},[190,335,336,339,342],{},[193,337,338],{},"档位",[193,340,341],{},"价格",[193,343,344],{},"关键点",[200,346,347,358,369,380],{},[190,348,349,352,355],{},[205,350,351],{},"Free",[205,353,354],{},"$0",[205,356,357],{},"每日有限 credits，够 1 个高强度任务\u002F天",[190,359,360,363,366],{},[205,361,362],{},"Pro",[205,364,365],{},"$20\u002F月",[205,367,368],{},"大多数付费用户落点；中等 credit + 多模型",[190,370,371,374,377],{},[205,372,373],{},"Plus",[205,375,376],{},"$50\u002F月",[205,378,379],{},"更高 credit + 优先队列，10+ 任务\u002F周",[190,381,382,385,388],{},[205,383,384],{},"Pro+ \u002F Team",[205,386,387],{},"最高 $200\u002F月",[205,389,390],{},"最大 credit + 团队空间（功能仍有限）",[34,392,393,396],{},[37,394,395],{},"credit 经济学","：每个动作消耗 credits（浏览、代码运行、模型调用都计费）。",[34,398,399,403],{},[46,400,402],{"href":155,"rel":401},[50],"Pick Right 真实使用反馈","：",[69,405,406],{},[34,407,408],{},"\"Credits run out faster than the pricing page suggests. Heavy users routinely buy credit packs on top of subscriptions.\"",[34,410,411,414],{},[37,412,413],{},"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。",[22,416,418],{"id":417},"上手-5-分钟","上手 5 分钟",[420,421,422,430,433,451,454,460,463],"ol",{},[81,423,424,425],{},"打开 ",[46,426,429],{"href":427,"rel":428},"https:\u002F\u002Fmanus.im",[50],"manus.im",[81,431,432],{},"账号注册（Google \u002F Apple OAuth 最快，国内手机号注册受限）",[81,434,435,436,439,440],{},"给一个完整任务描述（",[37,437,438],{},"关键","：不要碎片化指令，给全场景）\n",[441,442,447],"pre",{"className":443,"code":445,"language":446},[444],"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",[448,449,445],"code",{"__ignoreMap":450},"",[81,452,453],{},"选模型路由（Auto 推荐）",[81,455,456,457,459],{},"提交后",[37,458,269],{},"——任务在云端跑",[81,461,462],{},"完成后邮件 \u002F 站内通知",[81,464,465],{},"看结果 \u002F 下载交付物（Markdown \u002F Excel \u002F Word \u002F 网页）",[22,467,468],{"id":468},"国内使用注意事项",[420,470,471,481,487,493],{},[81,472,473,403,476,480],{},[37,474,475],{},"大陆访问被屏蔽",[46,477,479],{"href":48,"rel":478},[50],"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",[81,482,483,486],{},[37,484,485],{},"访问需稳定代理","：日韩 \u002F 美国节点",[81,488,489,492],{},[37,490,491],{},"账号 \u002F 支付","：海外信用卡（Visa \u002F MasterCard），第三方代付方案有限",[81,494,495,498,499,503,504,508],{},[37,496,497],{},"替代路径","：国内可考虑 ",[46,500,502],{"href":501},"\u002Fagent\u002Fgeneral\u002Fgenspark.html","Genspark"," \u002F Devv \u002F ",[46,505,507],{"href":506},"\u002Fagent\u002Fgeneral\u002Fflowith.html","元宝 Yuanbao"," \u002F 秘塔 Metaso 等",[22,510,511],{"id":511},"与同类怎么选",[184,513,514,539],{},[187,515,516],{},[190,517,518,521,523,529,533,536],{},[193,519,520],{},"维度",[193,522,12],{},[193,524,525],{},[46,526,528],{"href":527},"\u002Fcoding\u002Fagent\u002Fdevin.html","Devin",[193,530,531],{},[46,532,502],{"href":501},[193,534,535],{},"ChatGPT Deep Research",[193,537,538],{},"GenAgent",[200,540,541,561,581,600,615,632,649,667],{},[190,542,543,546,549,552,555,558],{},[205,544,545],{},"核心定位",[205,547,548],{},"通用 Agent",[205,550,551],{},"AI 程序员",[205,553,554],{},"AI 搜索 + Agent",[205,556,557],{},"LLM Deep Research",[205,559,560],{},"通用",[190,562,563,566,569,572,575,578],{},[205,564,565],{},"架构",[205,567,568],{},"多 sub-agent 并行",[205,570,571],{},"单 Agent + 沙盒",[205,573,574],{},"多模型",[205,576,577],{},"单模型",[205,579,580],{},"—",[190,582,583,586,589,592,595,598],{},[205,584,585],{},"长任务",[205,587,588],{},"★★★★★ 小时级",[205,590,591],{},"★★★★★",[205,593,594],{},"★★★☆☆",[205,596,597],{},"★★★★☆",[205,599,594],{},[190,601,602,605,607,609,611,613],{},[205,603,604],{},"引用密度",[205,606,591],{},[205,608,594],{},[205,610,597],{},[205,612,594],{},[205,614,594],{},[190,616,617,620,623,626,628,630],{},[205,618,619],{},"App Builder",[205,621,622],{},"⚠️ 有但 buggy",[205,624,625],{},"❌",[205,627,625],{},[205,629,625],{},[205,631,625],{},[190,633,634,637,640,643,645,647],{},[205,635,636],{},"中文",[205,638,639],{},"⚠️ 大陆屏蔽",[205,641,642],{},"⚠️",[205,644,591],{},[205,646,642],{},[205,648,597],{},[190,650,651,653,656,659,662,665],{},[205,652,341],{},[205,654,655],{},"$20-$200",[205,657,658],{},"$500\u002F月",[205,660,661],{},"$24.99\u002F月",[205,663,664],{},"随 ChatGPT Plus",[205,666,580],{},[190,668,669,672,675,678,681,684],{},[205,670,671],{},"适合场景",[205,673,674],{},"research \u002F 数据分析",[205,676,677],{},"写代码 \u002F 修 bug",[205,679,680],{},"信息检索",[205,682,683],{},"单次深度研究",[205,685,686],{},"综合",[34,688,689,403],{},[37,690,691],{},"选 Manus 如果你",[78,693,694,700,703,706],{},[81,695,696,697],{},"重视 research \u002F 数据分析任务的 ",[37,698,699],{},"引用密度和结构化输出",[81,701,702],{},"想试\"开任务下班、明早看结果\"的工作流",[81,704,705],{},"海外 \u002F 能解决账号网络问题",[81,707,708],{},"预算 $20-$50\u002F月，重度用户",[34,710,711,403],{},[37,712,713],{},"别选 Manus 如果你",[78,715,716,725,728,731],{},[81,717,718,719,295,721,724],{},"国内裸用（",[46,720,502],{"href":501},[46,722,723],{"href":506},"Yuanbao"," 更顺）",[81,726,727],{},"想生产部署 App（Web App Builder bug 多）",[81,729,730],{},"团队协作场景（功能不完善）",[81,732,733],{},"预算 \u003C $20\u002F月（Free 档够评估，付费档不一定划算）",[22,735,736],{"id":736},"避坑清单",[78,738,739,745,755,761,767,779,785,791],{},[81,740,741,744],{},[37,742,743],{},"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",[81,746,747,403,750,754],{},[37,748,749],{},"credit 烧得比官方页面暗示的快",[46,751,753],{"href":155,"rel":752},[50],"Pick Right 2026 评测"," 真实反馈，重度用户经常额外买 credit pack",[81,756,757,760],{},[37,758,759],{},"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",[81,762,763,766],{},[37,764,765],{},"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",[81,768,769,772,773,778],{},[37,770,771],{},"每次任务从零开始","：没有持久 workspace，不像 ",[46,774,777],{"href":775,"rel":776},"https:\u002F\u002Fclaude.com",[50],"Claude Projects"," \u002F ChatGPT Custom GPTs 能跨会话记忆",[81,780,781,784],{},[37,782,783],{},"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",[81,786,787,790],{},[37,788,789],{},"团队协作能力差","：单用户产品为主，无共享 workspace \u002F 评论 \u002F 审计",[81,792,793,796,797,802],{},[37,794,795],{},"Meta 收购的不确定性","：Wikipedia 引用 ",[46,798,801],{"href":799,"rel":800},"https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F17\u002Ftechnology\u002Fchina-scrutiny-meta-manus.html",[50],"纽时 2026-03"," 报道，中国审查 Meta 收购案，长期路线图待观察",[22,804,806],{"id":805},"适合-不适合","适合 \u002F 不适合",[34,808,809],{},"✅ 适合：",[78,811,812,815,818,821,824],{},[81,813,814],{},"委托多步骤 research（\"调研 X，产出 Markdown 对比表\"）",[81,816,817],{},"CSV \u002F Excel 重的数据分析任务",[81,819,820],{},"长任务 + 不想盯着看（小时级）",[81,822,823],{},"单兵作战的咨询顾问 \u002F 分析师 \u002F 创业者",[81,825,826],{},"对\"通用 Agent 体感天花板\"感兴趣的测试者",[34,828,829],{},"❌ 不适合：",[78,831,832,835,838,841,844],{},[81,833,834],{},"生产级应用部署",[81,836,837],{},"团队协作工作流",[81,839,840],{},"预算极敏感（free 档非常受限）",[81,842,843],{},"大陆稳定访问需求",[81,845,846,847,850],{},"需要深度持久上下文（用 ",[46,848,777],{"href":775,"rel":849},[50]," \u002F ChatGPT Custom GPT 等）",[22,852,853],{"id":853},"相关阅读",[78,855,856,867,878,893],{},[81,857,858,859,295,861,863,864,866],{},"同类对比：",[46,860,528],{"href":527},[46,862,502],{"href":501}," \u002F Elicit \u002F ",[46,865,723],{"href":506}," \u002F Metaso",[81,868,869,870,295,874,877],{},"概念：",[46,871,873],{"href":872},"\u002Fwiki\u002Fai-agent.html","AI Agent",[46,875,876],{"href":872},"Multi-Agent"," \u002F Computer Use \u002F Deep Research",[81,879,880,881,295,885,295,889],{},"模型：",[46,882,884],{"href":883},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[46,886,888],{"href":887},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[46,890,892],{"href":891},"\u002Fmodels\u002Fqwen-3.html","Qwen3",[81,894,895,896,295,900],{},"进阶：",[46,897,899],{"href":898},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[46,901,903],{"href":902},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[22,905,906],{"id":906},"来源",[78,908,909,915,918,921],{},[81,910,911,912],{},"官网：",[46,913,427],{"href":427,"rel":914},[50],[81,916,917],{},"Wikipedia：\"Manus (AI agent)\" 条目",[81,919,920],{},"第三方评测：pick-right.com \u002F hyzenpro.com \u002F infotech.com \u002F weforum.org",[81,922,923],{},"媒体报道：Reuters \u002F AP \u002F China Daily \u002F 36Kr \u002F NYT",[34,925,926,927,931],{},"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 ",[46,928,930],{"href":929},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",{"title":450,"searchDepth":933,"depth":933,"links":934},3,[935,937,938,946,947,948,949,950,951,952,953],{"id":24,"depth":936,"text":25},2,{"id":76,"depth":936,"text":76},{"id":145,"depth":936,"text":145,"children":939},[940,941,942,943,944,945],{"id":149,"depth":933,"text":150},{"id":173,"depth":933,"text":174},{"id":262,"depth":933,"text":263},{"id":273,"depth":933,"text":274},{"id":307,"depth":933,"text":307},{"id":313,"depth":933,"text":313},{"id":323,"depth":936,"text":323},{"id":417,"depth":936,"text":418},{"id":468,"depth":936,"text":468},{"id":511,"depth":936,"text":511},{"id":736,"depth":936,"text":736},{"id":805,"depth":936,"text":806},{"id":853,"depth":936,"text":853},{"id":906,"depth":936,"text":906},"general",4,"\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。",false,"md",[961,962],"zh","en",{},[965,966,967,968],"claude-sonnet-4","claude-opus-4","qwen-max","manus-internal",true,[971,972,973,974],"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）","\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus","agent",[978,979,980,981],"web","windows","macos","linux",[983,986,990,993],{"plan":351,"price":354,"limit":984,"cn_pay":580,"note":985},"每日有限 credits，足够每天 1 个 demanding 任务","试水\u002F评估",{"plan":362,"price":365,"limit":987,"cn_pay":988,"note":989},"更高 credit + 更长任务时长 + 多模型路由","⚠️ 需海外卡","个人主力档",{"plan":373,"price":376,"limit":991,"cn_pay":642,"note":992},"更大 credit 池 + 优先队列","10+ 任务\u002F周",{"plan":994,"price":995,"limit":996,"cn_pay":642,"note":997},"Pro+\u002FTeam","$200\u002F月","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",[1001],"onboarding\u002Fmanus-getting-started",[1003,1004,1005],"manus-deep-review","autoglm-deep-review","openmanus-deep-review",{"power":1007,"ux":1007,"price":933,"cn_support":955,"stability":933},5,{"title":12,"description":957},"agent\u002Fgeneral\u002Fmanus",[1011,1013,1016,1018,1020,1023],{"title":1012,"url":427},"Manus 官网",{"title":1014,"url":1015},"Manus 维基百科","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_(AI_agent)",{"title":1017,"url":155},"Manus AI Review 2026 (Pick Right)",{"title":1019,"url":179},"Info-Tech Manus Assessment",{"title":1021,"url":1022},"WEF Butterfly Effect Page","https:\u002F\u002Fwww.weforum.org\u002Forganizations\u002Fbutterfly-effect",{"title":1024,"url":1025},"HyzenPro 2026 Review","https:\u002F\u002Fhyzenpro.com\u002Fblog\u002Fmanus-ai-review","tools\u002Fagent\u002Fgeneral\u002Fmanus",[1028,1029,1030,1031,1032],"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",[1035,1036,1037,1038,1039,1040],"general-agent","autonomous","computer-use","multi-agent","butterfly-effect","monica","2026-06-24","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。","eyJqahR6DX9l6_pQYL_4x1vkxUceuqDmRoNSlam9S0c",{"id":1045,"title":1046,"alternatives":1047,"api_compatible":9,"body":1050,"category":976,"chinese_friendly":955,"cover":1511,"description":1512,"domestic":958,"extension":959,"faq":1513,"free":958,"github":1526,"languages":1527,"lastVerified":9,"meta":1528,"models":9,"navigation":969,"notSuitable":9,"opensource":969,"path":1529,"pillar":1530,"platforms":1531,"priceTable":1535,"pricing":1544,"published":1545,"relatedPlaybooks":1546,"relatedReviews":9,"score":1548,"self_host":969,"seo":1549,"seoTitle":9,"slug":1550,"sources":1551,"stem":1560,"suitable":9,"tagline":1561,"tags":1562,"updated":1041,"verdict":1568,"website":1569,"__hash__":1570},"tools\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands.md","OpenHands",[15,1048,1049,1009],"coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcline",{"type":19,"value":1051,"toc":1499},[1052,1054,1061,1064,1067,1070,1093,1096,1125,1129,1177,1180,1184,1189,1210,1215,1235,1238,1267,1270,1376,1379,1419,1421,1438,1440,1467,1469],[22,1053,25],{"id":24},[34,1055,1056,1057,1060],{},"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：",[37,1058,1059],{},"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。",[34,1062,1063],{},"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。",[22,1065,1066],{"id":1066},"它是什么",[34,1068,1069],{},"OpenHands 的核心是「Agent + 工具集」，工具集包括：",[78,1071,1072,1075,1078,1081,1084,1087],{},[81,1073,1074],{},"文件编辑（多文件 diff\u002Fedit）",[81,1076,1077],{},"shell command 执行（Docker sandbox 隔离）",[81,1079,1080],{},"浏览器自动化（点击、表单、截图）",[81,1082,1083],{},"API 调用 \u002F HTTP 请求",[81,1085,1086],{},"Git 仓库操作（clone、commit、PR）",[81,1088,1089,1092],{},[37,1090,1091],{},"MCP 协议","：可挂载任意第三方 tool",[34,1094,1095],{},"四种使用入口：",[420,1097,1098,1107,1113,1119],{},[81,1099,1100,403,1103,1106],{},[37,1101,1102],{},"OSS 自托管",[448,1104,1105],{},"docker run"," 一行起，本地 Web GUI + CLI",[81,1108,1109,1112],{},[37,1110,1111],{},"Individual Cloud","：openhands.dev 注册免费用，每天 10 会话",[81,1114,1115,1118],{},[37,1116,1117],{},"Enterprise","：私有云 + 多用户 + RBAC + 集中 billing",[81,1120,1121,1124],{},[37,1122,1123],{},"Cloud Agent SDK","：把 OpenHands 当 lib 嵌入自家产品",[22,1126,1128],{"id":1127},"价格2026-06","价格（2026-06）",[184,1130,1131,1143],{},[187,1132,1133],{},[190,1134,1135,1138,1140],{},[193,1136,1137],{},"Plan",[193,1139,341],{},[193,1141,1142],{},"限制",[200,1144,1145,1156,1167],{},[190,1146,1147,1151,1153],{},[205,1148,1149],{},[37,1150,1102],{},[205,1152,354],{},[205,1154,1155],{},"BYOK，单用户，自己付 LLM 费",[190,1157,1158,1162,1164],{},[205,1159,1160],{},[37,1161,1111],{},[205,1163,354],{},[205,1165,1166],{},"每天 10 会话，BYOK 或 OpenHands at-cost LLM",[190,1168,1169,1171,1174],{},[205,1170,1117],{},[205,1172,1173],{},"Custom",[205,1175,1176],{},"多用户、SAML\u002FSSO、专属支持、Slack 频道",[34,1178,1179],{},"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。",[22,1181,1183],{"id":1182},"实测本地-docker-一周高强度试用","实测（本地 docker 一周高强度试用）",[34,1185,1186,403],{},[37,1187,1188],{},"好的地方",[78,1190,1191,1198,1201,1204,1207],{},[81,1192,1193,1194,1197],{},"起步快：",[448,1195,1196],{},"docker run -p 3000:3000 allhandsai\u002Fopenhands"," 三分钟到 Web UI",[81,1199,1200],{},"中文支持比 Devin 好——社区贡献了不少中文 prompt 案例",[81,1202,1203],{},"浏览器 use 能力扎实——能去 stackoverflow 搜错误后修代码",[81,1205,1206],{},"任务可视化：sandbox 里跑的每条命令、改的每个文件都有回放",[81,1208,1209],{},"BYOK 灵活：白天 Claude Sonnet 4，晚上 DeepSeek R1，省钱",[34,1211,1212,403],{},[37,1213,1214],{},"踩坑",[78,1216,1217,1223,1226,1229,1232],{},[81,1218,1219,1222],{},[37,1220,1221],{},"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",[81,1224,1225],{},"长任务（>30 分钟）context window 会爆，需要把任务拆小",[81,1227,1228],{},"Windows 用户必走 WSL2 + Docker Desktop，原生 docker 不稳",[81,1230,1231],{},"GUI 体验不如 Cursor \u002F Devin 精致——是工程师工具，不是 PM 工具",[81,1233,1234],{},"沙箱占资源——idle 时也吃 1–2GB 内存",[22,1236,1237],{"id":1237},"上手",[420,1239,1240,1243,1248,1254,1257,1260],{},[81,1241,1242],{},"装 Docker（含 docker-in-docker 支持）",[81,1244,1245],{},[448,1246,1247],{},"docker pull docker.all-hands.dev\u002Fall-hands-ai\u002Fopenhands:latest",[81,1249,1250,1251],{},"一行启动（官方推荐命令在 docs），打开 ",[448,1252,1253],{},"localhost:3000",[81,1255,1256],{},"选 LLM provider（Anthropic \u002F OpenAI \u002F Ollama \u002F 任意 OpenAI 兼容 endpoint）+ 填 API key",[81,1258,1259],{},"描述任务（中文 OK），Agent 在 sandbox 里跑给你看",[81,1261,1262,1263,1266],{},"进阶：编辑 ",[448,1264,1265],{},"config.toml"," 加 MCP server，或 fork 仓库改 microagent prompt",[22,1268,1269],{"id":1269},"对比一览",[184,1271,1272,1287],{},[187,1273,1274],{},[190,1275,1276,1278,1280,1282,1285],{},[193,1277,520],{},[193,1279,1046],{},[193,1281,528],{},[193,1283,1284],{},"Aider",[193,1286,12],{},[200,1288,1289,1304,1317,1332,1348,1361],{},[190,1290,1291,1294,1297,1299,1302],{},[205,1292,1293],{},"开源",[205,1295,1296],{},"✅ MIT",[205,1298,625],{},[205,1300,1301],{},"✅",[205,1303,625],{},[190,1305,1306,1309,1311,1313,1315],{},[205,1307,1308],{},"自托管",[205,1310,1301],{},[205,1312,625],{},[205,1314,1301],{},[205,1316,625],{},[190,1318,1319,1322,1324,1327,1329],{},[205,1320,1321],{},"起步价",[205,1323,354],{},[205,1325,1326],{},"$20 + ACU",[205,1328,354],{},[205,1330,1331],{},"$39\u002F月",[190,1333,1334,1336,1339,1342,1345],{},[205,1335,636],{},[205,1337,1338],{},"4\u002F5",[205,1340,1341],{},"1\u002F5",[205,1343,1344],{},"3\u002F5",[205,1346,1347],{},"5\u002F5",[190,1349,1350,1353,1355,1357,1359],{},[205,1351,1352],{},"Browser use",[205,1354,1301],{},[205,1356,1301],{},[205,1358,625],{},[205,1360,1301],{},[190,1362,1363,1366,1369,1372,1374],{},[205,1364,1365],{},"上手成本",[205,1367,1368],{},"中（需 Docker）",[205,1370,1371],{},"低",[205,1373,1371],{},[205,1375,1371],{},[22,1377,1378],{"id":1378},"避坑",[78,1380,1381,1387,1393,1407,1413],{},[81,1382,1383,1386],{},[37,1384,1385],{},"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",[81,1388,1389,1392],{},[37,1390,1391],{},"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",[81,1394,1395,1398,1399,1402,1403,1406],{},[37,1396,1397],{},"大仓库先 wiki","：让 OpenHands 跑一遍 ",[448,1400,1401],{},"summarize the repo","，把结果存到 ",[448,1404,1405],{},"microagents\u002F","，后续任务上下文更准",[81,1408,1409,1412],{},[37,1410,1411],{},"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",[81,1414,1415,1418],{},[37,1416,1417],{},"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",[22,1420,806],{"id":805},[78,1422,1423,1426,1429,1432,1435],{},[81,1424,1425],{},"✅ 中文 \u002F 国内场景（速度 + 隐私 + 成本三优）",[81,1427,1428],{},"✅ 合规 \u002F 私有云部署",[81,1430,1431],{},"✅ 想做企业内部 AI 开发平台的底座",[81,1433,1434],{},"❌ 不会 Docker \u002F 不愿读 yaml 的 PM \u002F 设计师",[81,1436,1437],{},"❌ 要 Devin 那种端到端体验（PR \u002F Slack \u002F Wiki 全自动）",[22,1439,853],{"id":853},[78,1441,1442,1449,1455,1461],{},[81,1443,1444,1448],{},[46,1445,1447],{"href":1446},"\u002Ftools\u002Fcoding\u002Fagent\u002Fdevin","Devin 评测","（闭源同类）",[81,1450,1451],{},[46,1452,1454],{"href":1453},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[81,1456,1457],{},[46,1458,1460],{"href":1459},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcline","Cline 评测",[81,1462,1463,1466],{},[46,1464,1465],{"href":975},"Manus 评测","（国产 Cloud 替代）",[22,1468,906],{"id":906},[420,1470,1471,1478,1485,1492],{},[81,1472,1473,1474],{},"OpenHands 官方 Pricing ",[46,1475,1476],{"href":1476,"rel":1477},"https:\u002F\u002Fwww.openhands.dev\u002Fpricing",[50],[81,1479,1480,1481],{},"AISO Tools — OpenHands Pricing 2026（2026-06-21）",[46,1482,1483],{"href":1483,"rel":1484},"https:\u002F\u002Faisotools.com\u002Fpricing\u002Fopenhands",[50],[81,1486,1487,1488],{},"AI Tool Finder — OpenHands Review 2026（2026-05-14）",[46,1489,1490],{"href":1490,"rel":1491},"https:\u002F\u002Faitoolfinder.org\u002Ftools\u002Fopenhands",[50],[81,1493,1494,1495],{},"OSS-AI-SWE 项目目录 ",[46,1496,1497],{"href":1497,"rel":1498},"https:\u002F\u002Foss-ai-swe.org\u002Fopen-hands",[50],{"title":450,"searchDepth":933,"depth":933,"links":1500},[1501,1502,1503,1504,1505,1506,1507,1508,1509,1510],{"id":24,"depth":936,"text":25},{"id":1066,"depth":936,"text":1066},{"id":1127,"depth":936,"text":1128},{"id":1182,"depth":936,"text":1183},{"id":1237,"depth":936,"text":1237},{"id":1269,"depth":936,"text":1269},{"id":1378,"depth":936,"text":1378},{"id":805,"depth":936,"text":806},{"id":853,"depth":936,"text":853},{"id":906,"depth":936,"text":906},"\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。",[1514,1517,1520,1523],{"q":1515,"a":1516},"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":1518,"a":1519},"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":1521,"a":1522},"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":1524,"a":1525},"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",[961,962],{},"\u002Ftools\u002Fcoding\u002Fagent\u002Fopenhands","coding",[1532,1533,1534],"docker","cloud","cli",[1536,1539,1541],{"plan":1102,"price":354,"seats":1537,"notes":1538},"1","MIT，Docker 起，BYOK，单用户",{"plan":1111,"price":354,"seats":1537,"notes":1540},"每日 10 会话上限，BYOK 或用 OpenHands LLM at-cost",{"plan":1117,"price":1173,"seats":1542,"notes":1543},"∞","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",[1547],"onboarding\u002Flegacy-codebase-onboarding",{"power":955,"ux":933,"price":1007,"cn_support":955,"stability":933},{"title":1046,"description":1512},"coding\u002Fagent\u002Fopenhands",[1552,1554,1556,1558],{"name":1553,"url":1476,"accessed":1041},"OpenHands 官方 pricing",{"name":1555,"url":1483,"accessed":1041},"AISO Tools — OpenHands Pricing 2026",{"name":1557,"url":1490,"accessed":1041},"AI Tool Finder — OpenHands Review 2026",{"name":1559,"url":1497,"accessed":1041},"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）",[976,1036,1563,1564,1565,1566,1567],"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","gZmwQTLYHckBs5rjfveRP-DV7kguELQKuxWszO6Zlhw",1784565440986]