[{"data":1,"prerenderedAt":1695},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-composio-vs-openmanus":9,"compare-a-composio":10,"compare-b-openmanus":987},{"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":9,"body":17,"category":919,"chinese_friendly":292,"cover":920,"description":921,"domestic":922,"extension":923,"faq":924,"free":922,"github":9,"languages":937,"lastVerified":9,"meta":939,"models":9,"navigation":308,"notSuitable":9,"opensource":922,"path":940,"pillar":531,"platforms":941,"priceTable":945,"pricing":957,"published":958,"relatedPlaybooks":959,"relatedReviews":961,"score":963,"self_host":922,"seo":964,"seoTitle":9,"slug":965,"sources":966,"stem":978,"suitable":9,"tagline":979,"tags":980,"updated":969,"verdict":985,"website":872,"__hash__":986},"tools\u002Ftools\u002Fagent\u002Fprotocol\u002Fcomposio.md","Composio",[14,15,16],"agent\u002Fprotocol\u002Fsmithery","agent\u002Fprotocol\u002Fmcp-toolbox","agent\u002Fplatform\u002Flangflow",{"type":18,"value":19,"toc":907},"minimark",[20,25,29,32,35,112,115,135,141,145,150,176,181,207,211,257,569,572,737,740,804,808,837,840,861,864,903],[21,22,24],"h2",{"id":23},"tldr","TL;DR",[26,27,28],"p",{},"Composio 是 AI agent 集成基础设施层，把『agent 接入 1000-10,000+ 真实工具』的复杂度封装为一个 SDK。差异点：1000+ pre-built 集成（GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear \u002F Jira \u002F Google Workspace）+ 托管 OAuth（含自动 token refresh）+ 沙箱执行 + 细粒度 action-level 权限 + 完整审计日志 + 框架无关（MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT 都能用）+ Python \u002F TypeScript SDK + AWS \u002F Zoom \u002F Glean 等企业客户。Tooliverse 评分 8.56\u002F10，295 条多平台评测交叉验证。",[26,30,31],{},"适合：要造 agent 接多个 SaaS 工具的团队；OAuth \u002F token refresh \u002F 错误重试不想自己写；多框架兼容（不锁定 LangChain）；企业 + 合规 + audit log；已有 MCP server 但想要更广覆盖。不适合：单一工具 high-frequency 场景（自接 API 更便宜）；轻量 hobby project（LangChain native tool 够用）；要 1000% 控制集成代码（用开源 MCP server）；数据零云 + 完全自托管（Composio 是 SaaS）。",[21,33,34],{"id":34},"核心能力",[36,37,38,46,52,58,64,70,76,82,88,94,100,106],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"1000+ pre-built 集成","：GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear \u002F Jira \u002F Google Workspace 等",[39,47,48,51],{},[42,49,50],{},"托管 OAuth","：OAuth flow + token refresh + multi-user 全自动",[39,53,54,57],{},[42,55,56],{},"沙箱执行","：tool call 在隔离环境跑，安全隔离",[39,59,60,63],{},[42,61,62],{},"action-level 权限","：可精确控制 agent 能做什么（read-only \u002F write \u002F admin）",[39,65,66,69],{},[42,67,68],{},"审计日志","：每次 tool call 完整记录（timestamp \u002F user \u002F args \u002F result）",[39,71,72,75],{},[42,73,74],{},"框架无关","：MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT",[39,77,78,81],{},[42,79,80],{},"Python + TypeScript SDK","：主流 agent 栈都能用",[39,83,84,87],{},[42,85,86],{},"MCP server","：1000+ 工具统一 MCP 入口",[39,89,90,93],{},[42,91,92],{},"多用户 session","：per-user OAuth + 隔离 workspace",[39,95,96,99],{},[42,97,98],{},"自定义工具","：BaseTool 扩展 + JSON schema 验证",[39,101,102,105],{},[42,103,104],{},"企业能力","：SSO \u002F audit \u002F SLA \u002F 私有部署",[39,107,108,111],{},[42,109,110],{},"AWS \u002F Zoom \u002F Glean 客户","：production 验证",[21,113,114],{"id":114},"价格",[36,116,117,123,129],{},[39,118,119,122],{},[42,120,121],{},"Free","：$0；全部 1000+ 集成 + 限月度 action + Python\u002FTS SDK + MCP server",[39,124,125,128],{},[42,126,127],{},"Growth","：按 action 量阶梯；更高额度 + 团队",[39,130,131,134],{},[42,132,133],{},"Enterprise","：联系销售；SSO + audit + 私有部署 + SLA",[136,137,138],"blockquote",{},[26,139,140],{},"真实成本：低频 + 多样工具（每天几百次 action）Free 档够用；high-frequency（每分钟轮询 \u002F 大量 batch）成本陡升，要算清单 action 价格。",[21,142,144],{"id":143},"实测agent-接入多-saas","实测（agent 接入多 SaaS）",[26,146,147],{},[42,148,149],{},"亮点：",[36,151,152,155,158,161,164,167,170,173],{},[39,153,154],{},"集成宽度（1000+）业内最广",[39,156,157],{},"OAuth 全托管省 50% 工程量",[39,159,160],{},"一份 SDK 跑通 CrewAI \u002F LangChain \u002F OpenAI Agents SDK",[39,162,163],{},"沙箱执行 + audit log 让企业合规过关",[39,165,166],{},"AWS \u002F Zoom \u002F Glean 等大客户 = production-grade 信号",[39,168,169],{},"Tooliverse 8.56\u002F10、Toolradar 4.9\u002F5（295 reviews）",[39,171,172],{},"5 分钟可让 CrewAI agent 在 GitHub 上 star 一个 repo",[39,174,175],{},"self-healing tool execution（自动重试 + 错误处理）",[26,177,178],{},[42,179,180],{},"踩坑：",[36,182,183,186,189,192,195,198,201,204],{},[39,184,185],{},"文档『can lag behind rapid feature releases』",[39,187,188],{},"pricing scales steeply for high-frequency use cases",[39,190,191],{},"自定义工具要『master schema validation that documentation doesn't fully demystify』",[39,193,194],{},"冷门集成 action coverage 浅，只支持基础 CRUD",[39,196,197],{},"数据完全 SaaS 化，零云需求不能用",[39,199,200],{},"国内访问偶发慢（CDN 在海外）",[39,202,203],{},"Free 档 action 限额对生产 hobby 也容易撞顶",[39,205,206],{},"vendor lock-in：迁移要重写 OAuth 层",[21,208,210],{"id":209},"上手crewai-5-分钟","上手（CrewAI 5 分钟）",[212,213,218],"pre",{"className":214,"code":215,"language":216,"meta":217,"style":217},"language-bash shiki shiki-themes github-light github-dark","pip install composio composio-crewai crewai\nexport COMPOSIO_API_KEY=***\n","bash","",[219,220,221,243],"code",{"__ignoreMap":217},[222,223,226,230,234,237,240],"span",{"class":224,"line":225},"line",1,[222,227,229],{"class":228},"sScJk","pip",[222,231,233],{"class":232},"sZZnC"," install",[222,235,236],{"class":232}," composio",[222,238,239],{"class":232}," composio-crewai",[222,241,242],{"class":232}," crewai\n",[222,244,246,250,254],{"class":224,"line":245},2,[222,247,249],{"class":248},"szBVR","export",[222,251,253],{"class":252},"sVt8B"," COMPOSIO_API_KEY",[222,255,256],{"class":248},"=***\n",[212,258,262],{"className":259,"code":260,"language":261,"meta":217,"style":217},"language-python shiki shiki-themes github-light github-dark","from composio_crewai import ComposioProvider\nfrom composio import Composio\nfrom crewai import Agent, Task, Crew\n\ncomposio = Composio(provider=ComposioProvider())\nsession = composio.create(user_id=\"alice\", toolkits=[\"github\", \"gmail\"])\ntools = session.tools()\n\n# 手动授权（首次）\nauth = session.authorize(\"github\")\nprint(f\"Visit: {auth.redirect_url}\")\n\nagent = Agent(\n    role=\"GitHub Agent\",\n    goal=\"Star repos on behalf of users\",\n    tools=tools, llm=...\n)\ntask = Task(description=\"Star composiohq\u002Fcomposio\", agent=agent, expected_output=\"done\")\nCrew(agents=[agent], tasks=[task]).kickoff()\n","python",[219,263,264,278,290,303,310,331,372,383,388,395,411,441,446,457,471,484,503,508,547],{"__ignoreMap":217},[222,265,266,269,272,275],{"class":224,"line":225},[222,267,268],{"class":248},"from",[222,270,271],{"class":252}," composio_crewai ",[222,273,274],{"class":248},"import",[222,276,277],{"class":252}," ComposioProvider\n",[222,279,280,282,285,287],{"class":224,"line":245},[222,281,268],{"class":248},[222,283,284],{"class":252}," composio ",[222,286,274],{"class":248},[222,288,289],{"class":252}," Composio\n",[222,291,293,295,298,300],{"class":224,"line":292},3,[222,294,268],{"class":248},[222,296,297],{"class":252}," crewai ",[222,299,274],{"class":248},[222,301,302],{"class":252}," Agent, Task, Crew\n",[222,304,306],{"class":224,"line":305},4,[222,307,309],{"emptyLinePlaceholder":308},true,"\n",[222,311,313,316,319,322,326,328],{"class":224,"line":312},5,[222,314,315],{"class":252},"composio ",[222,317,318],{"class":248},"=",[222,320,321],{"class":252}," Composio(",[222,323,325],{"class":324},"s4XuR","provider",[222,327,318],{"class":248},[222,329,330],{"class":252},"ComposioProvider())\n",[222,332,334,337,339,342,345,347,350,353,356,358,361,364,366,369],{"class":224,"line":333},6,[222,335,336],{"class":252},"session ",[222,338,318],{"class":248},[222,340,341],{"class":252}," composio.create(",[222,343,344],{"class":324},"user_id",[222,346,318],{"class":248},[222,348,349],{"class":232},"\"alice\"",[222,351,352],{"class":252},", ",[222,354,355],{"class":324},"toolkits",[222,357,318],{"class":248},[222,359,360],{"class":252},"[",[222,362,363],{"class":232},"\"github\"",[222,365,352],{"class":252},[222,367,368],{"class":232},"\"gmail\"",[222,370,371],{"class":252},"])\n",[222,373,375,378,380],{"class":224,"line":374},7,[222,376,377],{"class":252},"tools ",[222,379,318],{"class":248},[222,381,382],{"class":252}," session.tools()\n",[222,384,386],{"class":224,"line":385},8,[222,387,309],{"emptyLinePlaceholder":308},[222,389,391],{"class":224,"line":390},9,[222,392,394],{"class":393},"sJ8bj","# 手动授权（首次）\n",[222,396,398,401,403,406,408],{"class":224,"line":397},10,[222,399,400],{"class":252},"auth ",[222,402,318],{"class":248},[222,404,405],{"class":252}," session.authorize(",[222,407,363],{"class":232},[222,409,410],{"class":252},")\n",[222,412,414,418,421,424,427,430,433,436,439],{"class":224,"line":413},11,[222,415,417],{"class":416},"sj4cs","print",[222,419,420],{"class":252},"(",[222,422,423],{"class":248},"f",[222,425,426],{"class":232},"\"Visit: ",[222,428,429],{"class":416},"{",[222,431,432],{"class":252},"auth.redirect_url",[222,434,435],{"class":416},"}",[222,437,438],{"class":232},"\"",[222,440,410],{"class":252},[222,442,444],{"class":224,"line":443},12,[222,445,309],{"emptyLinePlaceholder":308},[222,447,449,452,454],{"class":224,"line":448},13,[222,450,451],{"class":252},"agent ",[222,453,318],{"class":248},[222,455,456],{"class":252}," Agent(\n",[222,458,460,463,465,468],{"class":224,"line":459},14,[222,461,462],{"class":324},"    role",[222,464,318],{"class":248},[222,466,467],{"class":232},"\"GitHub Agent\"",[222,469,470],{"class":252},",\n",[222,472,474,477,479,482],{"class":224,"line":473},15,[222,475,476],{"class":324},"    goal",[222,478,318],{"class":248},[222,480,481],{"class":232},"\"Star repos on behalf of users\"",[222,483,470],{"class":252},[222,485,487,490,492,495,498,500],{"class":224,"line":486},16,[222,488,489],{"class":324},"    tools",[222,491,318],{"class":248},[222,493,494],{"class":252},"tools, ",[222,496,497],{"class":324},"llm",[222,499,318],{"class":248},[222,501,502],{"class":416},"...\n",[222,504,506],{"class":224,"line":505},17,[222,507,410],{"class":252},[222,509,511,514,516,519,522,524,527,529,532,534,537,540,542,545],{"class":224,"line":510},18,[222,512,513],{"class":252},"task ",[222,515,318],{"class":248},[222,517,518],{"class":252}," Task(",[222,520,521],{"class":324},"description",[222,523,318],{"class":248},[222,525,526],{"class":232},"\"Star composiohq\u002Fcomposio\"",[222,528,352],{"class":252},[222,530,531],{"class":324},"agent",[222,533,318],{"class":248},[222,535,536],{"class":252},"agent, ",[222,538,539],{"class":324},"expected_output",[222,541,318],{"class":248},[222,543,544],{"class":232},"\"done\"",[222,546,410],{"class":252},[222,548,550,553,556,558,561,564,566],{"class":224,"line":549},19,[222,551,552],{"class":252},"Crew(",[222,554,555],{"class":324},"agents",[222,557,318],{"class":248},[222,559,560],{"class":252},"[agent], ",[222,562,563],{"class":324},"tasks",[222,565,318],{"class":248},[222,567,568],{"class":252},"[task]).kickoff()\n",[21,570,571],{"id":571},"对比",[573,574,575,596],"table",{},[576,577,578],"thead",{},[579,580,581,585,587,590,593],"tr",{},[582,583,584],"th",{},"维度",[582,586,12],{},[582,588,589],{},"Smithery",[582,591,592],{},"MCP Toolbox",[582,594,595],{},"LangChain Tools",[597,598,599,617,634,650,663,677,690,705,721],"tbody",{},[579,600,601,605,608,611,614],{},[602,603,604],"td",{},"集成数",[602,606,607],{},"1000+",[602,609,610],{},"MCP 注册中心",[602,612,613],{},"Google MCP 集合",[602,615,616],{},"~200",[579,618,619,622,625,628,631],{},[602,620,621],{},"OAuth 托管",[602,623,624],{},"✅ 旗舰",[602,626,627],{},"❌ 各 server 自管",[602,629,630],{},"❌",[602,632,633],{},"自己写",[579,635,636,639,642,645,647],{},[602,637,638],{},"框架兼容",[602,640,641],{},"MCP + LC + CrewAI + Autogen + OpenAI",[602,643,644],{},"MCP only",[602,646,644],{},[602,648,649],{},"LangChain only",[579,651,652,654,657,659,661],{},[602,653,56],{},[602,655,656],{},"✅",[602,658,630],{},[602,660,630],{},[602,662,630],{},[579,664,665,668,670,672,675],{},[602,666,667],{},"audit log",[602,669,656],{},[602,671,630],{},[602,673,674],{},"部分",[602,676,630],{},[579,678,679,682,684,686,688],{},[602,680,681],{},"企业 SSO",[602,683,656],{},[602,685,630],{},[602,687,630],{},[602,689,630],{},[579,691,692,695,697,699,702],{},[602,693,694],{},"自托管",[602,696,630],{},[602,698,674],{},[602,700,701],{},"✅ Apache 2.0",[602,703,704],{},"✅ MIT",[579,706,707,710,713,715,718],{},[602,708,709],{},"起价",[602,711,712],{},"Free + 按 action",[602,714,121],{},[602,716,717],{},"$0 OSS",[602,719,720],{},"$0",[579,722,723,726,729,732,735],{},[602,724,725],{},"适合",[602,727,728],{},"多 SaaS + 多框架",[602,730,731],{},"MCP server 发现",[602,733,734],{},"Google Cloud",[602,736,649],{},[21,738,739],{"id":739},"避坑",[36,741,742,748,754,763,768,774,780,786,792,798],{},[39,743,744,747],{},[42,745,746],{},"action 预算","：先估月度 action 量 + 选档，high-frequency 不要无脑用 Free",[39,749,750,753],{},[42,751,752],{},"OAuth scope 最小化","：只授权必需 scope，audit log 也更干净",[39,755,756,759,760,762],{},[42,757,758],{},"每用户 session","：multi-tenant 用 ",[219,761,344],{}," 隔离 OAuth + workspace",[39,764,765,767],{},[42,766,98],{},"：先看 JSON schema 文档 + 跑 unit test 验证",[39,769,770,773],{},[42,771,772],{},"冷门集成","：先 try Free 跑 demo 确认 action coverage 够",[39,775,776,779],{},[42,777,778],{},"fallback","：Composio 不可用要有 fallback（重试 + 备用 SDK）",[39,781,782,785],{},[42,783,784],{},"数据零云需求","：用 MCP server 自托管，不要用 Composio",[39,787,788,791],{},[42,789,790],{},"国内访问","：CDN 海外，国内 production 用 proxy \u002F 反代",[39,793,794,797],{},[42,795,796],{},"rate limit","：每个 SaaS 还有自己的 rate limit，Composio 不替你解决",[39,799,800,803],{},[42,801,802],{},"vendor lock","：业务核心要做迁移预案（abstract OAuth 层）",[21,805,807],{"id":806},"适合-不适合","适合 \u002F 不适合",[36,809,810,813,816,819,822,825,828,831,834],{},[39,811,812],{},"✅ 要造 agent 接多 SaaS 工具",[39,814,815],{},"✅ OAuth \u002F token refresh \u002F 错误重试不想自写",[39,817,818],{},"✅ 多框架兼容（不锁定）",[39,820,821],{},"✅ 企业 + 合规 + audit log",[39,823,824],{},"✅ 已有 MCP server 但想要更广覆盖",[39,826,827],{},"❌ 单一工具 high-frequency（自接 API 更便宜）",[39,829,830],{},"❌ 轻量 hobby project（LangChain 够用）",[39,832,833],{},"❌ 完全自托管 \u002F 数据零云",[39,835,836],{},"❌ 要 1000% 控制集成代码",[21,838,839],{"id":839},"相关阅读",[36,841,842,849,855],{},[39,843,844],{},[845,846,848],"a",{"href":847},"\u002Ftools\u002Fagent\u002Fprotocol\u002Fsmithery","Smithery 评测",[39,850,851],{},[845,852,854],{"href":853},"\u002Ftools\u002Fagent\u002Fprotocol\u002Fmcp-toolbox","MCP Toolbox 评测",[39,856,857],{},[845,858,860],{"href":859},"\u002Ftools\u002Fagent\u002Fplatform\u002Flangflow","Langflow 评测",[21,862,863],{"id":863},"来源",[865,866,867,875,882,889,896],"ol",{},[39,868,869,870],{},"Composio 官网 + Pricing ",[845,871,872],{"href":872,"rel":873},"https:\u002F\u002Fcomposio.dev",[874],"nofollow",[39,876,877,878],{},"Tooliverse — Composio Review 2026 + 8.56\u002F10 + 295 reviews ",[845,879,880],{"href":880,"rel":881},"https:\u002F\u002Ftooliverse.ai\u002Ftools\u002Fcomposio",[874],[39,883,884,885],{},"Sift AI — Composio Review 2026: Integration Platform for AI Agents ",[845,886,887],{"href":887,"rel":888},"https:\u002F\u002Fsiftaitools.com\u002Freviews\u002Fcomposio",[874],[39,890,891,892],{},"Toolradar — Composio Reviews + 4.9\u002F5 ",[845,893,894],{"href":894,"rel":895},"https:\u002F\u002Ftoolradar.com\u002Ftools\u002Fcomposio",[874],[39,897,898,899],{},"CrewAI Docs — Composio Tool 集成示例 + 250+ tools ",[845,900,901],{"href":901,"rel":902},"https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Ftools\u002Fautomation\u002Fcomposiotool",[874],[904,905,906],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}",{"title":217,"searchDepth":292,"depth":292,"links":908},[909,910,911,912,913,914,915,916,917,918],{"id":23,"depth":245,"text":24},{"id":34,"depth":245,"text":34},{"id":114,"depth":245,"text":114},{"id":143,"depth":245,"text":144},{"id":209,"depth":245,"text":210},{"id":571,"depth":245,"text":571},{"id":739,"depth":245,"text":739},{"id":806,"depth":245,"text":807},{"id":839,"depth":245,"text":839},{"id":863,"depth":245,"text":863},"protocol","\u002Fimg\u002Ftools\u002Fcomposio.webp","Composio（composio.dev）真实评测：AI agent 集成基础设施层，把『agent 接入 1000-10,000+ 真实工具』的复杂度封装为一个 SDK。差异点：1000+ pre-built 集成（GitHub \u002F Slack \u002F Gmail \u002F Salesforce \u002F Notion \u002F Linear 等）+ 托管 OAuth（含自动 token refresh）+ 沙箱执行 + 细粒度权限 + 完整审计日志 + 框架无关（MCP \u002F LangChain \u002F CrewAI \u002F Autogen \u002F OpenAI Agents SDK \u002F Claude \u002F ChatGPT 都能用）+ Python \u002F TypeScript SDK + AWS \u002F Zoom \u002F Glean 等企业客户背书。",false,"md",[925,928,931,934],{"q":926,"a":927},"Composio 解决什么问题？","AI agent 在 production 撞墙最常见原因 = 『集成 + 认证基础设施』。每接一个工具（GitHub \u002F Slack \u002F Gmail \u002F Salesforce）要：写 OAuth flow + 保存 \u002F 刷新 token + 处理 rate limit + 写 JSON schema 给 LLM + 沙箱执行 + 错误重试。这些代码占了 agent 项目 50%+ 工程量。Composio 把这部分托管化，开发者只 import SDK 就能用 1000+ 工具，重心回到『agent 智能本身』。",{"q":929,"a":930},"和 MCP 是什么关系？","Composio 同时是 MCP server 提供方 + 自有 SDK。MCP 是 Anthropic 推出的开放协议，但 MCP server 仍需有人维护（GitHub MCP \u002F Slack MCP 等）。Composio 提供了 1000+ 工具的『大集合 MCP server』+ 还兼容 LangChain \u002F CrewAI \u002F OpenAI Agents SDK 等非 MCP 框架。所以可视为『MCP 协议 + 多框架原生 SDK』的双轨集成层。",{"q":932,"a":933},"和 LangChain native tools 怎么选？","LangChain 自带 ~200 tool，但很多是社区维护、OAuth 要自己处理、production 稳定性参差。Composio 用 1000+ 商业维护的集成 + 托管 OAuth + 企业级权限审计换更高费用。Hobby \u002F 学习项目 → LangChain native；production \u002F 多用户 \u002F 多 OAuth scope → Composio。",{"q":935,"a":936},"实际用起来贵不贵？","免费档对开发 \u002F 验证够用。生产部署 high-frequency 用例（如每分钟轮询 Gmail）会快速消耗 action 额度 → Growth\u002FEnterprise 起步。Tooliverse 评测明确指出『pricing scales steeply for high-frequency use cases』。低频 + 多样工具 → Composio 性价比高；高频 + 单工具 → 自接 API 更便宜。",[938],"en",{},"\u002Ftools\u002Fagent\u002Fprotocol\u002Fcomposio",[942,943,944],"api","sdk","mcp",[946,949,953],{"plan":121,"price":720,"features":947,"notes":948},"全部 1000+ 集成 + 限月度 action + Python\u002FTS SDK + MCP server","开发 \u002F 试水",{"plan":127,"price":950,"features":951,"notes":952},"按 action","更高 action 限额 + 更多并发 + 细粒度权限 + 团队","生产部署",{"plan":133,"price":954,"features":955,"notes":956},"联系销售","SSO + audit + 私有部署 + SLA + 自定义工具开发 + 专属支持","大客户","Free（有月度 action 限额）\u002F Growth 按 action 量阶梯 \u002F Enterprise 联系销售","2026-06-19",[960],"onboarding\u002Fagent-integration-layer",[962],"mcp-ecosystem-review",{"power":312,"ux":305,"price":305,"cn_support":292,"stability":305},{"title":12,"description":921},"agent\u002Fprotocol\u002Fcomposio",[967,970,972,974,976],{"name":968,"url":872,"accessed":969},"Composio 官网","2026-06-24",{"name":971,"url":880,"accessed":969},"Tooliverse — Composio Review 2026 Agent Tool Execution",{"name":973,"url":887,"accessed":969},"Sift AI — Composio Review 2026: Integration Platform",{"name":975,"url":894,"accessed":969},"Toolradar — Composio Reviews + 4.9\u002F5",{"name":977,"url":901,"accessed":969},"CrewAI Docs — Composio Tool 集成示例","tools\u002Fagent\u002Fprotocol\u002Fcomposio","AI Agent 集成中间件——1000+ 工具 + 托管 OAuth + 框架无关 + MCP + 沙箱执行",[981,982,944,983,984],"agent-infra","integrations","oauth","composio","Agent 开发的『集成中间件层』——免自己写 1000 个 OAuth + token refresh + JSON schema。AWS \u002F Zoom \u002F Glean 在用。要省钱 \u002F 自托管全部用 MCP server 自己接；要简单 LangChain 工具用 LangChain native tools。","vtYi8gv6tOz3yaPGR6QFD6enNUVQMS5KYZ27p5SUD8g",{"id":988,"title":989,"alternatives":990,"api_compatible":9,"body":992,"category":1637,"chinese_friendly":305,"cover":1638,"description":1639,"domestic":922,"extension":923,"faq":1640,"free":922,"github":9,"languages":1653,"lastVerified":9,"meta":1656,"models":9,"navigation":308,"notSuitable":9,"opensource":308,"path":1657,"pillar":531,"platforms":1658,"priceTable":1663,"pricing":1667,"published":958,"relatedPlaybooks":1668,"relatedReviews":1670,"score":1673,"self_host":308,"seo":1674,"seoTitle":9,"slug":1675,"sources":1676,"stem":1685,"suitable":9,"tagline":1686,"tags":1687,"updated":969,"verdict":1693,"website":1599,"__hash__":1694},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fopenmanus.md","OpenManus",[16,991,965],"agent\u002Fplatform\u002Fn8n",{"type":18,"value":993,"toc":1625},[994,996,1003,1006,1008,1085,1087,1104,1108,1112,1138,1142,1168,1171,1300,1303,1311,1313,1482,1484,1543,1545,1571,1573,1590,1592,1622],[21,995,24],{"id":23},[26,997,998,999,1002],{},"OpenManus 是 MetaGPT 核心团队 2025-03 推出的开源 Manus 替代方案，52,000+ GitHub stars。差异点：MIT 协议 + Python 模块化架构 + 多 agent orchestration（",[219,1000,1001],{},"run_flow.py","）+ Playwright 浏览器自动化 + MCP 工具协议支持 + DataAnalysis 内置模式 + OpenManus-RL 强化学习分支 + 自定义工具基类（BaseTool）+ 多模型（GPT-4o \u002F Claude \u002F Qwen VL Plus）。零邀请码、零订阅、零供应商绑定。",[26,1004,1005],{},"适合：想自托管复刻 Manus 体验的开发者；研究 \u002F 学术 \u002F 教育用通用 agent 实现学习；隐私敏感 + 不愿数据上 Manus 商业云；预算紧（只付 LLM API）；中国大陆开发者（搭配 Qwen \u002F DeepSeek 本地化）。不适合：非开发者 \u002F 不会折腾 Python + Playwright；要 GUI \u002F 上手即用；生产级稳定（项目演进快，文档滞后）。",[21,1007,34],{"id":34},[36,1009,1010,1019,1025,1031,1037,1043,1049,1055,1061,1067,1073,1079],{},[39,1011,1012,1015,1016,1018],{},[42,1013,1014],{},"多 agent orchestration","：",[219,1017,1001],{}," 编排多个专门 agent 协作",[39,1020,1021,1024],{},[42,1022,1023],{},"Playwright 浏览器自动化","：截图 + DOM 操作 + 表单填写 + 信息抓取",[39,1026,1027,1030],{},[42,1028,1029],{},"MCP 协议支持","：可调用 MCP server（filesystem \u002F GitHub \u002F Postgres）",[39,1032,1033,1036],{},[42,1034,1035],{},"DataAnalysis 模式","：内置 CSV \u002F 数据分析 agent",[39,1038,1039,1042],{},[42,1040,1041],{},"OpenManus-RL","：强化学习微调分支",[39,1044,1045,1048],{},[42,1046,1047],{},"BaseTool 自定义工具","：Python 继承基类快速添加新工具",[39,1050,1051,1054],{},[42,1052,1053],{},"多模态","：文本 + 视觉输入 + 浏览器截图回环",[39,1056,1057,1060],{},[42,1058,1059],{},"多 LLM provider","：GPT-4o \u002F Claude 3.5 \u002F Qwen VL Plus \u002F DeepSeek \u002F Gemini",[39,1062,1063,1066],{},[42,1064,1065],{},"核心 agent 引擎","：reasoning + planning + execution 三阶段",[39,1068,1069,1072],{},[42,1070,1071],{},"Web UI 监控","：实时看 AI thinking process",[39,1074,1075,1078],{},[42,1076,1077],{},"任务可视化","：步骤拆解 + 执行树",[39,1080,1081,1084],{},[42,1082,1083],{},"MIT 协议","：个人 + 商用全免费",[21,1086,114],{"id":114},[36,1088,1089,1095,1098,1101],{},[39,1090,1091,1094],{},[42,1092,1093],{},"Free \u002F OSS","：$0；MIT 协议",[39,1096,1097],{},"真实成本 = LLM API（GPT-4o ~$5\u002FM input + $15\u002FM output \u002F Claude \u002F Qwen 等）",[39,1099,1100],{},"一次中等任务（10-20 步）API 费用 $0.05-0.5",[39,1102,1103],{},"本地 Qwen2.5 32B \u002F DeepSeek 走 vLLM \u002F Ollama 路径 $0",[21,1105,1107],{"id":1106},"实测开发者-自托管-研究场景","实测（开发者 \u002F 自托管 \u002F 研究场景）",[26,1109,1110],{},[42,1111,149],{},[36,1113,1114,1117,1120,1123,1126,1129,1132,1135],{},[39,1115,1116],{},"52k stars 印证社区认同度 + 活跃度",[39,1118,1119],{},"MetaGPT 团队背景保证架构质量",[39,1121,1122],{},"多 agent 协作场景比单 agent 实现稳得多",[39,1124,1125],{},"Playwright 浏览器自动化非常完整",[39,1127,1128],{},"MCP 协议接入打通 Claude \u002F Cursor 生态",[39,1130,1131],{},"DataAnalysis 内置 agent 模式开箱即用",[39,1133,1134],{},"中文支持自然（Qwen VL Plus 接入）",[39,1136,1137],{},"自托管 + 数据本地，隐私 \u002F 合规友好",[26,1139,1140],{},[42,1141,180],{},[36,1143,1144,1147,1150,1153,1156,1159,1162,1165],{},[39,1145,1146],{},"项目演进快，breaking change 偶发（pin commit 跑生产）",[39,1148,1149],{},"文档滞后新功能 1-2 个月",[39,1151,1152],{},"无官方 GUI，监控 UI 在做但不完整",[39,1154,1155],{},"需要 Python 3.12+ + Playwright 依赖（首次安装 chromium 慢）",[39,1157,1158],{},"LLM API 配置非平凡（多 provider \u002F key \u002F 模型选择）",[39,1160,1161],{},"浏览器任务遇到 CAPTCHA \u002F 反爬偶尔卡死",[39,1163,1164],{},"中文 prompt 效果依赖底层模型",[39,1166,1167],{},"生产部署需自己加监控 \u002F 错误恢复 \u002F 重试",[21,1169,1170],{"id":1170},"上手",[212,1172,1174],{"className":214,"code":1173,"language":216,"meta":217,"style":217},"git clone https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus.git\ncd OpenManus\npython3.12 -m venv .venv && source .venv\u002Fbin\u002Factivate  # 或 .venv\\Scripts\\activate\npip install -r requirements.txt\nplaywright install chromium\n\n# 配 LLM API\ncp config\u002Fconfig.example.toml config\u002Fconfig.toml\n# 编辑 config.toml 填 OPENAI \u002F ANTHROPIC \u002F DEEPSEEK key\n\n# 单 agent 模式\npython main.py\n\n# 多 agent 模式\npython run_flow.py\n",[219,1175,1176,1187,1195,1221,1233,1243,1247,1252,1263,1268,1272,1277,1284,1288,1293],{"__ignoreMap":217},[222,1177,1178,1181,1184],{"class":224,"line":225},[222,1179,1180],{"class":228},"git",[222,1182,1183],{"class":232}," clone",[222,1185,1186],{"class":232}," https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus.git\n",[222,1188,1189,1192],{"class":224,"line":245},[222,1190,1191],{"class":416},"cd",[222,1193,1194],{"class":232}," OpenManus\n",[222,1196,1197,1200,1203,1206,1209,1212,1215,1218],{"class":224,"line":292},[222,1198,1199],{"class":228},"python3.12",[222,1201,1202],{"class":416}," -m",[222,1204,1205],{"class":232}," venv",[222,1207,1208],{"class":232}," .venv",[222,1210,1211],{"class":252}," && ",[222,1213,1214],{"class":416},"source",[222,1216,1217],{"class":232}," .venv\u002Fbin\u002Factivate",[222,1219,1220],{"class":393},"  # 或 .venv\\Scripts\\activate\n",[222,1222,1223,1225,1227,1230],{"class":224,"line":305},[222,1224,229],{"class":228},[222,1226,233],{"class":232},[222,1228,1229],{"class":416}," -r",[222,1231,1232],{"class":232}," requirements.txt\n",[222,1234,1235,1238,1240],{"class":224,"line":312},[222,1236,1237],{"class":228},"playwright",[222,1239,233],{"class":232},[222,1241,1242],{"class":232}," chromium\n",[222,1244,1245],{"class":224,"line":333},[222,1246,309],{"emptyLinePlaceholder":308},[222,1248,1249],{"class":224,"line":374},[222,1250,1251],{"class":393},"# 配 LLM API\n",[222,1253,1254,1257,1260],{"class":224,"line":385},[222,1255,1256],{"class":228},"cp",[222,1258,1259],{"class":232}," config\u002Fconfig.example.toml",[222,1261,1262],{"class":232}," config\u002Fconfig.toml\n",[222,1264,1265],{"class":224,"line":390},[222,1266,1267],{"class":393},"# 编辑 config.toml 填 OPENAI \u002F ANTHROPIC \u002F DEEPSEEK key\n",[222,1269,1270],{"class":224,"line":397},[222,1271,309],{"emptyLinePlaceholder":308},[222,1273,1274],{"class":224,"line":413},[222,1275,1276],{"class":393},"# 单 agent 模式\n",[222,1278,1279,1281],{"class":224,"line":443},[222,1280,261],{"class":228},[222,1282,1283],{"class":232}," main.py\n",[222,1285,1286],{"class":224,"line":448},[222,1287,309],{"emptyLinePlaceholder":308},[222,1289,1290],{"class":224,"line":459},[222,1291,1292],{"class":393},"# 多 agent 模式\n",[222,1294,1295,1297],{"class":224,"line":473},[222,1296,261],{"class":228},[222,1298,1299],{"class":232}," run_flow.py\n",[26,1301,1302],{},"试任务示例：",[212,1304,1309],{"className":1305,"code":1307,"language":1308},[1306],"language-text","> 帮我做一份『2026 开源 AI Agent 框架』竞品对比，含表格 + 引用 + 趋势分析，输出为 markdown 文件\n","text",[219,1310,1307],{"__ignoreMap":217},[21,1312,571],{"id":571},[573,1314,1315,1332],{},[576,1316,1317],{},[579,1318,1319,1321,1323,1326,1329],{},[582,1320,584],{},[582,1322,989],{},[582,1324,1325],{},"LangChain",[582,1327,1328],{},"AutoGPT",[582,1330,1331],{},"CrewAI",[597,1333,1334,1351,1366,1379,1394,1407,1421,1435,1452,1466],{},[579,1335,1336,1339,1342,1345,1348],{},[602,1337,1338],{},"形态",[602,1340,1341],{},"现成 agent 实现",[602,1343,1344],{},"building blocks",[602,1346,1347],{},"早期通用 agent",[602,1349,1350],{},"多 agent 框架",[579,1352,1353,1356,1359,1362,1364],{},[602,1354,1355],{},"浏览器自动化",[602,1357,1358],{},"✅ Playwright",[602,1360,1361],{},"–",[602,1363,674],{},[602,1365,1361],{},[579,1367,1368,1371,1373,1375,1377],{},[602,1369,1370],{},"MCP",[602,1372,656],{},[602,1374,674],{},[602,1376,1361],{},[602,1378,1361],{},[579,1380,1381,1384,1387,1390,1392],{},[602,1382,1383],{},"多 agent",[602,1385,1386],{},"✅ orchestration",[602,1388,1389],{},"需自搭",[602,1391,630],{},[602,1393,624],{},[579,1395,1396,1399,1401,1403,1405],{},[602,1397,1398],{},"DataAnalysis 内置",[602,1400,656],{},[602,1402,1361],{},[602,1404,1361],{},[602,1406,1361],{},[579,1408,1409,1412,1415,1417,1419],{},[602,1410,1411],{},"RL 微调",[602,1413,1414],{},"✅ OpenManus-RL",[602,1416,1361],{},[602,1418,1361],{},[602,1420,1361],{},[579,1422,1423,1426,1429,1431,1433],{},[602,1424,1425],{},"协议",[602,1427,1428],{},"MIT",[602,1430,1428],{},[602,1432,1428],{},[602,1434,1428],{},[579,1436,1437,1440,1443,1446,1449],{},[602,1438,1439],{},"Stars",[602,1441,1442],{},"52k+",[602,1444,1445],{},"100k+",[602,1447,1448],{},"170k+",[602,1450,1451],{},"30k+",[579,1453,1454,1456,1459,1462,1464],{},[602,1455,1170],{},[602,1457,1458],{},"中",[602,1460,1461],{},"难",[602,1463,1458],{},[602,1465,1458],{},[579,1467,1468,1470,1473,1476,1479],{},[602,1469,725],{},[602,1471,1472],{},"自托管 Manus 复刻",[602,1474,1475],{},"底层 framework",[602,1477,1478],{},"学习经典",[602,1480,1481],{},"多 agent 协作",[21,1483,739],{"id":739},[36,1485,1486,1492,1502,1508,1514,1520,1526,1532,1537],{},[39,1487,1488,1491],{},[42,1489,1490],{},"pin commit 用生产","：项目演进快，main 分支偶尔 break",[39,1493,1494,1497,1498,1501],{},[42,1495,1496],{},"Playwright 依赖大","：首次 ",[219,1499,1500],{},"playwright install"," 下 chromium 慢，国内走镜像",[39,1503,1504,1507],{},[42,1505,1506],{},"LLM 选择","：日常用 GPT-4o-mini \u002F DeepSeek 省钱，复杂任务切 GPT-4o \u002F Claude Opus",[39,1509,1510,1513],{},[42,1511,1512],{},"本地化中文","：Qwen2.5 VL 32B + vLLM 部署可全本地 + 零成本",[39,1515,1516,1519],{},[42,1517,1518],{},"监控自加","：生产部署要加 prometheus + 错误重试 + 任务超时",[39,1521,1522,1525],{},[42,1523,1524],{},"浏览器反爬","：CAPTCHA 场景搭配 2captcha \u002F human-in-loop",[39,1527,1528,1531],{},[42,1529,1530],{},"OpenManus-RL 分支","：研究场景才需要，普通用户主仓库就够",[39,1533,1534,1536],{},[42,1535,86],{},"：信任来源很重要，能访问的目录 \u002F 工具要审慎",[39,1538,1539,1542],{},[42,1540,1541],{},"多 agent runaway","：复杂任务设 max_steps 防止失控烧 token",[21,1544,807],{"id":806},[36,1546,1547,1550,1553,1556,1559,1562,1565,1568],{},[39,1548,1549],{},"✅ 开发者 + 想自托管 Manus 风格 agent",[39,1551,1552],{},"✅ 研究 \u002F 学术 \u002F 教育用通用 agent 学习",[39,1554,1555],{},"✅ 隐私敏感 + 不愿数据上商业云",[39,1557,1558],{},"✅ 中国大陆开发者（Qwen \u002F DeepSeek 本地化）",[39,1560,1561],{},"❌ 非开发者 \u002F 不会 Python + Playwright",[39,1563,1564],{},"❌ 要 GUI \u002F 上手即用",[39,1566,1567],{},"❌ 生产级稳定（文档滞后 + 演进快）",[39,1569,1570],{},"❌ 团队协作 + 共享 workspace（用 Flowith \u002F Genspark Team）",[21,1572,839],{"id":839},[36,1574,1575,1579,1585],{},[39,1576,1577],{},[845,1578,860],{"href":859},[39,1580,1581],{},[845,1582,1584],{"href":1583},"\u002Ftools\u002Fagent\u002Fplatform\u002Fn8n","n8n 评测",[39,1586,1587],{},[845,1588,1589],{"href":940},"Composio 评测",[21,1591,863],{"id":863},[865,1593,1594,1601,1608,1615],{},[39,1595,1596,1597],{},"OpenManus GitHub 主仓库 + Foundation Agents 组织 ",[845,1598,1599],{"href":1599,"rel":1600},"https:\u002F\u002Fgithub.com\u002FFoundationAgents\u002FOpenManus",[874],[39,1602,1603,1604],{},"Foundation Agents — OpenManus 项目介绍 ",[845,1605,1606],{"href":1606,"rel":1607},"https:\u002F\u002Ffoundationagents.org\u002Fprojects\u002Fopenmanus\u002F",[874],[39,1609,1610,1611],{},"Toolsverse — OpenManus 评测 + 52k stars ",[845,1612,1613],{"href":1613,"rel":1614},"https:\u002F\u002Fthetoolsverse.com\u002Ftools\u002Fopenmanus",[874],[39,1616,1617,1618],{},"SoloSoft.dev — OpenManus 2026 Framework 综述 ",[845,1619,1620],{"href":1620,"rel":1621},"https:\u002F\u002Fwww.solosoft.dev\u002Fpost\u002Fopenmanus-agent-framework-2026\u002F",[874],[904,1623,1624],{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: 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var(--shiki-dark-text-decoration);}",{"title":217,"searchDepth":292,"depth":292,"links":1626},[1627,1628,1629,1630,1631,1632,1633,1634,1635,1636],{"id":23,"depth":245,"text":24},{"id":34,"depth":245,"text":34},{"id":114,"depth":245,"text":114},{"id":1106,"depth":245,"text":1107},{"id":1170,"depth":245,"text":1170},{"id":571,"depth":245,"text":571},{"id":739,"depth":245,"text":739},{"id":806,"depth":245,"text":807},{"id":839,"depth":245,"text":839},{"id":863,"depth":245,"text":863},"general","\u002Fimg\u002Ftools\u002Fopenmanus.webp","OpenManus 真实评测：MetaGPT 核心成员 Xinbin Liang \u002F Jinyu Xiang \u002F Zhaoyang Yu \u002F Jiayi Zhang \u002F Sirui Hong 在 2025-03 推出的开源 Manus 替代方案，52,000+ GitHub stars。MIT 协议 + Python 模块化架构 + 多 agent orchestration（run_flow.py）+ Playwright 浏览器自动化 + MCP 工具支持 + DataAnalysis 内置模式 + OpenManus-RL 强化学习微调分支 + 自定义工具基类（BaseTool）。零邀请码、零订阅、零供应商绑定，唯一成本 = LLM API。",[1641,1644,1647,1650],{"q":1642,"a":1643},"OpenManus 和 Manus 是什么关系？","Manus 是商业 \u002F 邀请制的通用 AI agent 产品。OpenManus 是 MetaGPT 核心团队 2025-03 推出的开源复刻版，目标是『让所有人不靠邀请码就能用上类 Manus 能力』。功能覆盖：研究 \u002F 浏览器 \u002F 数据分析 \u002F 文件操作 \u002F 多步 reasoning。不是 Manus 官方出品。",{"q":1645,"a":1646},"和 LangChain \u002F AutoGPT \u002F CrewAI 怎么定位？","OpenManus 不是 framework，更像『可直接跑的通用 agent 实现』。LangChain 是 building block 框架；AutoGPT 是早期通用 agent；CrewAI 是多 agent 协作 framework。要『拉下来配 API 就能跑 Manus 风格任务』→ OpenManus；要『从底层搭自己的 agent』→ LangChain \u002F CrewAI；要『历史经典 + 学习』→ AutoGPT。OpenManus 内部用 LangChain-like 模块，可视为『现成实现』。",{"q":1648,"a":1649},"OpenManus-RL 是什么？","OpenManus 项目下的强化学习分支，提供 RL-based 微调方法优化 agent 性能。对研究 \u002F 高定制场景有价值，普通用户主仓库已经够用。",{"q":1651,"a":1652},"上手门槛？","需要 Python 3.12+ + 熟悉终端 + 自配 LLM API。无 GUI（虽然 web 监控界面在做）。documentation 偶尔滞后。非开发者建议先试 GUI 工具（Flowith \u002F Genspark），开发者 \u002F 研究者 + 想自托管 + 隐私敏感 → OpenManus。",[938,1654,1655],"zh","multi",{},"\u002Ftools\u002Fagent\u002Fgeneral\u002Fopenmanus",[1659,1660,1661,1662],"linux","macos","windows","docker",[1664],{"plan":1093,"price":720,"features":1665,"notes":1666},"MIT 协议 + 全部功能 + 自托管 + 多 agent + 浏览器 + MCP + DataAnalysis + OpenManus-RL","LLM API 自付","MIT 完全免费开源 \u002F 用户自付 LLM API（GPT-4o \u002F Claude 3.5 \u002F Qwen VL Plus 任选）",[1669],"onboarding\u002Fopen-source-general-agent",[1671,1672],"openhuman-deep-review","openmanus-deep-review",{"power":312,"ux":292,"price":312,"cn_support":305,"stability":292},{"title":989,"description":1639},"agent\u002Fgeneral\u002Fopenmanus",[1677,1679,1681,1683],{"name":1678,"url":1599,"accessed":969},"OpenManus GitHub（FoundationAgents 组织）",{"name":1680,"url":1606,"accessed":969},"Foundation Agents — OpenManus 项目介绍",{"name":1682,"url":1613,"accessed":969},"Toolsverse — OpenManus 评测 + 52k stars",{"name":1684,"url":1620,"accessed":969},"SoloSoft.dev — OpenManus 2026 Framework 综述","tools\u002Fagent\u002Fgeneral\u002Fopenmanus","MetaGPT 团队开源版 Manus——52k+ stars \u002F MIT \u002F 多 agent + 浏览器自动化 + MCP + DataAnalysis",[1688,1689,1690,944,1691,1692],"opensource","multi-agent","browser-automation","metagpt","openmanus","想自托管复刻 Manus 全能 agent 体验 + 不愿等邀请码的开发者首选——浏览器 + 数据分析 + MCP 工具栈一站全。要 GUI \u002F 上手即用 \u002F 生产级稳定建议 Genspark \u002F Flowith 付费版。","bwDrZ3am1nVPoISuuo1SzArkD2h3Du6eKkMXUWgpesM",1784565440481]