[{"data":1,"prerenderedAt":2892},["ShallowReactive",2],{"tool-tools\u002Fagent\u002Fdesktop":3,"header-counts":4,"footer-counts":7,"tools-agent-desktop":10},null,{"tools":5,"reviews":6},65,7,{"tools":5,"reviews":6,"playbooks":8,"news":9},10,8,[11,751,1405,2169],{"id":12,"title":13,"alternatives":14,"api_compatible":3,"body":24,"category":678,"chinese_friendly":271,"cover":679,"description":680,"domestic":681,"extension":682,"faq":683,"free":681,"github":3,"languages":696,"meta":699,"models":3,"navigation":260,"notSuitable":3,"opensource":260,"path":700,"pillar":701,"platforms":702,"priceTable":706,"pricing":720,"published":721,"relatedPlaybooks":722,"relatedReviews":3,"score":726,"self_host":260,"seo":727,"slug":728,"sources":729,"stem":739,"suitable":3,"tagline":740,"tags":741,"updated":732,"verdict":749,"website":638,"__hash__":750},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm.md","AutoGLM",[15,18,21],{"name":16,"url":17},"claude-desktop","\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop",{"name":19,"url":20},"openclaw","\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw",{"name":22,"url":23},"manus","\u002Ftools\u002Fcoding\u002Fagent\u002Fmanus",{"type":25,"value":26,"toc":666},"minimark",[27,32,36,39,42,113,116,136,142,146,151,171,176,199,203,366,369,523,526,576,580,606,609,627,630,662],[28,29,31],"h2",{"id":30},"tldr","TL;DR",[33,34,35],"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。",[33,37,38],{},"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）。",[28,40,41],{"id":41},"核心能力",[43,44,45,53,59,65,71,77,83,89,95,101,107],"ul",{},[46,47,48,52],"li",{},[49,50,51],"strong",{},"AutoGLM-Phone-9B","：MIT 协议开源模型，HuggingFace \u002F ModelScope 可下载",[46,54,55,58],{},[49,56,57],{},"Android 适配层","：原生 Android API + Accessibility Service",[46,60,61,64],{},[49,62,63],{},"Remote ADB","：初次配置后通过 WiFi 控制设备，无需 USB",[46,66,67,70],{},[49,68,69],{},"多模态屏幕理解","：截屏 + UI 树双输入，规划 + grounding 分离",[46,72,73,76],{},[49,74,75],{},"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",[46,78,79,82],{},[49,80,81],{},"英文 App 覆盖","：Gmail \u002F Google Maps \u002F X \u002F Reddit \u002F OneStopShop",[46,84,85,88],{},[49,86,87],{},"Web 浏览器智能体","：Chrome 扩展 + VAB-WebArena-Lite 55.2% \u002F 59.1%",[46,90,91,94],{},[49,92,93],{},"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）",[46,96,97,100],{},[49,98,99],{},"Safe Operations","：敏感操作（登录 \u002F 验证码）确认后由人接管",[46,102,103,106],{},[49,104,105],{},"Python API","：几行代码就能跑通自动化任务",[46,108,109,112],{},[49,110,111],{},"私有化部署","：模型 + 框架本地跑，数据 \u002F 日志 \u002F 权限完全自控",[28,114,115],{"id":115},"价格",[43,117,118,124,130],{},[46,119,120,123],{},[49,121,122],{},"Open-AutoGLM","：$0；模型 MIT + 代码 Apache 2.0",[46,125,126,129],{},[49,127,128],{},"Chrome 扩展","：$0；Chrome Web Store 装即用",[46,131,132,135],{},[49,133,134],{},"整合产品（智谱清言 App）","：商业服务，价格随订阅",[137,138,139],"blockquote",{},[33,140,141],{},"真实成本 = 0（开源）+ GPU 推理（9B 模型 RTX 4090 一张即可跑）",[28,143,145],{"id":144},"实测开源版本-pixel-6a-ubuntu-2204","实测（开源版本 \u002F Pixel 6a + Ubuntu 22.04）",[33,147,148],{},[49,149,150],{},"亮点：",[43,152,153,156,159,162,165,168],{},[46,154,155],{},"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",[46,157,158],{},"中文 App 覆盖度领先：微信 \u002F 美团 \u002F 淘宝跑通率高",[46,160,161],{},"模型 9B 可在单卡 4090 + 24GB 显存跑，门槛友好",[46,163,164],{},"Remote ADB 让长跑实验摆脱 USB 线",[46,166,167],{},"学术 benchmark 数据透明（55.2% \u002F 59.1%）",[46,169,170],{},"safe-operation 设计对登录 \u002F 支付环节做人审接管，避免误操作",[33,172,173],{},[49,174,175],{},"踩坑：",[43,177,178,181,184,187,190,193,196],{},[46,179,180],{},"App 版本更新后 UI 元素变化要重新适配",[46,182,183],{},"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）",[46,185,186],{},"主要面向 Android，iOS 支持空缺",[46,188,189],{},"文档以 README + 论文为主，工程化最佳实践薄",[46,191,192],{},"国行 App 隐私 \u002F 反爬监测会偶尔拦截",[46,194,195],{},"Chrome 扩展 3.4 \u002F 5 评分中等，功能尚可但稳定性一般",[46,197,198],{},"整合版（智谱清言）和开源版差异要注意，别混用",[28,200,202],{"id":201},"上手open-autoglm","上手（Open-AutoGLM）",[204,205,210],"pre",{"className":206,"code":207,"language":208,"meta":209,"style":209},"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","",[211,212,213,229,255,262,269,281,286,291,324,329,334,346,357],"code",{"__ignoreMap":209},[214,215,218,222,226],"span",{"class":216,"line":217},"line",1,[214,219,221],{"class":220},"sScJk","git",[214,223,225],{"class":224},"sZZnC"," clone",[214,227,228],{"class":224}," https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\n",[214,230,232,236,239,243,246,249,252],{"class":216,"line":231},2,[214,233,235],{"class":234},"sj4cs","cd",[214,237,238],{"class":224}," Open-AutoGLM",[214,240,242],{"class":241},"sVt8B"," && ",[214,244,245],{"class":220},"pip",[214,247,248],{"class":224}," install",[214,250,251],{"class":234}," -r",[214,253,254],{"class":224}," requirements.txt\n",[214,256,258],{"class":216,"line":257},3,[214,259,261],{"emptyLinePlaceholder":260},true,"\n",[214,263,265],{"class":216,"line":264},4,[214,266,268],{"class":267},"sJ8bj","# 下载 9B 模型\n",[214,270,272,275,278],{"class":216,"line":271},5,[214,273,274],{"class":220},"huggingface-cli",[214,276,277],{"class":224}," download",[214,279,280],{"class":224}," THUDM\u002FAutoGLM-Phone-9B\n",[214,282,284],{"class":216,"line":283},6,[214,285,261],{"emptyLinePlaceholder":260},[214,287,288],{"class":216,"line":6},[214,289,290],{"class":267},"# 配置 ADB（USB 一次）\n",[214,292,293,296,299,302,304,306,309,313,316,318,321],{"class":216,"line":9},[214,294,295],{"class":220},"adb",[214,297,298],{"class":224}," tcpip",[214,300,301],{"class":234}," 5555",[214,303,242],{"class":241},[214,305,295],{"class":220},[214,307,308],{"class":224}," connect",[214,310,312],{"class":311},"szBVR"," \u003C",[214,314,315],{"class":224},"device-i",[214,317,33],{"class":241},[214,319,320],{"class":311},">",[214,322,323],{"class":224},":5555\n",[214,325,327],{"class":216,"line":326},9,[214,328,261],{"emptyLinePlaceholder":260},[214,330,331],{"class":216,"line":8},[214,332,333],{"class":267},"# 跑示例任务\n",[214,335,337,340,343],{"class":216,"line":336},11,[214,338,339],{"class":220},"python",[214,341,342],{"class":224}," examples\u002Frun_phone_agent.py",[214,344,345],{"class":234}," \\\n",[214,347,349,352,355],{"class":216,"line":348},12,[214,350,351],{"class":234},"  --model",[214,353,354],{"class":224}," THUDM\u002FAutoGLM-Phone-9B",[214,356,345],{"class":234},[214,358,360,363],{"class":216,"line":359},13,[214,361,362],{"class":234},"  --task",[214,364,365],{"class":224}," \"在小红书搜索罗马旅游攻略并总结景点\"\n",[28,367,368],{"id":368},"对比",[370,371,372,393],"table",{},[373,374,375],"thead",{},[376,377,378,382,384,387,390],"tr",{},[379,380,381],"th",{},"维度",[379,383,13],{},[379,385,386],{},"Claude Desktop",[379,388,389],{},"OpenClaw",[379,391,392],{},"Anthropic Computer Use",[394,395,396,414,431,448,462,478,492,506],"tbody",{},[376,397,398,402,405,408,411],{},[399,400,401],"td",{},"平台",[399,403,404],{},"Android + Web",[399,406,407],{},"macOS \u002F Windows + MCP",[399,409,410],{},"macOS\u002FLinux\u002FWin",[399,412,413],{},"跨平台",[376,415,416,419,422,425,428],{},[399,417,418],{},"开源",[399,420,421],{},"✅ MIT 模型 + Apache 代码",[399,423,424],{},"闭源",[399,426,427],{},"✅ MIT",[399,429,430],{},"❌",[376,432,433,436,439,442,445],{},[399,434,435],{},"中文 App",[399,437,438],{},"✅ 50+ 示例",[399,440,441],{},"–",[399,443,444],{},"部分",[399,446,447],{},"弱",[376,449,450,453,456,458,460],{},[399,451,452],{},"Phone agent",[399,454,455],{},"✅ 9B 模型",[399,457,430],{},[399,459,430],{},[399,461,430],{},[376,463,464,467,469,472,475],{},[399,465,466],{},"桌面 agent",[399,468,430],{},[399,470,471],{},"✅ MCP",[399,473,474],{},"✅ Gateway",[399,476,477],{},"✅ 原生",[376,479,480,483,486,488,490],{},[399,481,482],{},"学术 benchmark",[399,484,485],{},"✅ 公开",[399,487,441],{},[399,489,441],{},[399,491,444],{},[376,493,494,497,499,501,504],{},[399,495,496],{},"整合 IM",[399,498,441],{},[399,500,441],{},[399,502,503],{},"✅ 20+ 平台",[399,505,441],{},[376,507,508,511,514,517,520],{},[399,509,510],{},"适合",[399,512,513],{},"国内 App \u002F 研究 \u002F 私有化",[399,515,516],{},"MCP 生态桌面",[399,518,519],{},"IM 触发个人 agent",[399,521,522],{},"跨平台桌面",[28,524,525],{"id":525},"避坑",[43,527,528,534,540,546,552,558,564,570],{},[46,529,530,533],{},[49,531,532],{},"App 版本敏感","：UI 改动后效果下降，要 pin App 版本或重训样本",[46,535,536,539],{},[49,537,538],{},"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",[46,541,542,545],{},[49,543,544],{},"iOS 暂缺","：需要 iOS agent 走别的方案",[46,547,548,551],{},[49,549,550],{},"Remote ADB 安全","：开放端口必须限内网 + 防火墙",[46,553,554,557],{},[49,555,556],{},"国行 App 反爬","：账号风控 \u002F 验证码会触发，必要时 human-in-the-loop",[46,559,560,563],{},[49,561,562],{},"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",[46,565,566,569],{},[49,567,568],{},"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",[46,571,572,575],{},[49,573,574],{},"MIT 模型 + Apache 代码","：商用务必看 LICENSE，企业合规审计要走流程",[28,577,579],{"id":578},"适合-不适合","适合 \u002F 不适合",[43,581,582,585,588,591,594,597,600,603],{},[46,583,584],{},"✅ GUI agent 学术研究 \u002F 工程团队",[46,586,587],{},"✅ 国内 App 自治（微信 \u002F 美团 \u002F 淘宝 \u002F 小红书）",[46,589,590],{},"✅ 想本地跑 phone agent + 数据自主",[46,592,593],{},"✅ 私有化部署 + 合规需求",[46,595,596],{},"❌ 跨平台桌面自动化（Claude Desktop \u002F Anthropic Computer Use）",[46,598,599],{},"❌ iOS App 自治",[46,601,602],{},"❌ 要 production-grade 稳定性（仍在演进）",[46,604,605],{},"❌ 不懂 ADB \u002F Python 部署的纯用户",[28,607,608],{"id":608},"相关阅读",[43,610,611,617,622],{},[46,612,613],{},[614,615,616],"a",{"href":17},"Claude Desktop 评测",[46,618,619],{},[614,620,621],{"href":20},"OpenClaw 评测",[46,623,624],{},[614,625,626],{"href":23},"Manus 评测",[28,628,629],{"id":629},"来源",[631,632,633,641,648,655],"ol",{},[46,634,635,636],{},"AutoGLM 项目主页（含 Open-AutoGLM 2025-12-08 发布说明 \u002F benchmark 数据）",[614,637,638],{"href":638,"rel":639},"https:\u002F\u002Fxiao9905.github.io\u002FAutoGLM",[640],"nofollow",[46,642,643,644],{},"腾讯新闻 — 智谱开源 AutoGLM（32 个月研发 \u002F MIT + Apache 2.0）",[614,645,646],{"href":646,"rel":647},"https:\u002F\u002Fnews.qq.com\u002Frain\u002Fa\u002F20251209A05V1G00",[640],[46,649,650,651],{},"AutoGLM arXiv 论文 ",[614,652,653],{"href":653,"rel":654},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2411.00820",[640],[46,656,657,658],{},"Chrome Web Store — 智谱清言 ChatGLM & AutoGLM 工作学习 AI 助手 ",[614,659,660],{"href":660,"rel":661},"https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fmnpdbmgpebfihcndnpgdaihnkmloclkd",[640],[663,664,665],"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":209,"searchDepth":257,"depth":257,"links":667},[668,669,670,671,672,673,674,675,676,677],{"id":30,"depth":231,"text":31},{"id":41,"depth":231,"text":41},{"id":115,"depth":231,"text":115},{"id":144,"depth":231,"text":145},{"id":201,"depth":231,"text":202},{"id":368,"depth":231,"text":368},{"id":525,"depth":231,"text":525},{"id":578,"depth":231,"text":579},{"id":608,"depth":231,"text":608},{"id":629,"depth":231,"text":629},"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。",false,"md",[684,687,690,693],{"q":685,"a":686},"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":688,"a":689},"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":691,"a":692},"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":694,"a":695},"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。",[697,698],"zh","en",{},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm","agent",[703,704,705],"android","chrome-extension","web",[707,711,715],{"plan":122,"price":708,"features":709,"notes":710},"$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":712,"price":708,"features":713,"notes":714},"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":716,"price":717,"features":718,"notes":719},"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",[723],{"name":724,"url":725},"GUI Agent 工程化","\u002Fplaybook\u002Fonboarding\u002Fgui-agent-engineering",{"power":264,"ux":264,"price":271,"cn_support":271,"stability":257},{"title":13,"description":680},"agent\u002Fdesktop\u002Fautoglm",[730,733,735,737],{"name":731,"url":638,"accessed":732},"AutoGLM 项目主页（清华 \u002F Z.AI）","2026-06-24",{"name":734,"url":646,"accessed":732},"腾讯新闻 — 智谱开源 AutoGLM",{"name":736,"url":653,"accessed":732},"AutoGLM arXiv 论文 2411.00820",{"name":738,"url":660,"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。","VvdWEKZS3wv_yukoLOAxIkFOGINlTMgvdTZRo9H_GUA",{"id":752,"title":386,"alternatives":753,"api_compatible":3,"body":760,"category":678,"chinese_friendly":257,"cover":1333,"description":1334,"domestic":681,"extension":682,"faq":1335,"free":681,"github":3,"languages":1348,"meta":1350,"models":3,"navigation":260,"notSuitable":3,"opensource":681,"path":17,"pillar":701,"platforms":1351,"priceTable":1355,"pricing":1377,"published":721,"relatedPlaybooks":1378,"relatedReviews":3,"score":1382,"self_host":681,"seo":1383,"slug":1384,"sources":1385,"stem":1394,"suitable":3,"tagline":1395,"tags":1396,"updated":732,"verdict":1402,"website":1403,"__hash__":1404},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop.md",[754,755,757],{"name":19,"url":20},{"name":756,"url":700},"autoglm",{"name":758,"url":759},"crush","\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush",{"type":25,"value":761,"toc":1321},[762,764,767,770,772,840,842,879,884,888,892,912,916,939,942,960,1041,1046,1048,1183,1185,1240,1242,1268,1270,1286,1288,1318],[28,763,31],{"id":30},[33,765,766],{},"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。",[33,768,769],{},"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）。",[28,771,41],{"id":41},[43,773,774,780,786,792,798,804,810,816,822,828,834],{},[46,775,776,779],{},[49,777,778],{},"原生 MCP 支持","：stdio \u002F SSE \u002F HTTP transport，工具调用直接进入对话",[46,781,782,785],{},[49,783,784],{},".mcpb Extensions","：一键双击安装，含 Node.js \u002F Python 依赖全打包",[46,787,788,791],{},[49,789,790],{},"Connectors 面板","：+ 菜单浏览 \u002F 启用主流 MCP server",[46,793,794,797],{},[49,795,796],{},"手动 JSON 配置","：Settings → Developer → Edit Config 完全控制",[46,799,800,803],{},[49,801,802],{},"Projects","：跨会话共享 system prompt + 文件 + 知识库",[46,805,806,809],{},[49,807,808],{},"Artifacts","：HTML \u002F React \u002F Markdown 实时预览",[46,811,812,815],{},[49,813,814],{},"多模态","：图片 + PDF + CSV 上传分析",[46,817,818,821],{},[49,819,820],{},"Opus \u002F Sonnet \u002F Haiku 三档","：按任务难度切换",[46,823,824,827],{},[49,825,826],{},"Computer Use（Sonnet 4.6+）","：跨平台桌面操作（API 形式）",[46,829,830,833],{},[49,831,832],{},"Team Projects","：共享 prompt + admin + 用量分配",[46,835,836,839],{},[49,837,838],{},"Enterprise","：SSO + SCIM + 审计 + DLP + 数据保留策略",[28,841,115],{"id":115},[43,843,844,850,856,862,868,874],{},[46,845,846,849],{},[49,847,848],{},"Free","：$0；基础访问 + MCP 支持",[46,851,852,855],{},[49,853,854],{},"Pro","：$20\u002F月；Opus + Projects + 5x 配额",[46,857,858,861],{},[49,859,860],{},"Max","：$100\u002F月；5x Pro 用量 + 优先速度",[46,863,864,867],{},[49,865,866],{},"Max+","：$200\u002F月；20x Pro 用量",[46,869,870,873],{},[49,871,872],{},"Team","：$30\u002Fuser·月（最少 5 人，年付）",[46,875,876,878],{},[49,877,838],{},"：Custom",[137,880,881],{},[33,882,883],{},"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。",[28,885,887],{"id":886},"实测开发者主力-macos-windows-双开","实测（开发者主力 \u002F macOS \u002F Windows 双开）",[33,889,890],{},[49,891,150],{},[43,893,894,897,900,903,906,909],{},[46,895,896],{},".mcpb 让非工程师用户也能装上 GitHub \u002F filesystem \u002F SQLite 工具",[46,898,899],{},"Opus 推理质量在所有桌面 agent 中最强",[46,901,902],{},"Projects 跨会话保留上下文非常省 token",[46,904,905],{},"MCP 工具调用 + Artifacts 预览同窗体验流畅",[46,907,908],{},"Anthropic 官方更新节奏稳，2026 几乎每月有功能",[46,910,911],{},"Settings → Developer → Edit Config 一键打开配置，路径不再坑用户",[33,913,914],{},[49,915,175],{},[43,917,918,921,924,927,930,933,936],{},[46,919,920],{},"中国大陆访问 + 支付都受限",[46,922,923],{},"MCP 配置错误的报错很简短，要看 Console \u002F Log",[46,925,926],{},"大文件 \u002F 长上下文偶尔出现 token 计费偏高",[46,928,929],{},"Linux 版本更新偶尔落后 macOS \u002F Windows",[46,931,932],{},".mcpb 包格式更换（.dxt → .mcpb）期间的旧包还在用，命名混乱",[46,934,935],{},"Free 配额限制偏紧，体验完整流程几乎要 Pro",[46,937,938],{},"多账户切换不友好，企业 + 个人共用要登出登入",[28,940,941],{"id":941},"上手",[631,943,944,947,954,957],{},[46,945,946],{},"claude.ai\u002Fdownload → 下载对应系统客户端 → 安装登录",[46,948,949],{},[43,950,951],{},[46,952,953],{},"菜单 → Connectors → 浏览主流 MCP server（filesystem \u002F GitHub \u002F Slack \u002F Postgres）",[46,955,956],{},"或 Settings → Extensions → 下载 .mcpb 文件 → 双击安装",[46,958,959],{},"或 Settings → Developer → Edit Config → 手动加：",[204,961,965],{"className":962,"code":963,"language":964,"meta":209,"style":209},"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",[211,966,967,972,980,987,1001,1026,1031,1036],{"__ignoreMap":209},[214,968,969],{"class":216,"line":217},[214,970,971],{"class":241},"{\n",[214,973,974,977],{"class":216,"line":231},[214,975,976],{"class":234},"  \"mcpServers\"",[214,978,979],{"class":241},": {\n",[214,981,982,985],{"class":216,"line":257},[214,983,984],{"class":234},"    \"filesystem\"",[214,986,979],{"class":241},[214,988,989,992,995,998],{"class":216,"line":264},[214,990,991],{"class":234},"      \"command\"",[214,993,994],{"class":241},": ",[214,996,997],{"class":224},"\"npx\"",[214,999,1000],{"class":241},",\n",[214,1002,1003,1006,1009,1012,1015,1018,1020,1023],{"class":216,"line":271},[214,1004,1005],{"class":234},"      \"args\"",[214,1007,1008],{"class":241},": [",[214,1010,1011],{"class":224},"\"-y\"",[214,1013,1014],{"class":241},", ",[214,1016,1017],{"class":224},"\"@modelcontextprotocol\u002Fserver-filesystem\"",[214,1019,1014],{"class":241},[214,1021,1022],{"class":224},"\"\u002FUsers\u002Fyou\u002Fwork\"",[214,1024,1025],{"class":241},"]\n",[214,1027,1028],{"class":216,"line":283},[214,1029,1030],{"class":241},"    }\n",[214,1032,1033],{"class":216,"line":6},[214,1034,1035],{"class":241},"  }\n",[214,1037,1038],{"class":216,"line":9},[214,1039,1040],{"class":241},"}\n",[631,1042,1043],{"start":271},[46,1044,1045],{},"重启 Claude Desktop → 看到对话框右下角 🔨 工具图标 → 测试 \"list files in \u002FUsers\u002Fyou\u002Fwork\"",[28,1047,368],{"id":368},[370,1049,1050,1066],{},[373,1051,1052],{},[376,1053,1054,1056,1058,1061,1064],{},[379,1055,381],{},[379,1057,386],{},[379,1059,1060],{},"ChatGPT Desktop",[379,1062,1063],{},"Cursor",[379,1065,389],{},[394,1067,1068,1083,1098,1112,1128,1140,1153,1167],{},[376,1069,1070,1073,1076,1079,1081],{},[399,1071,1072],{},"原生 MCP",[399,1074,1075],{},"✅ 旗舰",[399,1077,1078],{},"部分（GPT Actions）",[399,1080,444],{},[399,1082,474],{},[376,1084,1085,1088,1091,1093,1096],{},[399,1086,1087],{},"一键扩展安装",[399,1089,1090],{},"✅ .mcpb",[399,1092,441],{},[399,1094,1095],{},"✅ 部分",[399,1097,441],{},[376,1099,1100,1103,1106,1108,1110],{},[399,1101,1102],{},"桌面 \u002F 文件系统",[399,1104,1105],{},"✅",[399,1107,1105],{},[399,1109,1105],{},[399,1111,1105],{},[376,1113,1114,1117,1120,1123,1126],{},[399,1115,1116],{},"模型",[399,1118,1119],{},"Claude（Opus \u002F Sonnet）",[399,1121,1122],{},"GPT-5.x",[399,1124,1125],{},"多模型",[399,1127,1125],{},[376,1129,1130,1132,1134,1136,1138],{},[399,1131,418],{},[399,1133,430],{},[399,1135,430],{},[399,1137,430],{},[399,1139,427],{},[376,1141,1142,1145,1147,1149,1151],{},[399,1143,1144],{},"中国大陆支付",[399,1146,430],{},[399,1148,430],{},[399,1150,430],{},[399,1152,1105],{},[376,1154,1155,1158,1161,1163,1165],{},[399,1156,1157],{},"起价",[399,1159,1160],{},"$20\u002F月",[399,1162,1160],{},[399,1164,1160],{},[399,1166,708],{},[376,1168,1169,1171,1174,1177,1180],{},[399,1170,510],{},[399,1172,1173],{},"MCP 生态 + Claude 派",[399,1175,1176],{},"OpenAI 派",[399,1178,1179],{},"代码主力",[399,1181,1182],{},"自托管 IM 触发",[28,1184,525],{"id":525},[43,1186,1187,1193,1199,1205,1211,1217,1223,1229,1235],{},[46,1188,1189,1192],{},[49,1190,1191],{},"配置文件路径常错","：用 Settings → Developer → Edit Config 一键打开，不要手输路径",[46,1194,1195,1198],{},[49,1196,1197],{},"JSON 必须合法","：注释 \u002F 尾逗号会报错，建议 VS Code 校验",[46,1200,1201,1204],{},[49,1202,1203],{},"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",[46,1206,1207,1210],{},[49,1208,1209],{},"NPM 依赖卡住","：npx 首次拉包慢，设置代理或预跑一次再用",[46,1212,1213,1216],{},[49,1214,1215],{},"环境变量隔离","：每个 MCP server 的 env 只对该 server 可见，避免泄露",[46,1218,1219,1222],{},[49,1220,1221],{},"filesystem 限定路径","：args 里只给必要目录，不要给 \u002F 或整个 home",[46,1224,1225,1228],{},[49,1226,1227],{},".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",[46,1230,1231,1234],{},[49,1232,1233],{},"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",[46,1236,1237,1239],{},[49,1238,790],{}," 偶有 server 不可用，回退到 JSON 手动配置",[28,1241,579],{"id":578},[43,1243,1244,1247,1250,1253,1256,1259,1262,1265],{},[46,1245,1246],{},"✅ Claude Opus \u002F Sonnet 重度用户",[46,1248,1249],{},"✅ 想打通文件系统 \u002F DB \u002F GitHub \u002F 浏览器自动化的开发者",[46,1251,1252],{},"✅ 团队协作通过 Team Projects 共享上下文",[46,1254,1255],{},"✅ MCP 生态早期采用者 \u002F 工具开发者",[46,1257,1258],{},"❌ 中国大陆企业要正规付费 + 合规",[46,1260,1261],{},"❌ 纯代码工作流（Cursor \u002F Continue 更顺）",[46,1263,1264],{},"❌ 预算极紧（Free 配额很快耗尽）",[46,1266,1267],{},"❌ 要自托管 + 数据完全自主（走 OpenClaw \u002F 自家方案）",[28,1269,608],{"id":608},[43,1271,1272,1276,1281],{},[46,1273,1274],{},[614,1275,621],{"href":20},[46,1277,1278],{},[614,1279,1280],{"href":700},"AutoGLM 评测",[46,1282,1283],{},[614,1284,1285],{"href":759},"Crush 评测",[28,1287,629],{"id":629},[631,1289,1290,1297,1304,1311],{},[46,1291,1292,1293],{},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt 改名 2025-09）",[614,1294,1295],{"href":1295,"rel":1296},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fdesktop-extensions",[640],[46,1298,1299,1300],{},"Toolradar — Claude Desktop MCP Server Setup 2026（路径 \u002F 配置示例）",[614,1301,1302],{"href":1302,"rel":1303},"https:\u002F\u002Ftoolradar.com\u002Fblog\u002Fclaude-desktop-mcp-server-setup",[640],[46,1305,1306,1307],{},"MCP Playground — Complete 2026 Setup Guide ",[614,1308,1309],{"href":1309,"rel":1310},"https:\u002F\u002Fmcpplaygroundonline.com\u002Fblog\u002Fhow-to-setup-mcp-claude-desktop",[640],[46,1312,1313,1314],{},"Anthropic — Pricing（Pro $20 \u002F Max $100 \u002F Max+ $200 \u002F Team $30 \u002F Enterprise）",[614,1315,1316],{"href":1316,"rel":1317},"https:\u002F\u002Fwww.anthropic.com\u002Fpricing",[640],[663,1319,1320],{},"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":209,"searchDepth":257,"depth":257,"links":1322},[1323,1324,1325,1326,1327,1328,1329,1330,1331,1332],{"id":30,"depth":231,"text":31},{"id":41,"depth":231,"text":41},{"id":115,"depth":231,"text":115},{"id":886,"depth":231,"text":887},{"id":941,"depth":231,"text":941},{"id":368,"depth":231,"text":368},{"id":525,"depth":231,"text":525},{"id":578,"depth":231,"text":579},{"id":608,"depth":231,"text":608},{"id":629,"depth":231,"text":629},"\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。",[1336,1339,1342,1345],{"q":1337,"a":1338},"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":1340,"a":1341},".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":1343,"a":1344},"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":1346,"a":1347},"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。",[698,697,1349],"multi",{},[1352,1353,1354],"macos","windows","linux",[1356,1359,1362,1366,1370,1374],{"plan":848,"price":708,"features":1357,"notes":1358},"基础 Claude Sonnet + MCP 支持 + 有限 message","试水 \u002F 个人轻度",{"plan":854,"price":1160,"features":1360,"notes":1361},"更多 message + Opus 模型 + Projects + 优先速度","个人主力",{"plan":860,"price":1363,"features":1364,"notes":1365},"$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":866,"price":1367,"features":1368,"notes":1369},"$200\u002F月","20x Pro 用量 + research preview 优先","极重度 \u002F Power user",{"plan":872,"price":1371,"features":1372,"notes":1373},"$30\u002Fuser·月","共享 Projects + admin + 用量分配 + 集中计费（最少 5 人）","小团队",{"plan":838,"price":717,"features":1375,"notes":1376},"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",[1379],{"name":1380,"url":1381},"MCP 工具开发实战","\u002Fplaybook\u002Fonboarding\u002Fmcp-tool-development",{"power":271,"ux":271,"price":257,"cn_support":231,"stability":271},{"title":386,"description":1334},"agent\u002Fdesktop\u002Fclaude-desktop",[1386,1388,1390,1392],{"name":1387,"url":1295,"accessed":732},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt）",{"name":1389,"url":1302,"accessed":732},"Toolradar — Claude Desktop MCP 设置 2026",{"name":1391,"url":1309,"accessed":732},"MCP Playground — 完整 2026 配置指南",{"name":1393,"url":1316,"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",[1397,1398,1399,1400,1401],"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","F41_6nTB3IB0taC0-PKYD6rwo968g-EKpaZ-ZAGdXRc",{"id":1406,"title":1407,"alternatives":1408,"api_compatible":3,"body":1418,"category":678,"chinese_friendly":257,"cover":2117,"description":2118,"domestic":681,"extension":682,"faq":2119,"free":681,"github":3,"languages":2132,"meta":2133,"models":3,"navigation":260,"notSuitable":3,"opensource":260,"path":759,"pillar":701,"platforms":2134,"priceTable":2138,"pricing":2142,"published":721,"relatedPlaybooks":2143,"relatedReviews":3,"score":2147,"self_host":260,"seo":2148,"slug":2149,"sources":2150,"stem":2159,"suitable":3,"tagline":2160,"tags":2161,"updated":732,"verdict":2167,"website":2079,"__hash__":2168},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush.md","Crush",[1409,1412,1415],{"name":1410,"url":1411},"claude-code","\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code",{"name":1413,"url":1414},"aider","\u002Ftools\u002Fcoding\u002Fcli\u002Faider",{"name":1416,"url":1417},"codex","\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex",{"type":25,"value":1419,"toc":2105},[1420,1422,1425,1428,1430,1495,1497,1507,1512,1516,1520,1543,1547,1577,1579,1702,1707,1788,1790,1959,1961,2023,2025,2051,2053,2070,2072,2102],[28,1421,31],{"id":30},[33,1423,1424],{},"Crush 是 Charmbracelet 2025-07 发布的终端 AI 编程 agent，Go 编写、TUI 体验、24,700+ GitHub stars、160+ releases。差异点：mid-session 多模型切换（Anthropic \u002F OpenAI \u002F Gemini \u002F Bedrock \u002F Groq \u002F OpenRouter \u002F Azure \u002F Vertex \u002F Ollama \u002F LM Studio \u002F Z.AI 等数十家）+ LSP 集成 + MCP（stdio\u002FHTTP\u002FSSE）+ Agent Skills 标准 + SQLite session 持久化 + AGENTS.md 项目上下文。FSL-1.1-MIT 开源（2 年后转 MIT），全平台二进制（macOS \u002F Linux \u002F Windows \u002F WSL \u002F FreeBSD \u002F OpenBSD \u002F NetBSD \u002F Android）。",[33,1426,1427],{},"适合：终端控 \u002F SSH 远程开发 \u002F 不想离开命令行的工程师；要在多个 LLM 间灵活切换；用 Ollama \u002F LM Studio 本地模型；颜值 + 功能都不愿妥协的 power user。不适合：纯 GUI \u002F IDE 党（Cursor 更顺）；要 Anthropic 官方 Skills 生态深度（用 Claude Code）；企业商业竞品场景（FSL 协议有限制）。",[28,1429,41],{"id":41},[43,1431,1432,1438,1444,1450,1456,1462,1468,1474,1480,1486],{},[46,1433,1434,1437],{},[49,1435,1436],{},"多模型 mid-session 切换","：不重启 session 切 Claude \u002F GPT \u002F Gemini \u002F Groq \u002F Bedrock \u002F OpenRouter \u002F Azure \u002F Vertex",[46,1439,1440,1443],{},[49,1441,1442],{},"LSP 集成","：自动发现 + on-demand 启动，context-aware 代码理解",[46,1445,1446,1449],{},[49,1447,1448],{},"MCP 支持","：stdio \u002F HTTP \u002F SSE 三种 transport",[46,1451,1452,1455],{},[49,1453,1454],{},"Agent Skills 标准","：内置 skill discovery",[46,1457,1458,1461],{},[49,1459,1460],{},"AGENTS.md","：项目级 context 文件",[46,1463,1464,1467],{},[49,1465,1466],{},"SQLite session 持久化","：history navigation + 多会话隔离",[46,1469,1470,1473],{},[49,1471,1472],{},"桌面通知","：权限确认 + agent turn 完成提醒",[46,1475,1476,1479],{},[49,1477,1478],{},"跨平台二进制","：macOS + Linux + Windows（PowerShell + WSL）+ FreeBSD + OpenBSD + NetBSD + Android",[46,1481,1482,1485],{},[49,1483,1484],{},"Charm 生态","：Bubble Tea TUI + Lip Gloss 样式 + Glamour markdown + Bubbles 组件 + Fantasy LLM 抽象",[46,1487,1488,1494],{},[49,1489,1490,1493],{},[211,1491,1492],{},"@charmland\u002Fcrush"," NPM 包","：跨平台一键安装",[28,1496,115],{"id":115},[43,1498,1499,1504],{},[46,1500,1501,1503],{},[49,1502,848],{},"：$0；FSL-1.1-MIT（2 年后转 MIT）",[46,1505,1506],{},"真实成本 = LLM API 费用（自带 key）",[137,1508,1509],{},[33,1510,1511],{},"省钱组合：日常用 Ollama 本地 7B \u002F 13B 跑简单任务；难任务切 Claude Sonnet \u002F GPT-5 \u002F Z.AI GLM Coding。",[28,1513,1515],{"id":1514},"实测终端主力-macos-linux-ssh","实测（终端主力 \u002F macOS + Linux SSH）",[33,1517,1518],{},[49,1519,150],{},[43,1521,1522,1525,1528,1531,1534,1537,1540],{},[46,1523,1524],{},"TUI 颜值在终端 agent 里独一档，Bubble Tea 的丝滑动效",[46,1526,1527],{},"mid-session 切模型在『Claude 推理够用 → GPT 思考 hard task → Gemini Flash 跑批 commit 文档』场景极有用",[46,1529,1530],{},"LSP 集成对 Go \u002F Rust \u002F TS \u002F Python 大型项目特别管用",[46,1532,1533],{},"MCP 三种 transport 覆盖几乎所有用例",[46,1535,1536],{},"AGENTS.md 让项目级 prompt 不丢",[46,1538,1539],{},"SQLite 多 session 隔离干净",[46,1541,1542],{},"跨平台二进制保留 SSH + 远程开发用户",[33,1544,1545],{},[49,1546,175],{},[43,1548,1549,1552,1555,1558,1561,1564,1567,1574],{},[46,1550,1551],{},"FSL-1.1-MIT 不是 OSI 标准开源，企业法务要审一遍",[46,1553,1554],{},"自带 API Key，新手要先准备至少一家 provider",[46,1556,1557],{},"~22MB+ 二进制 + Go runtime + SQLite，比 aider 重",[46,1559,1560],{},"仅 TUI，没 IDE 插件 \u002F web UI",[46,1562,1563],{},"160+ releases 节奏快，breaking change 偶发",[46,1565,1566],{},"中文 prompt 效果取决于底层模型，UI 文档英文为主",[46,1568,1569,1570,1573],{},"多模型 routing 默认策略可能不省钱，手动配 ",[211,1571,1572],{},"crush.json"," 更精细",[46,1575,1576],{},"Windows 原生 PowerShell 偶有渲染问题，WSL 体验更好",[28,1578,941],{"id":941},[204,1580,1582],{"className":206,"code":1581,"language":208,"meta":209,"style":209},"# macOS\nbrew install charmbracelet\u002Ftap\u002Fcrush\n\n# 跨平台 NPM\nnpm install -g @charmland\u002Fcrush\n\n# Go 直装\ngo install github.com\u002Fcharmbracelet\u002Fcrush@latest\n\n# 配置 API Key（任选）\nexport ANTHROPIC_API_KEY=\"sk-ant-...\"\nexport OPENAI_API_KEY=\"sk-...\"\n\n# 启动\ncrush\n\n# Ctrl+P → Switch Model 切换；Ctrl+S 切 session；输入 \u002Fhelp 看命令\n",[211,1583,1584,1589,1599,1603,1608,1621,1625,1630,1640,1644,1649,1663,1675,1679,1685,1691,1696],{"__ignoreMap":209},[214,1585,1586],{"class":216,"line":217},[214,1587,1588],{"class":267},"# macOS\n",[214,1590,1591,1594,1596],{"class":216,"line":231},[214,1592,1593],{"class":220},"brew",[214,1595,248],{"class":224},[214,1597,1598],{"class":224}," charmbracelet\u002Ftap\u002Fcrush\n",[214,1600,1601],{"class":216,"line":257},[214,1602,261],{"emptyLinePlaceholder":260},[214,1604,1605],{"class":216,"line":264},[214,1606,1607],{"class":267},"# 跨平台 NPM\n",[214,1609,1610,1613,1615,1618],{"class":216,"line":271},[214,1611,1612],{"class":220},"npm",[214,1614,248],{"class":224},[214,1616,1617],{"class":234}," -g",[214,1619,1620],{"class":224}," @charmland\u002Fcrush\n",[214,1622,1623],{"class":216,"line":283},[214,1624,261],{"emptyLinePlaceholder":260},[214,1626,1627],{"class":216,"line":6},[214,1628,1629],{"class":267},"# Go 直装\n",[214,1631,1632,1635,1637],{"class":216,"line":9},[214,1633,1634],{"class":220},"go",[214,1636,248],{"class":224},[214,1638,1639],{"class":224}," github.com\u002Fcharmbracelet\u002Fcrush@latest\n",[214,1641,1642],{"class":216,"line":326},[214,1643,261],{"emptyLinePlaceholder":260},[214,1645,1646],{"class":216,"line":8},[214,1647,1648],{"class":267},"# 配置 API Key（任选）\n",[214,1650,1651,1654,1657,1660],{"class":216,"line":336},[214,1652,1653],{"class":311},"export",[214,1655,1656],{"class":241}," ANTHROPIC_API_KEY",[214,1658,1659],{"class":311},"=",[214,1661,1662],{"class":224},"\"sk-ant-...\"\n",[214,1664,1665,1667,1670,1672],{"class":216,"line":348},[214,1666,1653],{"class":311},[214,1668,1669],{"class":241}," OPENAI_API_KEY",[214,1671,1659],{"class":311},[214,1673,1674],{"class":224},"\"sk-...\"\n",[214,1676,1677],{"class":216,"line":359},[214,1678,261],{"emptyLinePlaceholder":260},[214,1680,1682],{"class":216,"line":1681},14,[214,1683,1684],{"class":267},"# 启动\n",[214,1686,1688],{"class":216,"line":1687},15,[214,1689,1690],{"class":220},"crush\n",[214,1692,1694],{"class":216,"line":1693},16,[214,1695,261],{"emptyLinePlaceholder":260},[214,1697,1699],{"class":216,"line":1698},17,[214,1700,1701],{"class":267},"# Ctrl+P → Switch Model 切换；Ctrl+S 切 session；输入 \u002Fhelp 看命令\n",[33,1703,1704,1706],{},[211,1705,1572],{}," 加 Z.AI GLM Coding Plan 自定义 provider：",[204,1708,1710],{"className":962,"code":1709,"language":964,"meta":209,"style":209},"{\n  \"providers\": {\n    \"zai\": {\n      \"id\": \"zai\",\n      \"name\": \"ZAI Provider\",\n      \"base_url\": \"https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4\",\n      \"api_key\": \"your_api_key\"\n    }\n  }\n}\n",[211,1711,1712,1716,1723,1730,1742,1754,1766,1776,1780,1784],{"__ignoreMap":209},[214,1713,1714],{"class":216,"line":217},[214,1715,971],{"class":241},[214,1717,1718,1721],{"class":216,"line":231},[214,1719,1720],{"class":234},"  \"providers\"",[214,1722,979],{"class":241},[214,1724,1725,1728],{"class":216,"line":257},[214,1726,1727],{"class":234},"    \"zai\"",[214,1729,979],{"class":241},[214,1731,1732,1735,1737,1740],{"class":216,"line":264},[214,1733,1734],{"class":234},"      \"id\"",[214,1736,994],{"class":241},[214,1738,1739],{"class":224},"\"zai\"",[214,1741,1000],{"class":241},[214,1743,1744,1747,1749,1752],{"class":216,"line":271},[214,1745,1746],{"class":234},"      \"name\"",[214,1748,994],{"class":241},[214,1750,1751],{"class":224},"\"ZAI Provider\"",[214,1753,1000],{"class":241},[214,1755,1756,1759,1761,1764],{"class":216,"line":283},[214,1757,1758],{"class":234},"      \"base_url\"",[214,1760,994],{"class":241},[214,1762,1763],{"class":224},"\"https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4\"",[214,1765,1000],{"class":241},[214,1767,1768,1771,1773],{"class":216,"line":6},[214,1769,1770],{"class":234},"      \"api_key\"",[214,1772,994],{"class":241},[214,1774,1775],{"class":224},"\"your_api_key\"\n",[214,1777,1778],{"class":216,"line":9},[214,1779,1030],{"class":241},[214,1781,1782],{"class":216,"line":326},[214,1783,1035],{"class":241},[214,1785,1786],{"class":216,"line":8},[214,1787,1040],{"class":241},[28,1789,368],{"id":368},[370,1791,1792,1809],{},[373,1793,1794],{},[376,1795,1796,1798,1800,1803,1806],{},[379,1797,381],{},[379,1799,1407],{},[379,1801,1802],{},"Claude Code",[379,1804,1805],{},"Aider",[379,1807,1808],{},"Codex CLI",[394,1810,1811,1828,1845,1858,1872,1887,1899,1914,1928,1943],{},[376,1812,1813,1816,1819,1822,1825],{},[399,1814,1815],{},"TUI 颜值",[399,1817,1818],{},"✅ 顶级",[399,1820,1821],{},"✅ 良好",[399,1823,1824],{},"文本朴素",[399,1826,1827],{},"一般",[376,1829,1830,1833,1836,1839,1842],{},[399,1831,1832],{},"多模型切换",[399,1834,1835],{},"✅ mid-session",[399,1837,1838],{},"Claude only",[399,1840,1841],{},"✅ 任意",[399,1843,1844],{},"OpenAI only",[376,1846,1847,1850,1852,1854,1856],{},[399,1848,1849],{},"LSP",[399,1851,1105],{},[399,1853,441],{},[399,1855,441],{},[399,1857,441],{},[376,1859,1860,1863,1866,1868,1870],{},[399,1861,1862],{},"MCP",[399,1864,1865],{},"✅ 全 transport",[399,1867,1865],{},[399,1869,441],{},[399,1871,444],{},[376,1873,1874,1877,1880,1883,1885],{},[399,1875,1876],{},"Skills",[399,1878,1879],{},"✅ 标准",[399,1881,1882],{},"✅ Skills 体系",[399,1884,441],{},[399,1886,441],{},[376,1888,1889,1891,1893,1895,1897],{},[399,1890,1460],{},[399,1892,1105],{},[399,1894,1105],{},[399,1896,441],{},[399,1898,441],{},[376,1900,1901,1904,1907,1909,1912],{},[399,1902,1903],{},"协议",[399,1905,1906],{},"FSL-1.1-MIT",[399,1908,424],{},[399,1910,1911],{},"Apache 2.0",[399,1913,424],{},[376,1915,1916,1918,1921,1923,1926],{},[399,1917,401],{},[399,1919,1920],{},"极广",[399,1922,410],{},[399,1924,1925],{},"全平台",[399,1927,410],{},[376,1929,1930,1932,1935,1938,1940],{},[399,1931,1157],{},[399,1933,1934],{},"$0 + API 费",[399,1936,1937],{},"API 费 \u002F Pro",[399,1939,1934],{},[399,1941,1942],{},"API 费 \u002F Plus",[376,1944,1945,1947,1950,1953,1956],{},[399,1946,510],{},[399,1948,1949],{},"终端 + 多模型 + Power user",[399,1951,1952],{},"Anthropic 生态",[399,1954,1955],{},"Git refactor",[399,1957,1958],{},"OpenAI 生态",[28,1960,525],{"id":525},[43,1962,1963,1969,1981,1987,1993,1999,2005,2011,2017],{},[46,1964,1965,1968],{},[49,1966,1967],{},"FSL 协议商业审查","：商业竞品场景前法务过一遍，2 年后转 MIT",[46,1970,1971,1974,1975,1978,1979],{},[49,1972,1973],{},"API Key 管理","：用 ",[211,1976,1977],{},"pass"," \u002F 1Password CLI \u002F direnv，不硬编码 ",[211,1980,1572],{},[46,1982,1983,1986],{},[49,1984,1985],{},"breaking change 跟进","：160+ releases 节奏快，pin 版本到 stable",[46,1988,1989,1992],{},[49,1990,1991],{},"LSP 启动慢","：大项目首次启动数秒，正常现象",[46,1994,1995,1998],{},[49,1996,1997],{},"Ollama 本地优先","：日常简单任务跑 7B，复杂任务再切云",[46,2000,2001,2004],{},[49,2002,2003],{},"Windows 用 WSL","：原生 PowerShell 有 ANSI 渲染坑",[46,2006,2007,2010],{},[49,2008,2009],{},"AGENTS.md 写好","：项目 context 决定 80% 体验，按官方模板写",[46,2012,2013,2016],{},[49,2014,2015],{},"session 切换勤快点","：不同任务开不同 session，history 干净",[46,2018,2019,2022],{},[49,2020,2021],{},"MCP server 信任评估","：装新 MCP 前看 source \u002F 权限",[28,2024,579],{"id":578},[43,2026,2027,2030,2033,2036,2039,2042,2045,2048],{},[46,2028,2029],{},"✅ 终端主力 \u002F SSH 远程开发",[46,2031,2032],{},"✅ 多模型用户（Claude + GPT + Gemini + Ollama 一起用）",[46,2034,2035],{},"✅ Go \u002F Rust \u002F TS \u002F Python 大型项目（LSP 加成大）",[46,2037,2038],{},"✅ 不想被单一 vendor 绑定",[46,2040,2041],{},"❌ 纯 GUI \u002F IDE 党",[46,2043,2044],{},"❌ 要 Anthropic 官方 Skills 体系（用 Claude Code）",[46,2046,2047],{},"❌ 要 OpenAI 桌面深度（用 Codex）",[46,2049,2050],{},"❌ 商业竞品 \u002F 法务严格场景（FSL 协议要审）",[28,2052,608],{"id":608},[43,2054,2055,2060,2065],{},[46,2056,2057],{},[614,2058,2059],{"href":1411},"Claude Code 评测",[46,2061,2062],{},[614,2063,2064],{"href":1414},"Aider 评测",[46,2066,2067],{},[614,2068,2069],{"href":1417},"Codex 评测",[28,2071,629],{"id":629},[631,2073,2074,2081,2088,2095],{},[46,2075,2076,2077],{},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases \u002F FSL-1.1-MIT）",[614,2078,2079],{"href":2079,"rel":2080},"https:\u002F\u002Fgithub.com\u002Fcharmbracelet\u002Fcrush",[640],[46,2082,2083,2084],{},"Artificialus — Crush 评测 2026 ",[614,2085,2086],{"href":2086,"rel":2087},"https:\u002F\u002Fartificialus.com\u002Fagents\u002Fcrush",[640],[46,2089,2090,2091],{},"Typevar — Crush 入门 + 安装 ",[614,2092,2093],{"href":2093,"rel":2094},"https:\u002F\u002Ftypevar.dev\u002Farticles\u002Fcharmbracelet\u002Fcrush",[640],[46,2096,2097,2098],{},"Z.AI Devpack — Crush + GLM Coding Plan 集成 ",[614,2099,2100],{"href":2100,"rel":2101},"https:\u002F\u002Fdocs.z.ai\u002Fdevpack\u002Ftool\u002Fcrush",[640],[663,2103,2104],{},"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 .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);}",{"title":209,"searchDepth":257,"depth":257,"links":2106},[2107,2108,2109,2110,2111,2112,2113,2114,2115,2116],{"id":30,"depth":231,"text":31},{"id":41,"depth":231,"text":41},{"id":115,"depth":231,"text":115},{"id":1514,"depth":231,"text":1515},{"id":941,"depth":231,"text":941},{"id":368,"depth":231,"text":368},{"id":525,"depth":231,"text":525},{"id":578,"depth":231,"text":579},{"id":608,"depth":231,"text":608},{"id":629,"depth":231,"text":629},"\u002Fimg\u002Ftools\u002Fcrush.webp","Crush 真实评测：Charmbracelet 2025-07 发布的 Go 编写终端 TUI AI agent。GitHub 24,700+ stars \u002F 160+ releases。多模型 session 内切换（Anthropic \u002F OpenAI \u002F Gemini \u002F Bedrock \u002F Groq \u002F OpenRouter \u002F Ollama \u002F LM Studio 等数十家）+ LSP 集成 + MCP（stdio\u002FHTTP\u002FSSE）+ Agent Skills 标准 + SQLite session 持久化 + AGENTS.md 项目上下文。FSL-1.1-MIT 协议（2 年后转 MIT）。Windows PowerShell + WSL + macOS + Linux + FreeBSD + Android 全平台。",[2120,2123,2126,2129],{"q":2121,"a":2122},"Crush 和 Claude Code \u002F Aider \u002F Codex 怎么选？","Crush 强在『终端原生 TUI 颜值 + 多模型 mid-session 切换 + LSP + 跨平台二进制 + 不绑特定模型』；Claude Code 强在『Anthropic 官方 + Skills 生态 + computer use』；Aider 强在『Git 集成 + 多文件 refactor + 模型成本最优』；Codex 强在『OpenAI 官方 + 桌面集成 + Mac 体验最佳』。要终端 + 多模型 + LSP 体验 → Crush；要 Claude 全家桶 → Claude Code；要 Git refactor → Aider；要 OpenAI + macOS → Codex。",{"q":2124,"a":2125},"FSL-1.1-MIT 是什么协议？","Functional Source License 1.1：禁止商业竞品场景使用，2 年后自动转为 MIT 完全开放。对个人 \u002F 内部使用 \u002F 学习无影响，企业级商业竞品要看条款。社区有声音质疑这不是『OSI 标准开源』，使用前企业法务建议过一下。",{"q":2127,"a":2128},"用什么模型最划算？","Crush 不绑定模型，常见组合：Anthropic Claude Sonnet（日常 coding，性价比平衡）+ GPT-5.x（推理重任务）+ Gemini Flash（速度优先）+ Ollama \u002F LM Studio（本地 free）+ Z.AI GLM Coding Plan（中文 + 价格低）。多账户 + OpenRouter 中转管理最方便。",{"q":2130,"a":2131},"配置文件在哪？","macOS\u002FLinux：~\u002F.config\u002Fcrush\u002Fcrush.json；Windows：%USERPROFILE%\\.config\\crush\\crush.json。可加自定义 provider（如 Z.AI Coding Plan 用 https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4）+ MCP server + Skills 配置。",[698],{},[1352,1354,1353,2135,2136,2137,703],"freebsd","openbsd","netbsd",[2139],{"plan":848,"price":708,"features":2140,"notes":2141},"FSL-1.1-MIT 开源（2 年后转 MIT）+ 多模型 + LSP + MCP + Skills + 全平台二进制","用户自带 LLM API Key","免费开源（FSL-1.1-MIT，2 年后转 MIT）\u002F 用户自带 LLM API Key",[2144],{"name":2145,"url":2146},"终端 AI Agent 工作流","\u002Fplaybook\u002Fonboarding\u002Fterminal-ai-agent-workflow",{"power":271,"ux":271,"price":271,"cn_support":257,"stability":264},{"title":1407,"description":2118},"agent\u002Fdesktop\u002Fcrush",[2151,2153,2155,2157],{"name":2152,"url":2079,"accessed":732},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases）",{"name":2154,"url":2086,"accessed":732},"Artificialus — Crush 评测（功能 \u002F 协议 \u002F 平台覆盖）",{"name":2156,"url":2093,"accessed":732},"Typevar — Crush 入门 + 使用场景",{"name":2158,"url":2100,"accessed":732},"Z.AI Devpack — Crush + GLM Coding Plan","tools\u002Fagent\u002Fdesktop\u002Fcrush","Charmbracelet 出品的终端 AI 编程 agent——多模型切换 + LSP + MCP + Agent Skills 标准",[2162,2163,2164,2165,1398,745,2166],"terminal-agent","tui","multi-model","lsp","charmbracelet","终端原生 AI agent 的标杆——TUI 颜值 + 多模型切换 + LSP + MCP + Skills 全栈。终端控 \u002F 远程开发 \u002F SSH 工作流首选。GUI \u002F IDE 党仍建议 Cursor \u002F Claude Code。","MBqz-2b1y9eFS2Xuu_IuQcT0Cw2WeLFRXsW9q48cbZk",{"id":2170,"title":389,"alternatives":2171,"api_compatible":3,"body":2175,"category":678,"chinese_friendly":264,"cover":2842,"description":2843,"domestic":681,"extension":682,"faq":2844,"free":681,"github":3,"languages":2856,"meta":2857,"models":3,"navigation":260,"notSuitable":3,"opensource":260,"path":20,"pillar":701,"platforms":2858,"priceTable":2860,"pricing":2864,"published":721,"relatedPlaybooks":2865,"relatedReviews":3,"score":2869,"self_host":260,"seo":2870,"slug":2871,"sources":2872,"stem":2881,"suitable":3,"tagline":2882,"tags":2883,"updated":732,"verdict":2889,"website":2890,"__hash__":2891},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw.md",[2172,2173,2174],{"name":16,"url":17},{"name":756,"url":700},{"name":758,"url":759},{"type":25,"value":2176,"toc":2830},[2177,2179,2182,2185,2187,2255,2257,2271,2275,2279,2302,2306,2332,2334,2487,2490,2522,2524,2687,2689,2751,2753,2779,2781,2795,2797,2827],[28,2178,31],{"id":30},[33,2180,2181],{},"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。",[33,2183,2184],{},"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。",[28,2186,41],{"id":41},[43,2188,2189,2195,2201,2207,2213,2219,2225,2231,2237,2243,2249],{},[46,2190,2191,2194],{},[49,2192,2193],{},"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",[46,2196,2197,2200],{},[49,2198,2199],{},"Skills 插件系统","：YAML 描述 + 一键安装 + ClawHub 5400+ 社区市场",[46,2202,2203,2206],{},[49,2204,2205],{},"多 Agent 隔离","：work \u002F personal \u002F test 角色独立记忆 + 任务",[46,2208,2209,2212],{},[49,2210,2211],{},"30 分钟 Heartbeat","：真正 7×24 主动运行",[46,2214,2215,2218],{},[49,2216,2217],{},"Cron 调度","：自然语言生成定时任务，无需写 Cron 表达式",[46,2220,2221,2224],{},[49,2222,2223],{},"本地长期记忆","：~\u002F.openclaw\u002Fmemory\u002Flong-term.json",[46,2226,2227,2230],{},[49,2228,2229],{},"沙箱权限模式","：区分敏感操作权限，避免误操作",[46,2232,2233,2236],{},[49,2234,2235],{},"多 LLM provider","：GPT \u002F Claude \u002F Gemini \u002F 本地 Ollama \u002F Z.AI \u002F OpenRouter",[46,2238,2239,2242],{},[49,2240,2241],{},"MCP 兼容","：可调用 MCP server",[46,2244,2245,2248],{},[49,2246,2247],{},"Web Control UI","：浏览器仪表盘（chat \u002F config \u002F sessions \u002F nodes）",[46,2250,2251,2254],{},[49,2252,2253],{},"macOS app + iOS \u002F Android 移动 node","：跨设备触发",[28,2256,115],{"id":115},[43,2258,2259,2265,2268],{},[46,2260,2261,2264],{},[49,2262,2263],{},"Self-host OSS","：$0；MIT 完全开放",[46,2266,2267],{},"真实成本 = LLM API（GPT \u002F Claude 走 API 计费）或 $0（本地 Ollama）",[46,2269,2270],{},"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",[28,2272,2274],{"id":2273},"实测个人-724-监控告警-简报","实测（个人 7×24 + 监控告警 + 简报）",[33,2276,2277],{},[49,2278,150],{},[43,2280,2281,2284,2287,2290,2293,2296,2299],{},[46,2282,2283],{},"IM 一句话支使 AI 体验是真『未来感』，离开电脑也能干活",[46,2285,2286],{},"Heartbeat 让定时任务 + 监控钩子真正后台运行，不靠操作系统 Cron",[46,2288,2289],{},"ClawHub 5400+ Skills 覆盖几乎所有日常需求",[46,2291,2292],{},"多 Agent 隔离让工作 \u002F 生活 prompt 不串",[46,2294,2295],{},"本地 Ollama 路径让数据 + 隐私完全自主",[46,2297,2298],{},"微信 \u002F 钉钉 \u002F 飞书 plugin 让国内用户无网络 \u002F 支付门槛",[46,2300,2301],{},"MIT 协议 + 社区驱动，企业内部部署合规友好",[33,2303,2304],{},[49,2305,175],{},[43,2307,2308,2311,2314,2317,2320,2323,2326,2329],{},[46,2309,2310],{},"Node 24 推荐 \u002F 22 LTS 兜底，Node 18 已经勉强（最新 Skill 偶有兼容问题）",[46,2312,2313],{},"Skill 质量参差，社区 5400+ 里要挑信任作者",[46,2315,2316],{},"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",[46,2318,2319],{},"多 Agent 隔离的 memory 文件可能膨胀，要定期清理",[46,2321,2322],{},"Heartbeat 频繁触发 LLM 调用会推高 API 费用，预算控制要配 budget cap",[46,2324,2325],{},"Web Control UI 在大量 session 下渲染偏慢",[46,2327,2328],{},"沙箱模式默认权限保守，复杂自动化要手动放权",[46,2330,2331],{},"Windows 纯生兼容差，建议 WSL2 \u002F Docker 路径",[28,2333,941],{"id":941},[204,2335,2337],{"className":206,"code":2336,"language":208,"meta":209,"style":209},"# 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",[211,2338,2339,2344,2355,2362,2366,2371,2390,2400,2405,2409,2414,2423,2444,2448,2453,2460,2464,2468,2476],{"__ignoreMap":209},[214,2340,2341],{"class":216,"line":217},[214,2342,2343],{"class":267},"# 方法一：NPM\n",[214,2345,2346,2348,2350,2352],{"class":216,"line":231},[214,2347,1612],{"class":220},[214,2349,248],{"class":224},[214,2351,1617],{"class":234},[214,2353,2354],{"class":224}," openclaw\n",[214,2356,2357,2359],{"class":216,"line":257},[214,2358,19],{"class":220},[214,2360,2361],{"class":234}," --version\n",[214,2363,2364],{"class":216,"line":264},[214,2365,261],{"emptyLinePlaceholder":260},[214,2367,2368],{"class":216,"line":271},[214,2369,2370],{"class":267},"# 方法二：Docker\n",[214,2372,2373,2376,2379,2382,2385,2388],{"class":216,"line":283},[214,2374,2375],{"class":220},"docker",[214,2377,2378],{"class":224}," run",[214,2380,2381],{"class":234}," -d",[214,2383,2384],{"class":234}," --name",[214,2386,2387],{"class":224}," openclaw",[214,2389,345],{"class":234},[214,2391,2392,2395,2398],{"class":216,"line":6},[214,2393,2394],{"class":234},"  -v",[214,2396,2397],{"class":224}," ~\u002F.openclaw:\u002Froot\u002F.openclaw",[214,2399,345],{"class":234},[214,2401,2402],{"class":216,"line":9},[214,2403,2404],{"class":224},"  openclaw\u002Fopenclaw:latest\n",[214,2406,2407],{"class":216,"line":326},[214,2408,261],{"emptyLinePlaceholder":260},[214,2410,2411],{"class":216,"line":8},[214,2412,2413],{"class":267},"# 方法三：源码\n",[214,2415,2416,2418,2420],{"class":216,"line":336},[214,2417,221],{"class":220},[214,2419,225],{"class":224},[214,2421,2422],{"class":224}," https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\n",[214,2424,2425,2427,2429,2431,2433,2435,2437,2439,2441],{"class":216,"line":348},[214,2426,235],{"class":234},[214,2428,2387],{"class":224},[214,2430,242],{"class":241},[214,2432,1612],{"class":220},[214,2434,248],{"class":224},[214,2436,242],{"class":241},[214,2438,1612],{"class":220},[214,2440,2378],{"class":224},[214,2442,2443],{"class":224}," start\n",[214,2445,2446],{"class":216,"line":359},[214,2447,261],{"emptyLinePlaceholder":260},[214,2449,2450],{"class":216,"line":1681},[214,2451,2452],{"class":267},"# 引导配置（model \u002F channel \u002F 权限）\n",[214,2454,2455,2457],{"class":216,"line":1687},[214,2456,19],{"class":220},[214,2458,2459],{"class":224}," onboard\n",[214,2461,2462],{"class":216,"line":1693},[214,2463,261],{"emptyLinePlaceholder":260},[214,2465,2466],{"class":216,"line":1698},[214,2467,1684],{"class":267},[214,2469,2471,2473],{"class":216,"line":2470},18,[214,2472,19],{"class":220},[214,2474,2475],{"class":267},"                 # CLI\n",[214,2477,2479,2481,2484],{"class":216,"line":2478},19,[214,2480,19],{"class":220},[214,2482,2483],{"class":224}," dashboard",[214,2485,2486],{"class":267},"       # Web UI\n",[33,2488,2489],{},"配本地免费 Ollama：",[204,2491,2493],{"className":206,"code":2492,"language":208,"meta":209,"style":209},"ollama pull llama3\nopenclaw config set ai.provider \"ollama\"\n",[211,2494,2495,2506],{"__ignoreMap":209},[214,2496,2497,2500,2503],{"class":216,"line":217},[214,2498,2499],{"class":220},"ollama",[214,2501,2502],{"class":224}," pull",[214,2504,2505],{"class":224}," llama3\n",[214,2507,2508,2510,2513,2516,2519],{"class":216,"line":231},[214,2509,19],{"class":220},[214,2511,2512],{"class":224}," config",[214,2514,2515],{"class":224}," set",[214,2517,2518],{"class":224}," ai.provider",[214,2520,2521],{"class":224}," \"ollama\"\n",[28,2523,368],{"id":368},[370,2525,2526,2540],{},[373,2527,2528],{},[376,2529,2530,2532,2534,2536,2538],{},[379,2531,381],{},[379,2533,389],{},[379,2535,386],{},[379,2537,13],{},[379,2539,1407],{},[394,2541,2542,2559,2573,2587,2603,2616,2628,2643,2658,2672],{},[376,2543,2544,2547,2550,2553,2556],{},[399,2545,2546],{},"形态",[399,2548,2549],{},"IM 网关 + 多 Agent 自治",[399,2551,2552],{},"桌面客户端 + MCP",[399,2554,2555],{},"Phone\u002FWeb GUI agent",[399,2557,2558],{},"终端 TUI agent",[376,2560,2561,2564,2567,2569,2571],{},[399,2562,2563],{},"7×24 Heartbeat",[399,2565,2566],{},"✅ 30 分钟",[399,2568,441],{},[399,2570,441],{},[399,2572,441],{},[376,2574,2575,2578,2581,2583,2585],{},[399,2576,2577],{},"多 IM 渠道",[399,2579,2580],{},"✅ 20+",[399,2582,441],{},[399,2584,441],{},[399,2586,441],{},[376,2588,2589,2592,2595,2598,2600],{},[399,2590,2591],{},"Skills 市场",[399,2593,2594],{},"✅ ClawHub 5400+",[399,2596,2597],{},"✅ MCP Connectors",[399,2599,441],{},[399,2601,2602],{},"✅ Agent Skills 标准",[376,2604,2605,2607,2609,2611,2613],{},[399,2606,2205],{},[399,2608,1105],{},[399,2610,802],{},[399,2612,441],{},[399,2614,2615],{},"session",[376,2617,2618,2620,2622,2624,2626],{},[399,2619,418],{},[399,2621,427],{},[399,2623,424],{},[399,2625,421],{},[399,2627,1906],{},[376,2629,2630,2633,2636,2638,2641],{},[399,2631,2632],{},"本地 LLM",[399,2634,2635],{},"✅ Ollama 友好",[399,2637,441],{},[399,2639,2640],{},"✅ 9B 自模型",[399,2642,1105],{},[376,2644,2645,2648,2651,2654,2656],{},[399,2646,2647],{},"中国大陆友好",[399,2649,2650],{},"✅ 完全",[399,2652,2653],{},"❌ 支付",[399,2655,1105],{},[399,2657,1095],{},[376,2659,2660,2662,2664,2667,2669],{},[399,2661,1157],{},[399,2663,708],{},[399,2665,2666],{},"$20\u002F月 +",[399,2668,708],{},[399,2670,2671],{},"$0 + API",[376,2673,2674,2676,2679,2681,2684],{},[399,2675,510],{},[399,2677,2678],{},"7×24 IM 触发个人 agent",[399,2680,516],{},[399,2682,2683],{},"Phone GUI",[399,2685,2686],{},"终端 power user",[28,2688,525],{"id":525},[43,2690,2691,2697,2703,2709,2715,2721,2727,2733,2739,2745],{},[46,2692,2693,2696],{},[49,2694,2695],{},"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",[46,2698,2699,2702],{},[49,2700,2701],{},"API 预算控制","：Heartbeat + 多 Agent 会放大 LLM 费用，配 budget cap 或本地 Ollama",[46,2704,2705,2708],{},[49,2706,2707],{},"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",[46,2710,2711,2714],{},[49,2712,2713],{},"memory 膨胀","：长期记忆 JSON 文件定期归档 \u002F 清理",[46,2716,2717,2720],{},[49,2718,2719],{},"Node 版本","：Node 24 推荐，Node 18 部分新 Skill 不兼容",[46,2722,2723,2726],{},[49,2724,2725],{},"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",[46,2728,2729,2732],{},[49,2730,2731],{},"数据备份","：~\u002F.openclaw 含所有记忆 + 配置，定期备份",[46,2734,2735,2738],{},[49,2736,2737],{},"Windows 走 WSL2","：原生 Windows 兼容差",[46,2740,2741,2744],{},[49,2742,2743],{},"MCP 复用","：内部 MCP server 可直接调用，不要重复造轮",[46,2746,2747,2750],{},[49,2748,2749],{},"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",[28,2752,579],{"id":578},[43,2754,2755,2758,2761,2764,2767,2770,2773,2776],{},[46,2756,2757],{},"✅ 想从 IM 一句话支使 AI 7×24 干活的 power user",[46,2759,2760],{},"✅ 监控 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘 \u002F 智能家居",[46,2762,2763],{},"✅ 数据隐私敏感 + 自托管刚需",[46,2765,2766],{},"✅ 中国大陆用户走本地 Ollama 全免费",[46,2768,2769],{},"❌ 纯 GUI \u002F 桌面交互党（用 Claude Desktop）",[46,2771,2772],{},"❌ 不会折腾 Node \u002F Docker \u002F WSL",[46,2774,2775],{},"❌ 要一键就跑的非技术用户",[46,2777,2778],{},"❌ 高强度多 Agent 同时跑 + 预算极紧（API 费会膨胀）",[28,2780,608],{"id":608},[43,2782,2783,2787,2791],{},[46,2784,2785],{},[614,2786,616],{"href":17},[46,2788,2789],{},[614,2790,1280],{"href":700},[46,2792,2793],{},[614,2794,1285],{"href":759},[28,2796,629],{"id":629},[631,2798,2799,2806,2813,2820],{},[46,2800,2801,2802],{},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 渠道 \u002F Heartbeat）",[614,2803,2804],{"href":2804,"rel":2805},"https:\u002F\u002Fdocs.openclaw.ai\u002F",[640],[46,2807,2808,2809],{},"技术栈 — OpenClaw 2026 实战指南 ",[614,2810,2811],{"href":2811,"rel":2812},"https:\u002F\u002Fjishuzhan.net\u002Farticle\u002F2058753885218062337",[640],[46,2814,2815,2816],{},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat \u002F 多 Agent）",[614,2817,2818],{"href":2818,"rel":2819},"https:\u002F\u002Fblog.csdn.net\u002Fweixin_58240054\u002Farticle\u002Fdetails\u002F161197395",[640],[46,2821,2822,2823],{},"腾讯云 — OpenClaw 爆火 + Computer Use Agent 分析 ",[614,2824,2825],{"href":2825,"rel":2826},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2637863",[640],[663,2828,2829],{},"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":209,"searchDepth":257,"depth":257,"links":2831},[2832,2833,2834,2835,2836,2837,2838,2839,2840,2841],{"id":30,"depth":231,"text":31},{"id":41,"depth":231,"text":41},{"id":115,"depth":231,"text":115},{"id":2273,"depth":231,"text":2274},{"id":941,"depth":231,"text":941},{"id":368,"depth":231,"text":368},{"id":525,"depth":231,"text":525},{"id":578,"depth":231,"text":579},{"id":608,"depth":231,"text":608},{"id":629,"depth":231,"text":629},"\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。",[2845,2848,2851,2854],{"q":2846,"a":2847},"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":2849,"a":2850},"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":2852,"a":2853},"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":1343,"a":2855},"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。",[698,697,1349],{},[1352,1354,2859,2375],"windows-wsl",[2861],{"plan":2263,"price":708,"features":2862,"notes":2863},"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）",[2866],{"name":2867,"url":2868},"搭建个人 7x24 AI Agent","\u002Fplaybook\u002Fonboarding\u002Fpersonal-247-ai-agent",{"power":271,"ux":264,"price":271,"cn_support":264,"stability":264},{"title":389,"description":2843},"agent\u002Fdesktop\u002Fopenclaw",[2873,2875,2877,2879],{"name":2874,"url":2804,"accessed":732},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 多渠道）",{"name":2876,"url":2811,"accessed":732},"技术栈 — OpenClaw 2026 实战指南",{"name":2878,"url":2818,"accessed":732},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat）",{"name":2880,"url":2825,"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",[745,2884,2885,1398,2886,2887,2888,19],"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","44nqEv_CBMUBt9TZcBUdQuLkcDI69Y7GH1xir5o3o94",1782316489325]