[{"data":1,"prerenderedAt":3111},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-autoglm":8,"alt-list-autoglm":751},{"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":16,"category":676,"chinese_friendly":263,"cover":677,"description":678,"domestic":252,"extension":679,"faq":680,"free":252,"github":693,"languages":694,"lastVerified":697,"meta":698,"models":15,"navigation":252,"notSuitable":15,"opensource":252,"path":699,"pillar":700,"platforms":701,"priceTable":705,"pricing":719,"published":720,"relatedPlaybooks":721,"relatedReviews":723,"score":725,"self_host":252,"seo":726,"seoTitle":727,"slug":728,"sources":729,"stem":739,"suitable":15,"tagline":740,"tags":741,"updated":732,"verdict":749,"website":636,"__hash__":750},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm.md","AutoGLM",[12,13,14],"agent\u002Fdesktop\u002Fclaude-desktop","agent\u002Fdesktop\u002Fopenclaw","agent\u002Fgeneral\u002Fmanus",null,{"type":17,"value":18,"toc":664},"minimark",[19,24,28,31,34,105,108,128,134,138,143,163,168,191,195,361,364,518,521,571,575,601,604,625,628,660],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27],"p",{},"AutoGLM 是智谱清言 + 清华大学合作的 GUI 自治智能体研究项目（arXiv 2411.00820）。2025-12-08 开源 Open-AutoGLM：AutoGLM-Phone-9B 模型（MIT 协议，HuggingFace \u002F ModelScope 可下载）+ Apache 2.0 框架代码 + Android 适配 + Remote ADB + 50+ 中文 App 示例。VAB-WebArena-Lite 55.2% \u002F 59.1% 成功率，覆盖微信 \u002F 淘宝 \u002F 美团 \u002F Gmail \u002F Google Maps 等。Web 端通过智谱清言 Chrome 扩展（10 万+ 用户）提供页面总结 \u002F 高级检索能力。",[25,29,30],{},"适合：研究 GUI agent 的学术 \u002F 工程团队；国内 App 自治场景；要中文模型 + 私有化部署；想本地跑 phone agent 不依赖外网。不适合：跨平台桌面自动化（用 Anthropic Computer Use \u002F Claude Desktop）；纯英文 web 任务（成功率不如商业产品）；要 production-grade 稳定性（学术 \u002F 开源版本仍在演进）。",[20,32,33],{"id":33},"核心能力",[35,36,37,45,51,57,63,69,75,81,87,93,99],"ul",{},[38,39,40,44],"li",{},[41,42,43],"strong",{},"AutoGLM-Phone-9B","：MIT 协议开源模型，HuggingFace \u002F ModelScope 可下载",[38,46,47,50],{},[41,48,49],{},"Android 适配层","：原生 Android API + Accessibility Service",[38,52,53,56],{},[41,54,55],{},"Remote ADB","：初次配置后通过 WiFi 控制设备，无需 USB",[38,58,59,62],{},[41,60,61],{},"多模态屏幕理解","：截屏 + UI 树双输入，规划 + grounding 分离",[38,64,65,68],{},[41,66,67],{},"50+ 中文 App 任务示例","：微信 \u002F 淘宝 \u002F 美团 \u002F 京东 \u002F 支付宝 \u002F 抖音 \u002F 小红书 \u002F 大众点评等",[38,70,71,74],{},[41,72,73],{},"英文 App 覆盖","：Gmail \u002F Google Maps \u002F X \u002F Reddit \u002F OneStopShop",[38,76,77,80],{},[41,78,79],{},"Web 浏览器智能体","：Chrome 扩展 + VAB-WebArena-Lite 55.2% \u002F 59.1%",[38,82,83,86],{},[41,84,85],{},"页面总结 + 划线助手 + 写作助手 + 高级检索","（知网 \u002F 知乎 \u002F 小红书）",[38,88,89,92],{},[41,90,91],{},"Safe Operations","：敏感操作（登录 \u002F 验证码）确认后由人接管",[38,94,95,98],{},[41,96,97],{},"Python API","：几行代码就能跑通自动化任务",[38,100,101,104],{},[41,102,103],{},"私有化部署","：模型 + 框架本地跑，数据 \u002F 日志 \u002F 权限完全自控",[20,106,107],{"id":107},"价格",[35,109,110,116,122],{},[38,111,112,115],{},[41,113,114],{},"Open-AutoGLM","：$0；模型 MIT + 代码 Apache 2.0",[38,117,118,121],{},[41,119,120],{},"Chrome 扩展","：$0；Chrome Web Store 装即用",[38,123,124,127],{},[41,125,126],{},"整合产品（智谱清言 App）","：商业服务，价格随订阅",[129,130,131],"blockquote",{},[25,132,133],{},"真实成本 = 0（开源）+ GPU 推理（9B 模型 RTX 4090 一张即可跑）",[20,135,137],{"id":136},"实测开源版本-pixel-6a-ubuntu-2204","实测（开源版本 \u002F Pixel 6a + Ubuntu 22.04）",[25,139,140],{},[41,141,142],{},"亮点：",[35,144,145,148,151,154,157,160],{},[38,146,147],{},"32 个月研发的『手机 GUI agent』终于开源，是国内学术圈难得的开放姿态",[38,149,150],{},"中文 App 覆盖度领先：微信 \u002F 美团 \u002F 淘宝跑通率高",[38,152,153],{},"模型 9B 可在单卡 4090 + 24GB 显存跑，门槛友好",[38,155,156],{},"Remote ADB 让长跑实验摆脱 USB 线",[38,158,159],{},"学术 benchmark 数据透明（55.2% \u002F 59.1%）",[38,161,162],{},"safe-operation 设计对登录 \u002F 支付环节做人审接管，避免误操作",[25,164,165],{},[41,166,167],{},"踩坑：",[35,169,170,173,176,179,182,185,188],{},[38,171,172],{},"App 版本更新后 UI 元素变化要重新适配",[38,174,175],{},"9B 模型在复杂多步骤任务上推理不如商业大模型（GPT-5.4 \u002F Claude Opus 4.6）",[38,177,178],{},"主要面向 Android，iOS 支持空缺",[38,180,181],{},"文档以 README + 论文为主，工程化最佳实践薄",[38,183,184],{},"国行 App 隐私 \u002F 反爬监测会偶尔拦截",[38,186,187],{},"Chrome 扩展 3.4 \u002F 5 评分中等，功能尚可但稳定性一般",[38,189,190],{},"整合版（智谱清言）和开源版差异要注意，别混用",[20,192,194],{"id":193},"上手open-autoglm","上手（Open-AutoGLM）",[196,197,202],"pre",{"className":198,"code":199,"language":200,"meta":201,"style":201},"language-bash shiki shiki-themes github-light github-dark","git clone https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\ncd Open-AutoGLM && pip install -r requirements.txt\n\n# 下载 9B 模型\nhuggingface-cli download THUDM\u002FAutoGLM-Phone-9B\n\n# 配置 ADB（USB 一次）\nadb tcpip 5555 && adb connect \u003Cdevice-ip>:5555\n\n# 跑示例任务\npython examples\u002Frun_phone_agent.py \\\n  --model THUDM\u002FAutoGLM-Phone-9B \\\n  --task \"在小红书搜索罗马旅游攻略并总结景点\"\n","bash","",[203,204,205,221,247,254,261,273,278,284,318,323,329,341,352],"code",{"__ignoreMap":201},[206,207,210,214,218],"span",{"class":208,"line":209},"line",1,[206,211,213],{"class":212},"sScJk","git",[206,215,217],{"class":216},"sZZnC"," clone",[206,219,220],{"class":216}," https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\n",[206,222,224,228,231,235,238,241,244],{"class":208,"line":223},2,[206,225,227],{"class":226},"sj4cs","cd",[206,229,230],{"class":216}," Open-AutoGLM",[206,232,234],{"class":233},"sVt8B"," && ",[206,236,237],{"class":212},"pip",[206,239,240],{"class":216}," install",[206,242,243],{"class":226}," -r",[206,245,246],{"class":216}," requirements.txt\n",[206,248,250],{"class":208,"line":249},3,[206,251,253],{"emptyLinePlaceholder":252},true,"\n",[206,255,257],{"class":208,"line":256},4,[206,258,260],{"class":259},"sJ8bj","# 下载 9B 模型\n",[206,262,264,267,270],{"class":208,"line":263},5,[206,265,266],{"class":212},"huggingface-cli",[206,268,269],{"class":216}," download",[206,271,272],{"class":216}," THUDM\u002FAutoGLM-Phone-9B\n",[206,274,276],{"class":208,"line":275},6,[206,277,253],{"emptyLinePlaceholder":252},[206,279,281],{"class":208,"line":280},7,[206,282,283],{"class":259},"# 配置 ADB（USB 一次）\n",[206,285,287,290,293,296,298,300,303,307,310,312,315],{"class":208,"line":286},8,[206,288,289],{"class":212},"adb",[206,291,292],{"class":216}," tcpip",[206,294,295],{"class":226}," 5555",[206,297,234],{"class":233},[206,299,289],{"class":212},[206,301,302],{"class":216}," connect",[206,304,306],{"class":305},"szBVR"," \u003C",[206,308,309],{"class":216},"device-i",[206,311,25],{"class":233},[206,313,314],{"class":305},">",[206,316,317],{"class":216},":5555\n",[206,319,321],{"class":208,"line":320},9,[206,322,253],{"emptyLinePlaceholder":252},[206,324,326],{"class":208,"line":325},10,[206,327,328],{"class":259},"# 跑示例任务\n",[206,330,332,335,338],{"class":208,"line":331},11,[206,333,334],{"class":212},"python",[206,336,337],{"class":216}," examples\u002Frun_phone_agent.py",[206,339,340],{"class":226}," \\\n",[206,342,344,347,350],{"class":208,"line":343},12,[206,345,346],{"class":226},"  --model",[206,348,349],{"class":216}," THUDM\u002FAutoGLM-Phone-9B",[206,351,340],{"class":226},[206,353,355,358],{"class":208,"line":354},13,[206,356,357],{"class":226},"  --task",[206,359,360],{"class":216}," \"在小红书搜索罗马旅游攻略并总结景点\"\n",[20,362,363],{"id":363},"对比",[365,366,367,388],"table",{},[368,369,370],"thead",{},[371,372,373,377,379,382,385],"tr",{},[374,375,376],"th",{},"维度",[374,378,10],{},[374,380,381],{},"Claude Desktop",[374,383,384],{},"OpenClaw",[374,386,387],{},"Anthropic Computer Use",[389,390,391,409,426,443,457,473,487,501],"tbody",{},[371,392,393,397,400,403,406],{},[394,395,396],"td",{},"平台",[394,398,399],{},"Android + Web",[394,401,402],{},"macOS \u002F Windows + MCP",[394,404,405],{},"macOS\u002FLinux\u002FWin",[394,407,408],{},"跨平台",[371,410,411,414,417,420,423],{},[394,412,413],{},"开源",[394,415,416],{},"✅ MIT 模型 + Apache 代码",[394,418,419],{},"闭源",[394,421,422],{},"✅ MIT",[394,424,425],{},"❌",[371,427,428,431,434,437,440],{},[394,429,430],{},"中文 App",[394,432,433],{},"✅ 50+ 示例",[394,435,436],{},"–",[394,438,439],{},"部分",[394,441,442],{},"弱",[371,444,445,448,451,453,455],{},[394,446,447],{},"Phone agent",[394,449,450],{},"✅ 9B 模型",[394,452,425],{},[394,454,425],{},[394,456,425],{},[371,458,459,462,464,467,470],{},[394,460,461],{},"桌面 agent",[394,463,425],{},[394,465,466],{},"✅ MCP",[394,468,469],{},"✅ Gateway",[394,471,472],{},"✅ 原生",[371,474,475,478,481,483,485],{},[394,476,477],{},"学术 benchmark",[394,479,480],{},"✅ 公开",[394,482,436],{},[394,484,436],{},[394,486,439],{},[371,488,489,492,494,496,499],{},[394,490,491],{},"整合 IM",[394,493,436],{},[394,495,436],{},[394,497,498],{},"✅ 20+ 平台",[394,500,436],{},[371,502,503,506,509,512,515],{},[394,504,505],{},"适合",[394,507,508],{},"国内 App \u002F 研究 \u002F 私有化",[394,510,511],{},"MCP 生态桌面",[394,513,514],{},"IM 触发个人 agent",[394,516,517],{},"跨平台桌面",[20,519,520],{"id":520},"避坑",[35,522,523,529,535,541,547,553,559,565],{},[38,524,525,528],{},[41,526,527],{},"App 版本敏感","：UI 改动后效果下降，要 pin App 版本或重训样本",[38,530,531,534],{},[41,532,533],{},"9B 模型推理上限","：复杂多步任务上不及 GPT-5.4 \u002F Claude，可叠加外部规划模型",[38,536,537,540],{},[41,538,539],{},"iOS 暂缺","：需要 iOS agent 走别的方案",[38,542,543,546],{},[41,544,545],{},"Remote ADB 安全","：开放端口必须限内网 + 防火墙",[38,548,549,552],{},[41,550,551],{},"国行 App 反爬","：账号风控 \u002F 验证码会触发，必要时 human-in-the-loop",[38,554,555,558],{},[41,556,557],{},"学术 vs 整合版","：开源版能力 ≠ 智谱清言 App 内置版能力，PoC 别混淆",[38,560,561,564],{},[41,562,563],{},"隐私 \u002F 合规","：本地部署是优势，但读取 IM \u002F 通讯录仍要符合用户授权 + 当地法律",[38,566,567,570],{},[41,568,569],{},"MIT 模型 + Apache 代码","：商用务必看 LICENSE，企业合规审计要走流程",[20,572,574],{"id":573},"适合-不适合","适合 \u002F 不适合",[35,576,577,580,583,586,589,592,595,598],{},[38,578,579],{},"✅ GUI agent 学术研究 \u002F 工程团队",[38,581,582],{},"✅ 国内 App 自治（微信 \u002F 美团 \u002F 淘宝 \u002F 小红书）",[38,584,585],{},"✅ 想本地跑 phone agent + 数据自主",[38,587,588],{},"✅ 私有化部署 + 合规需求",[38,590,591],{},"❌ 跨平台桌面自动化（Claude Desktop \u002F Anthropic Computer Use）",[38,593,594],{},"❌ iOS App 自治",[38,596,597],{},"❌ 要 production-grade 稳定性（仍在演进）",[38,599,600],{},"❌ 不懂 ADB \u002F Python 部署的纯用户",[20,602,603],{"id":603},"相关阅读",[35,605,606,613,619],{},[38,607,608],{},[609,610,612],"a",{"href":611},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop","Claude Desktop 评测",[38,614,615],{},[609,616,618],{"href":617},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw","OpenClaw 评测",[38,620,621],{},[609,622,624],{"href":623},"\u002Ftools\u002Fcoding\u002Fagent\u002Fmanus","Manus 评测",[20,626,627],{"id":627},"来源",[629,630,631,639,646,653],"ol",{},[38,632,633,634],{},"AutoGLM 项目主页（含 Open-AutoGLM 2025-12-08 发布说明 \u002F benchmark 数据）",[609,635,636],{"href":636,"rel":637},"https:\u002F\u002Fxiao9905.github.io\u002FAutoGLM",[638],"nofollow",[38,640,641,642],{},"腾讯新闻 — 智谱开源 AutoGLM（32 个月研发 \u002F MIT + Apache 2.0）",[609,643,644],{"href":644,"rel":645},"https:\u002F\u002Fnews.qq.com\u002Frain\u002Fa\u002F20251209A05V1G00",[638],[38,647,648,649],{},"AutoGLM arXiv 论文 ",[609,650,651],{"href":651,"rel":652},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2411.00820",[638],[38,654,655,656],{},"Chrome Web Store — 智谱清言 ChatGLM & AutoGLM 工作学习 AI 助手 ",[609,657,658],{"href":658,"rel":659},"https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fmnpdbmgpebfihcndnpgdaihnkmloclkd",[638],[661,662,663],"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 .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 pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":201,"searchDepth":249,"depth":249,"links":665},[666,667,668,669,670,671,672,673,674,675],{"id":22,"depth":223,"text":23},{"id":33,"depth":223,"text":33},{"id":107,"depth":223,"text":107},{"id":136,"depth":223,"text":137},{"id":193,"depth":223,"text":194},{"id":363,"depth":223,"text":363},{"id":520,"depth":223,"text":520},{"id":573,"depth":223,"text":574},{"id":603,"depth":223,"text":603},{"id":627,"depth":223,"text":627},"desktop","\u002Fimg\u002Ftools\u002Fautoglm.webp","AutoGLM 真实评测：智谱清言 + 清华大学合作的 GUI 自治智能体研究产品（arXiv 2411.00820）。2025-12-08 Open-AutoGLM 开源版本（MIT\u002FApache 2.0）发布，含 AutoGLM-Phone-9B 模型（HuggingFace \u002F ModelScope 可下载）+ Android 适配层 + 50+ 中文 App 任务示例。VAB-WebArena-Lite 55.2% 成功率（二次尝试 59.1%），中文 App 支持 Gmail\u002F微信\u002F淘宝\u002F美团等。","md",[681,684,687,690],{"q":682,"a":683},"Open-AutoGLM 和原 AutoGLM 什么关系？","原 AutoGLM 是智谱 2024-10 发布的闭源整合产品（手机 + Web GUI agent），首次在真实手机环境跑通完整自治链路。Open-AutoGLM 是 2025-12 开源版本，把核心模型（AutoGLM-Phone-9B）+ 框架代码 + Android 适配层 + 50+ 中文 App 任务示例释放出来，方便开发者本地部署 + 二次开发。整合版闭源、商业；开源版用于学术 \u002F 私有化。",{"q":685,"a":686},"支持哪些 App？","Open-AutoGLM 内置 50+ 中文 App 示例：微信 \u002F 淘宝 \u002F 美团 \u002F 京东 \u002F 支付宝 \u002F 抖音 \u002F 小红书 \u002F 网易云 \u002F 大众点评 + 英文 Gmail \u002F Google Maps \u002F X \u002F Reddit 等。任何 Android App 理论可用，但效果取决于 UI 元素的可识别度，新版本 App 需要重新适配。",{"q":688,"a":689},"Web 端能力？","Web 端通过 Chrome 扩展（智谱清言：ChatGLM & AutoGLM 工作学习 AI 助手）提供——10 万+ 用户安装，含页面总结 \u002F 划线助手 \u002F 写作助手 \u002F 高级检索（知网 \u002F 知乎 \u002F 小红书）。VAB-WebArena-Lite benchmark 55.2% 首次成功率，二次尝试 59.1%。",{"q":691,"a":692},"和 Anthropic Computer Use \u002F Claude Desktop 怎么选？","AutoGLM 强在中文 App + 学术研究 + 开源权重 + 国内合规；Anthropic Computer Use 强在跨平台桌面 + 英文场景 + 模型推理；Claude Desktop 强在 MCP 生态 + 一键 .mcpb 安装。国内 App 自治 + 私有化 → AutoGLM；英文桌面 + 通用桌面操作 → Anthropic \u002F Claude Desktop。","https:\u002F\u002Fgithub.com\u002FOpenBMB\u002FAutoGLM",[695,696],"zh","en","2026-08-02",{},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm","agent",[702,703,704],"android","chrome-extension","web",[706,710,714],{"plan":114,"price":707,"features":708,"notes":709},"$0","AutoGLM-Phone-9B 模型（MIT）+ 框架代码（Apache 2.0）+ Android 适配 + Remote ADB + 50+ 中文 App 示例","开源 \u002F 私有化部署",{"plan":711,"price":707,"features":712,"notes":713},"智谱清言 Chrome 扩展","Web 划线 \u002F 总结 \u002F 高级检索 \u002F 写作助手 \u002F 页面对话","Chrome Web Store",{"plan":715,"price":716,"features":717,"notes":718},"智谱清言 App 内置","Custom","完整 GUI agent 能力（Phone \u002F Web）+ 整合产品体验","国行 App \u002F 商业服务","Open-AutoGLM 开源免费（MIT 模型 + Apache 2.0 代码）\u002F 智谱清言 App 内置版商业","2026-06-19",[722],"onboarding\u002Fgui-agent-engineering",[724],"autoglm-deep-review",{"power":256,"ux":256,"price":263,"cn_support":263,"stability":249},{"title":10,"description":678},"AutoGLM 评测 2026：智谱 GUI 自治智能体，开源 9B 手机模型","agent\u002Fdesktop\u002Fautoglm",[730,733,735,737],{"name":731,"url":636,"accessed":732},"AutoGLM 项目主页（清华 \u002F Z.AI）","2026-06-24",{"name":734,"url":644,"accessed":732},"腾讯新闻 — 智谱开源 AutoGLM",{"name":736,"url":651,"accessed":732},"AutoGLM arXiv 论文 2411.00820",{"name":738,"url":658,"accessed":732},"Chrome Web Store — 智谱清言扩展（10万+用户）","tools\u002Fagent\u002Fdesktop\u002Fautoglm","智谱清言出品 + 清华团队 GUI 自治智能体——Open-AutoGLM 开源 9B 手机模型 + Chrome 浏览器扩展",[742,743,744,745,746,747,748],"gui-agent","mobile-agent","browser-agent","opensource","chinese","zhipu","chatglm","国内『AI 操作手机 \u002F 浏览器』开源标杆——智谱 32 个月研发、清华学术背景、MIT 开源模型权重。学术研究 \u002F 国内 App 自治 \u002F 私有化部署首选。生产稳定性 + 跨平台桌面仍弱于 Anthropic Computer Use \u002F Claude Desktop。","kdRN6lPC2zFrCzesRDB4mvD1vzkO97iF0raNcy1ik-M",[752,1401,2130],{"id":753,"title":381,"alternatives":754,"api_compatible":15,"body":756,"category":676,"chinese_friendly":249,"cover":1330,"description":1331,"domestic":1332,"extension":679,"faq":1333,"free":252,"github":15,"languages":1346,"lastVerified":697,"meta":1348,"models":15,"navigation":252,"notSuitable":15,"opensource":1332,"path":611,"pillar":700,"platforms":1349,"priceTable":1353,"pricing":1375,"published":720,"relatedPlaybooks":1376,"relatedReviews":15,"score":1378,"self_host":1332,"seo":1379,"seoTitle":1380,"slug":12,"sources":1381,"stem":1390,"suitable":15,"tagline":1391,"tags":1392,"updated":732,"verdict":1398,"website":1399,"__hash__":1400},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop.md",[13,728,755],"agent\u002Fdesktop\u002Fcrush",{"type":17,"value":757,"toc":1318},[758,760,763,766,768,836,838,875,880,884,888,908,912,935,938,956,1037,1042,1044,1179,1181,1236,1238,1264,1266,1283,1285,1315],[20,759,23],{"id":22},[25,761,762],{},"Claude Desktop 是 Anthropic 官方 macOS \u002F Windows \u002F Linux 桌面客户端。差异点：原生 Model Context Protocol（MCP）支持 + 2025-06 推出的 Desktop Extensions（.mcpb，原 .dxt，2025-09 改名）让用户双击即装 MCP 工具，零配置 \u002F 零依赖 \u002F 零 JSON。Connectors 面板 + Extensions 市场 + 手动 JSON 配置三种路径。Free \u002F Pro $20 \u002F Max $100 \u002F Max+ $200 \u002F Team $30 \u002F Enterprise。",[25,764,765],{},"适合：要 Claude Opus \u002F Sonnet + 桌面 MCP 工具链的开发者；想打通文件系统 \u002F DB \u002F GitHub \u002F 浏览器自动化的 power user；团队协作通过 Projects 共享上下文。不适合：中国大陆地区无海外支付（个人翻墙能用、企业付费走不通）；纯代码场景（Cursor \u002F VS Code 更好）；预算极紧（Free 配额有限）。",[20,767,33],{"id":33},[35,769,770,776,782,788,794,800,806,812,818,824,830],{},[38,771,772,775],{},[41,773,774],{},"原生 MCP 支持","：stdio \u002F SSE \u002F HTTP transport，工具调用直接进入对话",[38,777,778,781],{},[41,779,780],{},".mcpb Extensions","：一键双击安装，含 Node.js \u002F Python 依赖全打包",[38,783,784,787],{},[41,785,786],{},"Connectors 面板","：+ 菜单浏览 \u002F 启用主流 MCP server",[38,789,790,793],{},[41,791,792],{},"手动 JSON 配置","：Settings → Developer → Edit Config 完全控制",[38,795,796,799],{},[41,797,798],{},"Projects","：跨会话共享 system prompt + 文件 + 知识库",[38,801,802,805],{},[41,803,804],{},"Artifacts","：HTML \u002F React \u002F Markdown 实时预览",[38,807,808,811],{},[41,809,810],{},"多模态","：图片 + PDF + CSV 上传分析",[38,813,814,817],{},[41,815,816],{},"Opus \u002F Sonnet \u002F Haiku 三档","：按任务难度切换",[38,819,820,823],{},[41,821,822],{},"Computer Use（Sonnet 4.6+）","：跨平台桌面操作（API 形式）",[38,825,826,829],{},[41,827,828],{},"Team Projects","：共享 prompt + admin + 用量分配",[38,831,832,835],{},[41,833,834],{},"Enterprise","：SSO + SCIM + 审计 + DLP + 数据保留策略",[20,837,107],{"id":107},[35,839,840,846,852,858,864,870],{},[38,841,842,845],{},[41,843,844],{},"Free","：$0；基础访问 + MCP 支持",[38,847,848,851],{},[41,849,850],{},"Pro","：$20\u002F月；Opus + Projects + 5x 配额",[38,853,854,857],{},[41,855,856],{},"Max","：$100\u002F月；5x Pro 用量 + 优先速度",[38,859,860,863],{},[41,861,862],{},"Max+","：$200\u002F月；20x Pro 用量",[38,865,866,869],{},[41,867,868],{},"Team","：$30\u002Fuser·月（最少 5 人，年付）",[38,871,872,874],{},[41,873,834],{},"：Custom",[129,876,877],{},[25,878,879],{},"实际配额：Pro 复杂 MCP + 大文件任务一天就能用尽，重度工作流走 Max。",[20,881,883],{"id":882},"实测开发者主力-macos-windows-双开","实测（开发者主力 \u002F macOS \u002F Windows 双开）",[25,885,886],{},[41,887,142],{},[35,889,890,893,896,899,902,905],{},[38,891,892],{},".mcpb 让非工程师用户也能装上 GitHub \u002F filesystem \u002F SQLite 工具",[38,894,895],{},"Opus 推理质量在所有桌面 agent 中最强",[38,897,898],{},"Projects 跨会话保留上下文非常省 token",[38,900,901],{},"MCP 工具调用 + Artifacts 预览同窗体验流畅",[38,903,904],{},"Anthropic 官方更新节奏稳，2026 几乎每月有功能",[38,906,907],{},"Settings → Developer → Edit Config 一键打开配置，路径不再坑用户",[25,909,910],{},[41,911,167],{},[35,913,914,917,920,923,926,929,932],{},[38,915,916],{},"中国大陆访问 + 支付都受限",[38,918,919],{},"MCP 配置错误的报错很简短，要看 Console \u002F Log",[38,921,922],{},"大文件 \u002F 长上下文偶尔出现 token 计费偏高",[38,924,925],{},"Linux 版本更新偶尔落后 macOS \u002F Windows",[38,927,928],{},".mcpb 包格式更换（.dxt → .mcpb）期间的旧包还在用，命名混乱",[38,930,931],{},"Free 配额限制偏紧，体验完整流程几乎要 Pro",[38,933,934],{},"多账户切换不友好，企业 + 个人共用要登出登入",[20,936,937],{"id":937},"上手",[629,939,940,943,950,953],{},[38,941,942],{},"claude.ai\u002Fdownload → 下载对应系统客户端 → 安装登录",[38,944,945],{},[35,946,947],{},[38,948,949],{},"菜单 → Connectors → 浏览主流 MCP server（filesystem \u002F GitHub \u002F Slack \u002F Postgres）",[38,951,952],{},"或 Settings → Extensions → 下载 .mcpb 文件 → 双击安装",[38,954,955],{},"或 Settings → Developer → Edit Config → 手动加：",[196,957,961],{"className":958,"code":959,"language":960,"meta":201,"style":201},"language-json shiki shiki-themes github-light github-dark","{\n  \"mcpServers\": {\n    \"filesystem\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@modelcontextprotocol\u002Fserver-filesystem\", \"\u002FUsers\u002Fyou\u002Fwork\"]\n    }\n  }\n}\n","json",[203,962,963,968,976,983,997,1022,1027,1032],{"__ignoreMap":201},[206,964,965],{"class":208,"line":209},[206,966,967],{"class":233},"{\n",[206,969,970,973],{"class":208,"line":223},[206,971,972],{"class":226},"  \"mcpServers\"",[206,974,975],{"class":233},": {\n",[206,977,978,981],{"class":208,"line":249},[206,979,980],{"class":226},"    \"filesystem\"",[206,982,975],{"class":233},[206,984,985,988,991,994],{"class":208,"line":256},[206,986,987],{"class":226},"      \"command\"",[206,989,990],{"class":233},": ",[206,992,993],{"class":216},"\"npx\"",[206,995,996],{"class":233},",\n",[206,998,999,1002,1005,1008,1011,1014,1016,1019],{"class":208,"line":263},[206,1000,1001],{"class":226},"      \"args\"",[206,1003,1004],{"class":233},": [",[206,1006,1007],{"class":216},"\"-y\"",[206,1009,1010],{"class":233},", ",[206,1012,1013],{"class":216},"\"@modelcontextprotocol\u002Fserver-filesystem\"",[206,1015,1010],{"class":233},[206,1017,1018],{"class":216},"\"\u002FUsers\u002Fyou\u002Fwork\"",[206,1020,1021],{"class":233},"]\n",[206,1023,1024],{"class":208,"line":275},[206,1025,1026],{"class":233},"    }\n",[206,1028,1029],{"class":208,"line":280},[206,1030,1031],{"class":233},"  }\n",[206,1033,1034],{"class":208,"line":286},[206,1035,1036],{"class":233},"}\n",[629,1038,1039],{"start":263},[38,1040,1041],{},"重启 Claude Desktop → 看到对话框右下角 🔨 工具图标 → 测试 \"list files in \u002FUsers\u002Fyou\u002Fwork\"",[20,1043,363],{"id":363},[365,1045,1046,1062],{},[368,1047,1048],{},[371,1049,1050,1052,1054,1057,1060],{},[374,1051,376],{},[374,1053,381],{},[374,1055,1056],{},"ChatGPT Desktop",[374,1058,1059],{},"Cursor",[374,1061,384],{},[389,1063,1064,1079,1094,1108,1124,1136,1149,1163],{},[371,1065,1066,1069,1072,1075,1077],{},[394,1067,1068],{},"原生 MCP",[394,1070,1071],{},"✅ 旗舰",[394,1073,1074],{},"部分（GPT Actions）",[394,1076,439],{},[394,1078,469],{},[371,1080,1081,1084,1087,1089,1092],{},[394,1082,1083],{},"一键扩展安装",[394,1085,1086],{},"✅ .mcpb",[394,1088,436],{},[394,1090,1091],{},"✅ 部分",[394,1093,436],{},[371,1095,1096,1099,1102,1104,1106],{},[394,1097,1098],{},"桌面 \u002F 文件系统",[394,1100,1101],{},"✅",[394,1103,1101],{},[394,1105,1101],{},[394,1107,1101],{},[371,1109,1110,1113,1116,1119,1122],{},[394,1111,1112],{},"模型",[394,1114,1115],{},"Claude（Opus \u002F Sonnet）",[394,1117,1118],{},"GPT-5.x",[394,1120,1121],{},"多模型",[394,1123,1121],{},[371,1125,1126,1128,1130,1132,1134],{},[394,1127,413],{},[394,1129,425],{},[394,1131,425],{},[394,1133,425],{},[394,1135,422],{},[371,1137,1138,1141,1143,1145,1147],{},[394,1139,1140],{},"中国大陆支付",[394,1142,425],{},[394,1144,425],{},[394,1146,425],{},[394,1148,1101],{},[371,1150,1151,1154,1157,1159,1161],{},[394,1152,1153],{},"起价",[394,1155,1156],{},"$20\u002F月",[394,1158,1156],{},[394,1160,1156],{},[394,1162,707],{},[371,1164,1165,1167,1170,1173,1176],{},[394,1166,505],{},[394,1168,1169],{},"MCP 生态 + Claude 派",[394,1171,1172],{},"OpenAI 派",[394,1174,1175],{},"代码主力",[394,1177,1178],{},"自托管 IM 触发",[20,1180,520],{"id":520},[35,1182,1183,1189,1195,1201,1207,1213,1219,1225,1231],{},[38,1184,1185,1188],{},[41,1186,1187],{},"配置文件路径常错","：用 Settings → Developer → Edit Config 一键打开，不要手输路径",[38,1190,1191,1194],{},[41,1192,1193],{},"JSON 必须合法","：注释 \u002F 尾逗号会报错，建议 VS Code 校验",[38,1196,1197,1200],{},[41,1198,1199],{},"重启才生效","：改完 config 务必完全退出 + 重启，菜单栏图标也要点 Quit",[38,1202,1203,1206],{},[41,1204,1205],{},"NPM 依赖卡住","：npx 首次拉包慢，设置代理或预跑一次再用",[38,1208,1209,1212],{},[41,1210,1211],{},"环境变量隔离","：每个 MCP server 的 env 只对该 server 可见，避免泄露",[38,1214,1215,1218],{},[41,1216,1217],{},"filesystem 限定路径","：args 里只给必要目录，不要给 \u002F 或整个 home",[38,1220,1221,1224],{},[41,1222,1223],{},".mcpb 来源","：只装信任来源的扩展，扩展能读你给它的目录 \u002F 调用 shell",[38,1226,1227,1230],{},[41,1228,1229],{},"中国大陆","：个人能翻墙用，企业付费 \u002F 数据合规走 OpenRouter 或 API + 自家前端",[38,1232,1233,1235],{},[41,1234,786],{}," 偶有 server 不可用，回退到 JSON 手动配置",[20,1237,574],{"id":573},[35,1239,1240,1243,1246,1249,1252,1255,1258,1261],{},[38,1241,1242],{},"✅ Claude Opus \u002F Sonnet 重度用户",[38,1244,1245],{},"✅ 想打通文件系统 \u002F DB \u002F GitHub \u002F 浏览器自动化的开发者",[38,1247,1248],{},"✅ 团队协作通过 Team Projects 共享上下文",[38,1250,1251],{},"✅ MCP 生态早期采用者 \u002F 工具开发者",[38,1253,1254],{},"❌ 中国大陆企业要正规付费 + 合规",[38,1256,1257],{},"❌ 纯代码工作流（Cursor \u002F Continue 更顺）",[38,1259,1260],{},"❌ 预算极紧（Free 配额很快耗尽）",[38,1262,1263],{},"❌ 要自托管 + 数据完全自主（走 OpenClaw \u002F 自家方案）",[20,1265,603],{"id":603},[35,1267,1268,1272,1277],{},[38,1269,1270],{},[609,1271,618],{"href":617},[38,1273,1274],{},[609,1275,1276],{"href":699},"AutoGLM 评测",[38,1278,1279],{},[609,1280,1282],{"href":1281},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush","Crush 评测",[20,1284,627],{"id":627},[629,1286,1287,1294,1301,1308],{},[38,1288,1289,1290],{},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt 改名 2025-09）",[609,1291,1292],{"href":1292,"rel":1293},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fdesktop-extensions",[638],[38,1295,1296,1297],{},"Toolradar — Claude Desktop MCP Server Setup 2026（路径 \u002F 配置示例）",[609,1298,1299],{"href":1299,"rel":1300},"https:\u002F\u002Ftoolradar.com\u002Fblog\u002Fclaude-desktop-mcp-server-setup",[638],[38,1302,1303,1304],{},"MCP Playground — Complete 2026 Setup Guide ",[609,1305,1306],{"href":1306,"rel":1307},"https:\u002F\u002Fmcpplaygroundonline.com\u002Fblog\u002Fhow-to-setup-mcp-claude-desktop",[638],[38,1309,1310,1311],{},"Anthropic — Pricing（Pro $20 \u002F Max $100 \u002F Max+ $200 \u002F Team $30 \u002F Enterprise）",[609,1312,1313],{"href":1313,"rel":1314},"https:\u002F\u002Fwww.anthropic.com\u002Fpricing",[638],[661,1316,1317],{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":201,"searchDepth":249,"depth":249,"links":1319},[1320,1321,1322,1323,1324,1325,1326,1327,1328,1329],{"id":22,"depth":223,"text":23},{"id":33,"depth":223,"text":33},{"id":107,"depth":223,"text":107},{"id":882,"depth":223,"text":883},{"id":937,"depth":223,"text":937},{"id":363,"depth":223,"text":363},{"id":520,"depth":223,"text":520},{"id":573,"depth":223,"text":574},{"id":603,"depth":223,"text":603},{"id":627,"depth":223,"text":627},"\u002Fimg\u002Ftools\u002Fclaude-desktop.webp","Claude Desktop 真实评测：Anthropic 官方 macOS \u002F Windows \u002F Linux 客户端。原生 Model Context Protocol（MCP）支持，2025-06 推出 Desktop Extensions（.mcpb 包，原 .dxt），用户双击即装无需 Node.js \u002F JSON 配置。Connectors 面板 + Extensions 市场 + 手动 JSON 配置三种安装方式。Free \u002F Pro $20 \u002F Max $100-200 \u002F Team $30 \u002F 用户 \u002F Enterprise。",false,[1334,1337,1340,1343],{"q":1335,"a":1336},"MCP 配置文件在哪？","macOS：~\u002FLibrary\u002FApplication Support\u002FClaude\u002Fclaude_desktop_config.json；Windows：%APPDATA%\\Claude\\claude_desktop_config.json；Linux：~\u002F.config\u002FClaude\u002Fclaude_desktop_config.json。直接 Settings → Developer → Edit Config 打开最方便。",{"q":1338,"a":1339},".mcpb（Desktop Extensions）和手动 JSON 怎么选？",".mcpb（原 .dxt，2025-09 改名）一键双击安装，含全部依赖打包，零配置，适合非开发者用户。手动 JSON 适合自定义服务器 \u002F 环境变量 \u002F 私有 MCP \u002F 复杂参数。日常生产工具用 .mcpb，定制 \u002F debug 用 JSON。Connectors 面板在 + 菜单里浏览主流 server。",{"q":1341,"a":1342},"中国大陆能用吗？","需要自备网络环境访问 claude.ai；支付不支持中国大陆 \u002F 港澳信用卡，企业订阅要走海外法人 \u002F 海外卡。MCP 本地工具完全可用（filesystem \u002F sqlite \u002F shell）。建议国内项目走 OpenRouter \u002F 火山引擎 \u002F 智谱（中文场景）+ Claude API 远程调用方案。",{"q":1344,"a":1345},"和 Cursor \u002F VS Code + Continue 怎么选？","Claude Desktop 主打『通用桌面 agent + MCP 生态』，Cursor \u002F VS Code 主打『代码编辑器 + AI』。要在编辑器里写代码 → Cursor；要在桌面打通文件系统 + DB + GitHub + 浏览器自动化做杂活 → Claude Desktop。两个工具互补不冲突。",[696,695,1347],"multi",{},[1350,1351,1352],"macos","windows","linux",[1354,1357,1360,1364,1368,1372],{"plan":844,"price":707,"features":1355,"notes":1356},"基础 Claude Sonnet + MCP 支持 + 有限 message","试水 \u002F 个人轻度",{"plan":850,"price":1156,"features":1358,"notes":1359},"更多 message + Opus 模型 + Projects + 优先速度","个人主力",{"plan":856,"price":1361,"features":1362,"notes":1363},"$100\u002F月","5x Pro 用量 + 早期功能 + 高优先级","重度个人 \u002F 自由职业",{"plan":862,"price":1365,"features":1366,"notes":1367},"$200\u002F月","20x Pro 用量 + research preview 优先","极重度 \u002F Power user",{"plan":868,"price":1369,"features":1370,"notes":1371},"$30\u002Fuser·月","共享 Projects + admin + 用量分配 + 集中计费（最少 5 人）","小团队",{"plan":834,"price":716,"features":1373,"notes":1374},"SSO \u002F SCIM \u002F 审计 \u002F DLP \u002F 私有化数据保留策略","大型组织","Free \u002F Pro $20·月 \u002F Max $100·月 \u002F Max+ $200·月 \u002F Team $30·user·月 \u002F Enterprise",[1377],"onboarding\u002Fmcp-tool-development",{"power":263,"ux":263,"price":249,"cn_support":223,"stability":263},{"title":381,"description":1331},"Claude Desktop 评测 2026：Anthropic 官方桌面客户端，AI 助手本地使用",[1382,1384,1386,1388],{"name":1383,"url":1292,"accessed":732},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt）",{"name":1385,"url":1299,"accessed":732},"Toolradar — Claude Desktop MCP 设置 2026",{"name":1387,"url":1306,"accessed":732},"MCP Playground — 完整 2026 配置指南",{"name":1389,"url":1313,"accessed":732},"Anthropic — Pricing & Plans","tools\u002Fagent\u002Fdesktop\u002Fclaude-desktop","Anthropic 官方桌面客户端——原生 MCP 支持 + 一键 .mcpb 扩展安装 + Connectors 面板",[1393,1394,1395,1396,1397],"desktop-agent","mcp","claude","extensions","anthropic","MCP 生态的旗舰桌面客户端——要 Claude Opus \u002F Sonnet + MCP 工具 + 文件系统 \u002F DB \u002F GitHub 集成的开发者首选。中国大陆访问需自备网络 + 不支持中国大陆支付，团队订阅要海外卡。","https:\u002F\u002Fclaude.ai\u002Fdownload","WgmjZTtGL8cWXoFdsKW9_OOM6Fs8Y1wph1pnszf7PcA",{"id":1402,"title":384,"alternatives":1403,"api_compatible":15,"body":1404,"category":676,"chinese_friendly":256,"cover":2081,"description":2082,"domestic":1332,"extension":679,"faq":2083,"free":252,"github":2095,"languages":2096,"lastVerified":697,"meta":2097,"models":15,"navigation":252,"notSuitable":15,"opensource":252,"path":617,"pillar":700,"platforms":2098,"priceTable":2100,"pricing":2104,"published":720,"relatedPlaybooks":2105,"relatedReviews":15,"score":2107,"self_host":252,"seo":2108,"seoTitle":2109,"slug":13,"sources":2110,"stem":2119,"suitable":15,"tagline":2120,"tags":2121,"updated":732,"verdict":2127,"website":2128,"__hash__":2129},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw.md",[12,728,755],{"type":17,"value":1405,"toc":2069},[1406,1408,1411,1414,1416,1484,1486,1500,1504,1508,1531,1535,1561,1563,1724,1727,1759,1761,1926,1928,1990,1992,2018,2020,2034,2036,2066],[20,1407,23],{"id":22},[25,1409,1410],{},"OpenClaw 是 2026 现象级开源个人 AI Agent 框架（MIT 协议）——Peter Steinberger 2025 末创建，2026-02 移交开源基金会，60 天 28-35.5 万 GitHub stars 历史级速度。差异点：Gateway 网关连接 20+ IM 平台（Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F Microsoft Teams \u002F Zalo \u002F 微信 \u002F 钉钉 \u002F 飞书）+ 30 分钟 Heartbeat 主动触发 + Cron 调度 + ClawHub 5400+ Skills 市场 + 多 Agent 隔离 + 本地长期记忆。完全自托管，本地 Ollama 模型零成本运行。",[25,1412,1413],{},"适合：要『手机 IM 一句话支使 AI 干活』的 power user；监控告警 \u002F 定时简报 \u002F 邮件分拣 \u002F 浏览器自动化等 7×24 后台场景；数据隐私敏感 + 自托管刚需；中国大陆用户（本地 Ollama 全免费）。不适合：纯 GUI \u002F 桌面交互党（Claude Desktop 更顺）；不会折腾 Node \u002F Docker \u002F WSL 的纯用户；要『一句话就跑通』的非技术用户。",[20,1415,33],{"id":33},[35,1417,1418,1424,1430,1436,1442,1448,1454,1460,1466,1472,1478],{},[38,1419,1420,1423],{},[41,1421,1422],{},"Gateway 多渠道","：Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F MS Teams \u002F Zalo \u002F 微信 \u002F 钉钉 \u002F 飞书 + WebChat + 移动 node",[38,1425,1426,1429],{},[41,1427,1428],{},"Skills 插件系统","：YAML 描述 + 一键安装 + ClawHub 5400+ 社区市场",[38,1431,1432,1435],{},[41,1433,1434],{},"多 Agent 隔离","：work \u002F personal \u002F test 角色独立记忆 + 任务",[38,1437,1438,1441],{},[41,1439,1440],{},"30 分钟 Heartbeat","：真正 7×24 主动运行",[38,1443,1444,1447],{},[41,1445,1446],{},"Cron 调度","：自然语言生成定时任务，无需写 Cron 表达式",[38,1449,1450,1453],{},[41,1451,1452],{},"本地长期记忆","：~\u002F.openclaw\u002Fmemory\u002Flong-term.json",[38,1455,1456,1459],{},[41,1457,1458],{},"沙箱权限模式","：区分敏感操作权限，避免误操作",[38,1461,1462,1465],{},[41,1463,1464],{},"多 LLM provider","：GPT \u002F Claude \u002F Gemini \u002F 本地 Ollama \u002F Z.AI \u002F OpenRouter",[38,1467,1468,1471],{},[41,1469,1470],{},"MCP 兼容","：可调用 MCP server",[38,1473,1474,1477],{},[41,1475,1476],{},"Web Control UI","：浏览器仪表盘（chat \u002F config \u002F sessions \u002F nodes）",[38,1479,1480,1483],{},[41,1481,1482],{},"macOS app + iOS \u002F Android 移动 node","：跨设备触发",[20,1485,107],{"id":107},[35,1487,1488,1494,1497],{},[38,1489,1490,1493],{},[41,1491,1492],{},"Self-host OSS","：$0；MIT 完全开放",[38,1495,1496],{},"真实成本 = LLM API（GPT \u002F Claude 走 API 计费）或 $0（本地 Ollama）",[38,1498,1499],{},"轻度 $5-10 \u002F 月，中度 $20-30，重度 $50+ —— 全部来自外部 LLM 而非 OpenClaw 本身",[20,1501,1503],{"id":1502},"实测个人-724-监控告警-简报","实测（个人 7×24 + 监控告警 + 简报）",[25,1505,1506],{},[41,1507,142],{},[35,1509,1510,1513,1516,1519,1522,1525,1528],{},[38,1511,1512],{},"IM 一句话支使 AI 体验是真『未来感』，离开电脑也能干活",[38,1514,1515],{},"Heartbeat 让定时任务 + 监控钩子真正后台运行，不靠操作系统 Cron",[38,1517,1518],{},"ClawHub 5400+ Skills 覆盖几乎所有日常需求",[38,1520,1521],{},"多 Agent 隔离让工作 \u002F 生活 prompt 不串",[38,1523,1524],{},"本地 Ollama 路径让数据 + 隐私完全自主",[38,1526,1527],{},"微信 \u002F 钉钉 \u002F 飞书 plugin 让国内用户无网络 \u002F 支付门槛",[38,1529,1530],{},"MIT 协议 + 社区驱动，企业内部部署合规友好",[25,1532,1533],{},[41,1534,167],{},[35,1536,1537,1540,1543,1546,1549,1552,1555,1558],{},[38,1538,1539],{},"Node 24 推荐 \u002F 22 LTS 兜底，Node 18 已经勉强（最新 Skill 偶有兼容问题）",[38,1541,1542],{},"Skill 质量参差，社区 5400+ 里要挑信任作者",[38,1544,1545],{},"国内 IM 渠道（微信 \u002F 钉钉 \u002F 飞书）的 plugin 受平台风控影响，账号风险要评估",[38,1547,1548],{},"多 Agent 隔离的 memory 文件可能膨胀，要定期清理",[38,1550,1551],{},"Heartbeat 频繁触发 LLM 调用会推高 API 费用，预算控制要配 budget cap",[38,1553,1554],{},"Web Control UI 在大量 session 下渲染偏慢",[38,1556,1557],{},"沙箱模式默认权限保守，复杂自动化要手动放权",[38,1559,1560],{},"Windows 纯生兼容差，建议 WSL2 \u002F Docker 路径",[20,1562,937],{"id":937},[196,1564,1566],{"className":198,"code":1565,"language":200,"meta":201,"style":201},"# 方法一：NPM\nnpm install -g openclaw\nopenclaw --version\n\n# 方法二：Docker\ndocker run -d --name openclaw \\\n  -v ~\u002F.openclaw:\u002Froot\u002F.openclaw \\\n  openclaw\u002Fopenclaw:latest\n\n# 方法三：源码\ngit clone https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\ncd openclaw && npm install && npm run start\n\n# 引导配置（model \u002F channel \u002F 权限）\nopenclaw onboard\n\n# 启动\nopenclaw                 # CLI\nopenclaw dashboard       # Web UI\n",[203,1567,1568,1573,1586,1594,1598,1603,1622,1632,1637,1641,1646,1655,1676,1680,1686,1694,1699,1705,1713],{"__ignoreMap":201},[206,1569,1570],{"class":208,"line":209},[206,1571,1572],{"class":259},"# 方法一：NPM\n",[206,1574,1575,1578,1580,1583],{"class":208,"line":223},[206,1576,1577],{"class":212},"npm",[206,1579,240],{"class":216},[206,1581,1582],{"class":226}," -g",[206,1584,1585],{"class":216}," openclaw\n",[206,1587,1588,1591],{"class":208,"line":249},[206,1589,1590],{"class":212},"openclaw",[206,1592,1593],{"class":226}," --version\n",[206,1595,1596],{"class":208,"line":256},[206,1597,253],{"emptyLinePlaceholder":252},[206,1599,1600],{"class":208,"line":263},[206,1601,1602],{"class":259},"# 方法二：Docker\n",[206,1604,1605,1608,1611,1614,1617,1620],{"class":208,"line":275},[206,1606,1607],{"class":212},"docker",[206,1609,1610],{"class":216}," run",[206,1612,1613],{"class":226}," -d",[206,1615,1616],{"class":226}," --name",[206,1618,1619],{"class":216}," openclaw",[206,1621,340],{"class":226},[206,1623,1624,1627,1630],{"class":208,"line":280},[206,1625,1626],{"class":226},"  -v",[206,1628,1629],{"class":216}," ~\u002F.openclaw:\u002Froot\u002F.openclaw",[206,1631,340],{"class":226},[206,1633,1634],{"class":208,"line":286},[206,1635,1636],{"class":216},"  openclaw\u002Fopenclaw:latest\n",[206,1638,1639],{"class":208,"line":320},[206,1640,253],{"emptyLinePlaceholder":252},[206,1642,1643],{"class":208,"line":325},[206,1644,1645],{"class":259},"# 方法三：源码\n",[206,1647,1648,1650,1652],{"class":208,"line":331},[206,1649,213],{"class":212},[206,1651,217],{"class":216},[206,1653,1654],{"class":216}," https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\n",[206,1656,1657,1659,1661,1663,1665,1667,1669,1671,1673],{"class":208,"line":343},[206,1658,227],{"class":226},[206,1660,1619],{"class":216},[206,1662,234],{"class":233},[206,1664,1577],{"class":212},[206,1666,240],{"class":216},[206,1668,234],{"class":233},[206,1670,1577],{"class":212},[206,1672,1610],{"class":216},[206,1674,1675],{"class":216}," start\n",[206,1677,1678],{"class":208,"line":354},[206,1679,253],{"emptyLinePlaceholder":252},[206,1681,1683],{"class":208,"line":1682},14,[206,1684,1685],{"class":259},"# 引导配置（model \u002F channel \u002F 权限）\n",[206,1687,1689,1691],{"class":208,"line":1688},15,[206,1690,1590],{"class":212},[206,1692,1693],{"class":216}," onboard\n",[206,1695,1697],{"class":208,"line":1696},16,[206,1698,253],{"emptyLinePlaceholder":252},[206,1700,1702],{"class":208,"line":1701},17,[206,1703,1704],{"class":259},"# 启动\n",[206,1706,1708,1710],{"class":208,"line":1707},18,[206,1709,1590],{"class":212},[206,1711,1712],{"class":259},"                 # CLI\n",[206,1714,1716,1718,1721],{"class":208,"line":1715},19,[206,1717,1590],{"class":212},[206,1719,1720],{"class":216}," dashboard",[206,1722,1723],{"class":259},"       # Web UI\n",[25,1725,1726],{},"配本地免费 Ollama：",[196,1728,1730],{"className":198,"code":1729,"language":200,"meta":201,"style":201},"ollama pull llama3\nopenclaw config set ai.provider \"ollama\"\n",[203,1731,1732,1743],{"__ignoreMap":201},[206,1733,1734,1737,1740],{"class":208,"line":209},[206,1735,1736],{"class":212},"ollama",[206,1738,1739],{"class":216}," pull",[206,1741,1742],{"class":216}," llama3\n",[206,1744,1745,1747,1750,1753,1756],{"class":208,"line":223},[206,1746,1590],{"class":212},[206,1748,1749],{"class":216}," config",[206,1751,1752],{"class":216}," set",[206,1754,1755],{"class":216}," ai.provider",[206,1757,1758],{"class":216}," \"ollama\"\n",[20,1760,363],{"id":363},[365,1762,1763,1778],{},[368,1764,1765],{},[371,1766,1767,1769,1771,1773,1775],{},[374,1768,376],{},[374,1770,384],{},[374,1772,381],{},[374,1774,10],{},[374,1776,1777],{},"Crush",[389,1779,1780,1797,1811,1825,1841,1854,1867,1882,1897,1911],{},[371,1781,1782,1785,1788,1791,1794],{},[394,1783,1784],{},"形态",[394,1786,1787],{},"IM 网关 + 多 Agent 自治",[394,1789,1790],{},"桌面客户端 + MCP",[394,1792,1793],{},"Phone\u002FWeb GUI agent",[394,1795,1796],{},"终端 TUI agent",[371,1798,1799,1802,1805,1807,1809],{},[394,1800,1801],{},"7×24 Heartbeat",[394,1803,1804],{},"✅ 30 分钟",[394,1806,436],{},[394,1808,436],{},[394,1810,436],{},[371,1812,1813,1816,1819,1821,1823],{},[394,1814,1815],{},"多 IM 渠道",[394,1817,1818],{},"✅ 20+",[394,1820,436],{},[394,1822,436],{},[394,1824,436],{},[371,1826,1827,1830,1833,1836,1838],{},[394,1828,1829],{},"Skills 市场",[394,1831,1832],{},"✅ ClawHub 5400+",[394,1834,1835],{},"✅ MCP Connectors",[394,1837,436],{},[394,1839,1840],{},"✅ Agent Skills 标准",[371,1842,1843,1845,1847,1849,1851],{},[394,1844,1434],{},[394,1846,1101],{},[394,1848,798],{},[394,1850,436],{},[394,1852,1853],{},"session",[371,1855,1856,1858,1860,1862,1864],{},[394,1857,413],{},[394,1859,422],{},[394,1861,419],{},[394,1863,416],{},[394,1865,1866],{},"FSL-1.1-MIT",[371,1868,1869,1872,1875,1877,1880],{},[394,1870,1871],{},"本地 LLM",[394,1873,1874],{},"✅ Ollama 友好",[394,1876,436],{},[394,1878,1879],{},"✅ 9B 自模型",[394,1881,1101],{},[371,1883,1884,1887,1890,1893,1895],{},[394,1885,1886],{},"中国大陆友好",[394,1888,1889],{},"✅ 完全",[394,1891,1892],{},"❌ 支付",[394,1894,1101],{},[394,1896,1091],{},[371,1898,1899,1901,1903,1906,1908],{},[394,1900,1153],{},[394,1902,707],{},[394,1904,1905],{},"$20\u002F月 +",[394,1907,707],{},[394,1909,1910],{},"$0 + API",[371,1912,1913,1915,1918,1920,1923],{},[394,1914,505],{},[394,1916,1917],{},"7×24 IM 触发个人 agent",[394,1919,511],{},[394,1921,1922],{},"Phone GUI",[394,1924,1925],{},"终端 power user",[20,1927,520],{"id":520},[35,1929,1930,1936,1942,1948,1954,1960,1966,1972,1978,1984],{},[38,1931,1932,1935],{},[41,1933,1934],{},"Skill 选型评估","：5400+ Skill 里挑官方 \u002F 高 star \u002F 仔细看 source，沙箱模式优先",[38,1937,1938,1941],{},[41,1939,1940],{},"API 预算控制","：Heartbeat + 多 Agent 会放大 LLM 费用，配 budget cap 或本地 Ollama",[38,1943,1944,1947],{},[41,1945,1946],{},"国内 IM 风控","：微信 \u002F 钉钉账号要用独立小号，避免主账号被风控",[38,1949,1950,1953],{},[41,1951,1952],{},"memory 膨胀","：长期记忆 JSON 文件定期归档 \u002F 清理",[38,1955,1956,1959],{},[41,1957,1958],{},"Node 版本","：Node 24 推荐，Node 18 部分新 Skill 不兼容",[38,1961,1962,1965],{},[41,1963,1964],{},"sandbox 权限默认保守","：复杂自动化要在 onboard 阶段调整权限，不要一上来全 root",[38,1967,1968,1971],{},[41,1969,1970],{},"数据备份","：~\u002F.openclaw 含所有记忆 + 配置，定期备份",[38,1973,1974,1977],{},[41,1975,1976],{},"Windows 走 WSL2","：原生 Windows 兼容差",[38,1979,1980,1983],{},[41,1981,1982],{},"MCP 复用","：内部 MCP server 可直接调用，不要重复造轮",[38,1985,1986,1989],{},[41,1987,1988],{},"Heartbeat 间隔自定义","：默认 30 分钟，做高频监控可调短，但成本对应增加",[20,1991,574],{"id":573},[35,1993,1994,1997,2000,2003,2006,2009,2012,2015],{},[38,1995,1996],{},"✅ 想从 IM 一句话支使 AI 7×24 干活的 power user",[38,1998,1999],{},"✅ 监控 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘 \u002F 智能家居",[38,2001,2002],{},"✅ 数据隐私敏感 + 自托管刚需",[38,2004,2005],{},"✅ 中国大陆用户走本地 Ollama 全免费",[38,2007,2008],{},"❌ 纯 GUI \u002F 桌面交互党（用 Claude Desktop）",[38,2010,2011],{},"❌ 不会折腾 Node \u002F Docker \u002F WSL",[38,2013,2014],{},"❌ 要一键就跑的非技术用户",[38,2016,2017],{},"❌ 高强度多 Agent 同时跑 + 预算极紧（API 费会膨胀）",[20,2019,603],{"id":603},[35,2021,2022,2026,2030],{},[38,2023,2024],{},[609,2025,612],{"href":611},[38,2027,2028],{},[609,2029,1276],{"href":699},[38,2031,2032],{},[609,2033,1282],{"href":1281},[20,2035,627],{"id":627},[629,2037,2038,2045,2052,2059],{},[38,2039,2040,2041],{},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 渠道 \u002F Heartbeat）",[609,2042,2043],{"href":2043,"rel":2044},"https:\u002F\u002Fdocs.openclaw.ai\u002F",[638],[38,2046,2047,2048],{},"技术栈 — OpenClaw 2026 实战指南 ",[609,2049,2050],{"href":2050,"rel":2051},"https:\u002F\u002Fjishuzhan.net\u002Farticle\u002F2058753885218062337",[638],[38,2053,2054,2055],{},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat \u002F 多 Agent）",[609,2056,2057],{"href":2057,"rel":2058},"https:\u002F\u002Fblog.csdn.net\u002Fweixin_58240054\u002Farticle\u002Fdetails\u002F161197395",[638],[38,2060,2061,2062],{},"腾讯云 — OpenClaw 爆火 + Computer Use Agent 分析 ",[609,2063,2064],{"href":2064,"rel":2065},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2637863",[638],[661,2067,2068],{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":201,"searchDepth":249,"depth":249,"links":2070},[2071,2072,2073,2074,2075,2076,2077,2078,2079,2080],{"id":22,"depth":223,"text":23},{"id":33,"depth":223,"text":33},{"id":107,"depth":223,"text":107},{"id":1502,"depth":223,"text":1503},{"id":937,"depth":223,"text":937},{"id":363,"depth":223,"text":363},{"id":520,"depth":223,"text":520},{"id":573,"depth":223,"text":574},{"id":603,"depth":223,"text":603},{"id":627,"depth":223,"text":627},"\u002Fimg\u002Ftools\u002Fopenclaw.webp","OpenClaw 真实评测：原名 Clawdbot \u002F Moltbot，Peter Steinberger 2025 末创建，2026-02 移交开源基金会。60 天 28-35.5 万 GitHub stars，超 React 历史速度。MIT 协议自托管 Gateway 连接 Discord \u002F Slack \u002F Telegram \u002F WhatsApp \u002F iMessage \u002F Matrix \u002F Signal \u002F Microsoft Teams \u002F Zalo 等 20+ IM 平台。Heartbeat 30 分钟主动触发 + Cron + Skills（ClawHub 5400+）+ 多 Agent 隔离 + 本地长期记忆。Node 24（推荐）或 22 LTS。",[2084,2087,2090,2093],{"q":2085,"a":2086},"OpenClaw 和 Claude Desktop \u002F MCP 怎么定位？","Claude Desktop 是『桌面客户端 + MCP 工具栈』走 GUI 交互；OpenClaw 是『IM 网关 + 多 Agent + 主动 Heartbeat』走聊天 + 后台自治。两者互补：在电脑前要 GUI 体验用 Claude Desktop；离开电脑要 Telegram \u002F 微信里支使 AI 7×24 干活用 OpenClaw。OpenClaw 内部也可调用 MCP server 和 LLM provider。",{"q":2088,"a":2089},"Heartbeat 是什么？","每 30 分钟由 Gateway 主动唤醒 Agent，检查 Cron \u002F 任务队列 \u002F 监控钩子，让 AI 真正『7×24 后台运行』而非被动等用户。监控告警 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘等场景靠 Heartbeat 实现。",{"q":2091,"a":2092},"ClawHub 是什么？","OpenClaw 社区驱动的 Skills 市场，2026-05 已突破 5400 个 Skill：天气 \u002F 邮件分拣 \u002F 网页采集 \u002F 浏览器自动化 \u002F 文件整理 \u002F 多平台消息 \u002F 加密货币 \u002F 智能家居 \u002F CRM 集成等。Skill 用 YAML \u002F Markdown 描述，一键安装 + 自定义 prompt 即可。",{"q":1341,"a":2094},"完全可以。OpenClaw 自托管 + MIT 开源 + 本地 Ollama 模型路径全免费 + 无外网 \u002F 海外卡依赖。微信 \u002F 钉钉 \u002F 飞书都有 channel 插件。配 Ollama llama3 \u002F Qwen 中文模型可全离线。仅外接 GPT \u002F Claude API 时需要海外网络 + 海外卡。","https:\u002F\u002Fgithub.com\u002Fopenclaw-ai\u002Fopenclaw",[696,695,1347],{},[1350,1352,2099,1607],"windows-wsl",[2101],{"plan":1492,"price":707,"features":2102,"notes":2103},"MIT 全开源 + Gateway + Skills + Memory + Cron + Heartbeat + 多 Agent + 20+ IM 渠道","用户自带 LLM Key 或本地 Ollama","MIT 完全免费开源 \u002F 用户自带 LLM API（GPT \u002F Claude \u002F 本地 Ollama 全免费）",[2106],"onboarding\u002Fpersonal-247-ai-agent",{"power":263,"ux":256,"price":263,"cn_support":256,"stability":256},{"title":384,"description":2082},"OpenClaw - 开源个人 AI Agent 评测与指南 | AIHO",[2111,2113,2115,2117],{"name":2112,"url":2043,"accessed":732},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 多渠道）",{"name":2114,"url":2050,"accessed":732},"技术栈 — OpenClaw 2026 实战指南",{"name":2116,"url":2057,"accessed":732},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat）",{"name":2118,"url":2064,"accessed":732},"腾讯云 — Computer Use Agent 爆发分析","tools\u002Fagent\u002Fdesktop\u002Fopenclaw","2026 现象级开源个人 AI Agent——多 IM 网关 + 技能市场 ClawHub 5400+ + 7×24 Heartbeat",[745,2122,2123,1394,2124,2125,2126,1590],"self-host","gateway","multi-agent","im-bot","mit","2026 最火个人 AI Agent——『IM 触发 + 7×24 主动 + 本地控制』三件套。要从 Telegram \u002F 微信 \u002F Discord 一句话支使 AI 干活的 power user 首选。GUI 党 \u002F 非工程师仍推 Claude Desktop。","https:\u002F\u002Fdocs.openclaw.ai","qNZsbHa_rQillhlXDYZ_dGKOt6DyOxeA-sZm6E7PQzY",{"id":2131,"title":2132,"alternatives":2133,"api_compatible":2137,"body":2138,"category":3037,"chinese_friendly":256,"cover":3038,"description":3039,"domestic":1332,"extension":679,"faq":15,"free":252,"github":15,"languages":3040,"lastVerified":697,"meta":3041,"models":3042,"navigation":252,"notSuitable":3047,"opensource":1332,"path":3052,"pillar":700,"platforms":3053,"priceTable":3054,"pricing":3069,"published":3070,"relatedPlaybooks":3071,"relatedReviews":3073,"score":3076,"self_host":1332,"seo":3077,"seoTitle":3078,"slug":14,"sources":3079,"stem":3095,"suitable":3096,"tagline":3102,"tags":3103,"updated":732,"verdict":3109,"website":2522,"__hash__":3110},"tools\u002Ftools\u002Fagent\u002Fgeneral\u002Fmanus.md","Manus",[2134,2135,2136],"agent\u002Fgeneral\u002Fgenspark","coding\u002Fagent\u002Fdevin","agent\u002Fplatform\u002Fdify",[],{"type":17,"value":2139,"toc":3017},[2140,2142,2180,2185,2188,2251,2254,2259,2267,2272,2279,2283,2291,2356,2361,2365,2372,2376,2384,2389,2406,2409,2412,2415,2422,2425,2431,2487,2493,2500,2505,2511,2515,2558,2561,2601,2604,2776,2781,2798,2803,2823,2826,2892,2894,2897,2914,2917,2938,2940,2990,2992,3009],[20,2141,23],{"id":22},[2143,2144,2149,2165],"div",{"className":2145},[2146,2147,2148],"card","p-5","my-4",[25,2150,2151,2154,2155,2158,2159,2164],{},[41,2152,2153],{},"一句话："," Butterfly Effect（中国创办、新加坡注册）2025-03-06 首发的通用 AI Agent，",[41,2156,2157],{},"邀请码一度被炒到 ¥5 万-10 万","（",[609,2160,2163],{"href":2161,"rel":2162},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_%28AI_agent%29",[638],"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。",[25,2166,2167,2168,2158,2171,2175,2176,2179],{},"2025-12 传被 ",[41,2169,2170],{},"Meta 以约 20-30 亿美元收购",[609,2172,2174],{"href":2161,"rel":2173},[638],"Reuters \u002F AP 报道","），目前仍独立运营。最大价值是 ",[41,2177,2178],{},"deep research 类任务的引用密度和质量明显超过 ChatGPT Deep Research","。",[129,2181,2182],{},[25,2183,2184],{},"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。",[20,2186,2187],{"id":2187},"背景与公司",[35,2189,2190,2201,2207,2213,2219,2229,2239,2245],{},[38,2191,2192,2195,2196,2200],{},[41,2193,2194],{},"公司","：Butterfly Effect Pte. Ltd.（",[609,2197,2199],{"href":2161,"rel":2198},[638],"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）",[38,2202,2203,2206],{},[41,2204,2205],{},"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）",[38,2208,2209,2212],{},[41,2210,2211],{},"前作","：Monica，2023 年发布的浏览器扩展 AI 助手",[38,2214,2215,2218],{},[41,2216,2217],{},"历史融资","：2024 年字节跳动曾出价 ~3000 万美元收购被拒（据 36Kr）",[38,2220,2221,2224,2225,2228],{},[41,2222,2223],{},"Manus 启动","：2024-10 立项，灵感来自 ",[609,2226,1059],{"href":2227},"\u002Fcoding\u002Fide\u002Fcursor.html","；名字来自 MIT 拉丁校训 \"Mens et Manus\"（手与脑）",[38,2230,2231,2234,2235],{},[41,2232,2233],{},"首发数据","：2025-03-06 邀请制 beta，7 天内 200 万人候补，",[609,2236,2238],{"href":2161,"rel":2237},[638],"Demo 视频 20 小时百万播放",[38,2240,2241,2244],{},[41,2242,2243],{},"营收","：2025-08 ARR 约 9000 万美元 → 2025-12 升至 1.25 亿美元",[38,2246,2247,2250],{},[41,2248,2249],{},"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",[20,2252,2253],{"id":2253},"核心特性",[2255,2256,2258],"h3",{"id":2257},"多-sub-agent-并行架构最大差异化","多 sub-agent 并行架构（最大差异化）",[25,2260,2261,2266],{},[609,2262,2265],{"href":2263,"rel":2264},"https:\u002F\u002Fpick-right.com\u002Ftools\u002Fmanus-ai",[638],"Pick Right 2026-04 评测"," 描述的架构：",[129,2268,2269],{},[25,2270,2271],{},"\"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.\"",[25,2273,2274,2275,2278],{},"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 ",[41,2276,2277],{},"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。",[2255,2280,2282],{"id":2281},"通用-agent-模式","通用 Agent 模式",[25,2284,2285,2290],{},[609,2286,2289],{"href":2287,"rel":2288},"https:\u002F\u002Fwww.infotech.com\u002Fresearch\u002Fassessing-manus-the-future-of-agentic-ai",[638],"Info-Tech 评测"," 列出的 GAIA 基准（General AI Assistants）：",[365,2292,2293,2302],{},[368,2294,2295],{},[371,2296,2297,2299],{},[374,2298,1112],{},[374,2300,2301],{},"GAIA 准确率",[389,2303,2304,2316,2324,2332,2340,2348],{},[371,2305,2306,2311],{},[394,2307,2308],{},[41,2309,2310],{},"Manus AI",[394,2312,2313],{},[41,2314,2315],{},">65%（SOTA）",[371,2317,2318,2321],{},[394,2319,2320],{},"H2O.ai (h2oGPTe)",[394,2322,2323],{},"65%",[371,2325,2326,2329],{},[394,2327,2328],{},"Google Langfun",[394,2330,2331],{},"49%",[371,2333,2334,2337],{},[394,2335,2336],{},"Microsoft o1",[394,2338,2339],{},"38%",[371,2341,2342,2345],{},[394,2343,2344],{},"OpenAI GPT-4o",[394,2346,2347],{},"32%",[371,2349,2350,2353],{},[394,2351,2352],{},"OpenAI GPT-4 + Plugins",[394,2354,2355],{},"15-30%",[129,2357,2358],{},[25,2359,2360],{},"注：基准数据需第三方验证；Manus 官方公布数据，请审慎参考。",[2255,2362,2364],{"id":2363},"后台执行-长任务","后台执行 + 长任务",[25,2366,2367,2368,2371],{},"最特别的体验：任务下达后",[41,2369,2370],{},"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。",[2255,2373,2375],{"id":2374},"web-app-builder","Web App Builder",[25,2377,2378,2379,2383],{},"直接生成完整网站和应用，内置数据库 + Stripe 支付 + SEO。但 ",[609,2380,2382],{"href":2263,"rel":2381},[638],"Pick Right 评测"," 直白警告：",[129,2385,2386],{},[25,2387,2388],{},"\"Promising but buggy enough that I wouldn't ship to production from it yet.\"",[25,2390,2391,2392,2396,2397,2396,2401,2405],{},"复杂场景下出 bug 多，目前不建议生产部署，",[609,2393,2395],{"href":2394},"\u002Fcoding\u002Fbuilder\u002Fbolt-new.html","Bolt.new"," \u002F ",[609,2398,2400],{"href":2399},"\u002Fcoding\u002Fbuilder\u002Flovable.html","Lovable",[609,2402,2404],{"href":2403},"\u002Fcoding\u002Fbuilder\u002Fv0.html","v0"," 仍是 production app building 的更稳选项。",[2255,2407,2408],{"id":2408},"桌面应用",[25,2410,2411],{},"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。",[2255,2413,2414],{"id":2414},"多模型路由",[25,2416,2417,2418,2421],{},"Claude \u002F Qwen \u002F Manus 自研模型，",[41,2419,2420],{},"按任务步骤自动选","——这是 Manus 跟单一模型 agent 的根本差异。",[20,2423,2424],{"id":2424},"价格与运行成本",[25,2426,2427,2430],{},[609,2428,2382],{"href":2263,"rel":2429},[638]," 公开档位：",[365,2432,2433,2445],{},[368,2434,2435],{},[371,2436,2437,2440,2442],{},[374,2438,2439],{},"档位",[374,2441,107],{},[374,2443,2444],{},"关键点",[389,2446,2447,2456,2465,2476],{},[371,2448,2449,2451,2453],{},[394,2450,844],{},[394,2452,707],{},[394,2454,2455],{},"每日有限 credits，够 1 个高强度任务\u002F天",[371,2457,2458,2460,2462],{},[394,2459,850],{},[394,2461,1156],{},[394,2463,2464],{},"大多数付费用户落点；中等 credit + 多模型",[371,2466,2467,2470,2473],{},[394,2468,2469],{},"Plus",[394,2471,2472],{},"$50\u002F月",[394,2474,2475],{},"更高 credit + 优先队列，10+ 任务\u002F周",[371,2477,2478,2481,2484],{},[394,2479,2480],{},"Pro+ \u002F Team",[394,2482,2483],{},"最高 $200\u002F月",[394,2485,2486],{},"最大 credit + 团队空间（功能仍有限）",[25,2488,2489,2492],{},[41,2490,2491],{},"credit 经济学","：每个动作消耗 credits（浏览、代码运行、模型调用都计费）。",[25,2494,2495,2499],{},[609,2496,2498],{"href":2263,"rel":2497},[638],"Pick Right 真实使用反馈","：",[129,2501,2502],{},[25,2503,2504],{},"\"Credits run out faster than the pricing page suggests. Heavy users routinely buy credit packs on top of subscriptions.\"",[25,2506,2507,2510],{},[41,2508,2509],{},"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。",[20,2512,2514],{"id":2513},"上手-5-分钟","上手 5 分钟",[629,2516,2517,2525,2528,2543,2546,2552,2555],{},[38,2518,2519,2520],{},"打开 ",[609,2521,2524],{"href":2522,"rel":2523},"https:\u002F\u002Fmanus.im",[638],"manus.im",[38,2526,2527],{},"账号注册（Google \u002F Apple OAuth 最快，国内手机号注册受限）",[38,2529,2530,2531,2534,2535],{},"给一个完整任务描述（",[41,2532,2533],{},"关键","：不要碎片化指令，给全场景）\n",[196,2536,2541],{"className":2537,"code":2539,"language":2540},[2538],"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",[203,2542,2539],{"__ignoreMap":201},[38,2544,2545],{},"选模型路由（Auto 推荐）",[38,2547,2548,2549,2551],{},"提交后",[41,2550,2370],{},"——任务在云端跑",[38,2553,2554],{},"完成后邮件 \u002F 站内通知",[38,2556,2557],{},"看结果 \u002F 下载交付物（Markdown \u002F Excel \u002F Word \u002F 网页）",[20,2559,2560],{"id":2560},"国内使用注意事项",[629,2562,2563,2573,2579,2585],{},[38,2564,2565,2499,2568,2572],{},[41,2566,2567],{},"大陆访问被屏蔽",[609,2569,2571],{"href":2161,"rel":2570},[638],"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",[38,2574,2575,2578],{},[41,2576,2577],{},"访问需稳定代理","：日韩 \u002F 美国节点",[38,2580,2581,2584],{},[41,2582,2583],{},"账号 \u002F 支付","：海外信用卡（Visa \u002F MasterCard），第三方代付方案有限",[38,2586,2587,2590,2591,2595,2596,2600],{},[41,2588,2589],{},"替代路径","：国内可考虑 ",[609,2592,2594],{"href":2593},"\u002Fagent\u002Fgeneral\u002Fgenspark.html","Genspark"," \u002F Devv \u002F ",[609,2597,2599],{"href":2598},"\u002Fagent\u002Fgeneral\u002Fflowith.html","元宝 Yuanbao"," \u002F 秘塔 Metaso 等",[20,2602,2603],{"id":2603},"与同类怎么选",[365,2605,2606,2630],{},[368,2607,2608],{},[371,2609,2610,2612,2614,2620,2624,2627],{},[374,2611,376],{},[374,2613,2132],{},[374,2615,2616],{},[609,2617,2619],{"href":2618},"\u002Fcoding\u002Fagent\u002Fdevin.html","Devin",[374,2621,2622],{},[609,2623,2594],{"href":2593},[374,2625,2626],{},"ChatGPT Deep Research",[374,2628,2629],{},"GenAgent",[389,2631,2632,2652,2671,2690,2705,2721,2738,2756],{},[371,2633,2634,2637,2640,2643,2646,2649],{},[394,2635,2636],{},"核心定位",[394,2638,2639],{},"通用 Agent",[394,2641,2642],{},"AI 程序员",[394,2644,2645],{},"AI 搜索 + Agent",[394,2647,2648],{},"LLM Deep Research",[394,2650,2651],{},"通用",[371,2653,2654,2657,2660,2663,2665,2668],{},[394,2655,2656],{},"架构",[394,2658,2659],{},"多 sub-agent 并行",[394,2661,2662],{},"单 Agent + 沙盒",[394,2664,1121],{},[394,2666,2667],{},"单模型",[394,2669,2670],{},"—",[371,2672,2673,2676,2679,2682,2685,2688],{},[394,2674,2675],{},"长任务",[394,2677,2678],{},"★★★★★ 小时级",[394,2680,2681],{},"★★★★★",[394,2683,2684],{},"★★★☆☆",[394,2686,2687],{},"★★★★☆",[394,2689,2684],{},[371,2691,2692,2695,2697,2699,2701,2703],{},[394,2693,2694],{},"引用密度",[394,2696,2681],{},[394,2698,2684],{},[394,2700,2687],{},[394,2702,2684],{},[394,2704,2684],{},[371,2706,2707,2710,2713,2715,2717,2719],{},[394,2708,2709],{},"App Builder",[394,2711,2712],{},"⚠️ 有但 buggy",[394,2714,425],{},[394,2716,425],{},[394,2718,425],{},[394,2720,425],{},[371,2722,2723,2726,2729,2732,2734,2736],{},[394,2724,2725],{},"中文",[394,2727,2728],{},"⚠️ 大陆屏蔽",[394,2730,2731],{},"⚠️",[394,2733,2681],{},[394,2735,2731],{},[394,2737,2687],{},[371,2739,2740,2742,2745,2748,2751,2754],{},[394,2741,107],{},[394,2743,2744],{},"$20-$200",[394,2746,2747],{},"$500\u002F月",[394,2749,2750],{},"$24.99\u002F月",[394,2752,2753],{},"随 ChatGPT Plus",[394,2755,2670],{},[371,2757,2758,2761,2764,2767,2770,2773],{},[394,2759,2760],{},"适合场景",[394,2762,2763],{},"research \u002F 数据分析",[394,2765,2766],{},"写代码 \u002F 修 bug",[394,2768,2769],{},"信息检索",[394,2771,2772],{},"单次深度研究",[394,2774,2775],{},"综合",[25,2777,2778,2499],{},[41,2779,2780],{},"选 Manus 如果你",[35,2782,2783,2789,2792,2795],{},[38,2784,2785,2786],{},"重视 research \u002F 数据分析任务的 ",[41,2787,2788],{},"引用密度和结构化输出",[38,2790,2791],{},"想试\"开任务下班、明早看结果\"的工作流",[38,2793,2794],{},"海外 \u002F 能解决账号网络问题",[38,2796,2797],{},"预算 $20-$50\u002F月，重度用户",[25,2799,2800,2499],{},[41,2801,2802],{},"别选 Manus 如果你",[35,2804,2805,2814,2817,2820],{},[38,2806,2807,2808,2396,2810,2813],{},"国内裸用（",[609,2809,2594],{"href":2593},[609,2811,2812],{"href":2598},"Yuanbao"," 更顺）",[38,2815,2816],{},"想生产部署 App（Web App Builder bug 多）",[38,2818,2819],{},"团队协作场景（功能不完善）",[38,2821,2822],{},"预算 \u003C $20\u002F月（Free 档够评估，付费档不一定划算）",[20,2824,2825],{"id":2825},"避坑清单",[35,2827,2828,2834,2844,2850,2856,2868,2874,2880],{},[38,2829,2830,2833],{},[41,2831,2832],{},"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",[38,2835,2836,2499,2839,2843],{},[41,2837,2838],{},"credit 烧得比官方页面暗示的快",[609,2840,2842],{"href":2263,"rel":2841},[638],"Pick Right 2026 评测"," 真实反馈，重度用户经常额外买 credit pack",[38,2845,2846,2849],{},[41,2847,2848],{},"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",[38,2851,2852,2855],{},[41,2853,2854],{},"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",[38,2857,2858,2861,2862,2867],{},[41,2859,2860],{},"每次任务从零开始","：没有持久 workspace，不像 ",[609,2863,2866],{"href":2864,"rel":2865},"https:\u002F\u002Fclaude.com",[638],"Claude Projects"," \u002F ChatGPT Custom GPTs 能跨会话记忆",[38,2869,2870,2873],{},[41,2871,2872],{},"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",[38,2875,2876,2879],{},[41,2877,2878],{},"团队协作能力差","：单用户产品为主，无共享 workspace \u002F 评论 \u002F 审计",[38,2881,2882,2885,2886,2891],{},[41,2883,2884],{},"Meta 收购的不确定性","：Wikipedia 引用 ",[609,2887,2890],{"href":2888,"rel":2889},"https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F03\u002F17\u002Ftechnology\u002Fchina-scrutiny-meta-manus.html",[638],"纽时 2026-03"," 报道，中国审查 Meta 收购案，长期路线图待观察",[20,2893,574],{"id":573},[25,2895,2896],{},"✅ 适合：",[35,2898,2899,2902,2905,2908,2911],{},[38,2900,2901],{},"委托多步骤 research（\"调研 X，产出 Markdown 对比表\"）",[38,2903,2904],{},"CSV \u002F Excel 重的数据分析任务",[38,2906,2907],{},"长任务 + 不想盯着看（小时级）",[38,2909,2910],{},"单兵作战的咨询顾问 \u002F 分析师 \u002F 创业者",[38,2912,2913],{},"对\"通用 Agent 体感天花板\"感兴趣的测试者",[25,2915,2916],{},"❌ 不适合：",[35,2918,2919,2922,2925,2928,2931],{},[38,2920,2921],{},"生产级应用部署",[38,2923,2924],{},"团队协作工作流",[38,2926,2927],{},"预算极敏感（free 档非常受限）",[38,2929,2930],{},"大陆稳定访问需求",[38,2932,2933,2934,2937],{},"需要深度持久上下文（用 ",[609,2935,2866],{"href":2864,"rel":2936},[638]," \u002F ChatGPT Custom GPT 等）",[20,2939,603],{"id":603},[35,2941,2942,2953,2964,2979],{},[38,2943,2944,2945,2396,2947,2949,2950,2952],{},"同类对比：",[609,2946,2619],{"href":2618},[609,2948,2594],{"href":2593}," \u002F Elicit \u002F ",[609,2951,2812],{"href":2598}," \u002F Metaso",[38,2954,2955,2956,2396,2960,2963],{},"概念：",[609,2957,2959],{"href":2958},"\u002Fwiki\u002Fai-agent.html","AI Agent",[609,2961,2962],{"href":2958},"Multi-Agent"," \u002F Computer Use \u002F Deep Research",[38,2965,2966,2967,2396,2971,2396,2975],{},"模型：",[609,2968,2970],{"href":2969},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4",[609,2972,2974],{"href":2973},"\u002Fmodels\u002Fclaude-opus-4.html","Claude Opus 4",[609,2976,2978],{"href":2977},"\u002Fmodels\u002Fqwen-3.html","Qwen3",[38,2980,2981,2982,2396,2986],{},"进阶：",[609,2983,2985],{"href":2984},"\u002Fwiki\u002Fcontext-engineering.html","Context Engineering",[609,2987,2989],{"href":2988},"\u002Fwiki\u002Fprompt-engineering.html","Prompt Engineering",[20,2991,627],{"id":627},[35,2993,2994,3000,3003,3006],{},[38,2995,2996,2997],{},"官网：",[609,2998,2522],{"href":2522,"rel":2999},[638],[38,3001,3002],{},"Wikipedia：\"Manus (AI agent)\" 条目",[38,3004,3005],{},"第三方评测：pick-right.com \u002F hyzenpro.com \u002F infotech.com \u002F weforum.org",[38,3007,3008],{},"媒体报道：Reuters \u002F AP \u002F China Daily \u002F 36Kr \u002F NYT",[25,3010,3011,3012,3016],{},"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 ",[609,3013,3015],{"href":3014},"mailto:hello@aiho.net","反馈邮箱"," 反馈。",{"title":201,"searchDepth":249,"depth":249,"links":3018},[3019,3020,3021,3029,3030,3031,3032,3033,3034,3035,3036],{"id":22,"depth":223,"text":23},{"id":2187,"depth":223,"text":2187},{"id":2253,"depth":223,"text":2253,"children":3022},[3023,3024,3025,3026,3027,3028],{"id":2257,"depth":249,"text":2258},{"id":2281,"depth":249,"text":2282},{"id":2363,"depth":249,"text":2364},{"id":2374,"depth":249,"text":2375},{"id":2408,"depth":249,"text":2408},{"id":2414,"depth":249,"text":2414},{"id":2424,"depth":223,"text":2424},{"id":2513,"depth":223,"text":2514},{"id":2560,"depth":223,"text":2560},{"id":2603,"depth":223,"text":2603},{"id":2825,"depth":223,"text":2825},{"id":573,"depth":223,"text":574},{"id":603,"depth":223,"text":603},{"id":627,"depth":223,"text":627},"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。",[695,696],{},[3043,3044,3045,3046],"claude-sonnet-4","claude-opus-4","qwen-max","manus-internal",[3048,3049,3050,3051],"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",[704,1351,1350,1352],[3055,3058,3062,3065],{"plan":844,"price":707,"limit":3056,"cn_pay":2670,"note":3057},"每日有限 credits，足够每天 1 个 demanding 任务","试水\u002F评估",{"plan":850,"price":1156,"limit":3059,"cn_pay":3060,"note":3061},"更高 credit + 更长任务时长 + 多模型路由","⚠️ 需海外卡","个人主力档",{"plan":2469,"price":2472,"limit":3063,"cn_pay":2731,"note":3064},"更大 credit 池 + 优先队列","10+ 任务\u002F周",{"plan":3066,"price":1365,"limit":3067,"cn_pay":2731,"note":3068},"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",[3072],"onboarding\u002Fmanus-getting-started",[3074,724,3075],"manus-deep-review","openmanus-deep-review",{"power":263,"ux":263,"price":249,"cn_support":256,"stability":249},{"title":2132,"description":3039},"Manus AI Agent 评测 2026：通用 AI 智能体，自主完成任务，对比 Devin",[3080,3082,3085,3087,3089,3092],{"title":3081,"url":2522},"Manus 官网",{"title":3083,"url":3084},"Manus 维基百科","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FManus_(AI_agent)",{"title":3086,"url":2263},"Manus AI Review 2026 (Pick Right)",{"title":3088,"url":2287},"Info-Tech Manus Assessment",{"title":3090,"url":3091},"WEF Butterfly Effect Page","https:\u002F\u002Fwww.weforum.org\u002Forganizations\u002Fbutterfly-effect",{"title":3093,"url":3094},"HyzenPro 2026 Review","https:\u002F\u002Fhyzenpro.com\u002Fblog\u002Fmanus-ai-review","tools\u002Fagent\u002Fgeneral\u002Fmanus",[3097,3098,3099,3100,3101],"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",[3104,3105,3106,2124,3107,3108],"general-agent","autonomous","computer-use","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",1785660639005]