[{"data":1,"prerenderedAt":2881},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"alt-main-openclaw":8,"alt-list-openclaw":842},{"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":776,"chinese_friendly":236,"cover":777,"description":778,"domestic":779,"extension":780,"faq":781,"free":239,"github":794,"languages":795,"lastVerified":799,"meta":800,"models":15,"navigation":239,"notSuitable":15,"opensource":239,"path":801,"pillar":802,"platforms":803,"priceTable":807,"pricing":811,"published":812,"relatedPlaybooks":813,"relatedReviews":15,"score":815,"self_host":239,"seo":816,"seoTitle":817,"slug":818,"sources":819,"stem":829,"suitable":15,"tagline":830,"tags":831,"updated":822,"verdict":839,"website":840,"__hash__":841},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw.md","OpenClaw",[12,13,14],"agent\u002Fdesktop\u002Fclaude-desktop","agent\u002Fdesktop\u002Fautoglm","agent\u002Fdesktop\u002Fcrush",null,{"type":17,"value":18,"toc":764},"minimark",[19,24,28,31,34,105,108,122,126,131,154,159,185,188,382,385,417,420,606,609,671,675,701,704,725,728,760],[20,21,23],"h2",{"id":22},"tldr","TL;DR",[25,26,27],"p",{},"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。",[25,29,30],{},"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。",[20,32,33],{"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",{},"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",[38,46,47,50],{},[41,48,49],{},"Skills 插件系统","：YAML 描述 + 一键安装 + ClawHub 5400+ 社区市场",[38,52,53,56],{},[41,54,55],{},"多 Agent 隔离","：work \u002F personal \u002F test 角色独立记忆 + 任务",[38,58,59,62],{},[41,60,61],{},"30 分钟 Heartbeat","：真正 7×24 主动运行",[38,64,65,68],{},[41,66,67],{},"Cron 调度","：自然语言生成定时任务，无需写 Cron 表达式",[38,70,71,74],{},[41,72,73],{},"本地长期记忆","：~\u002F.openclaw\u002Fmemory\u002Flong-term.json",[38,76,77,80],{},[41,78,79],{},"沙箱权限模式","：区分敏感操作权限，避免误操作",[38,82,83,86],{},[41,84,85],{},"多 LLM provider","：GPT \u002F Claude \u002F Gemini \u002F 本地 Ollama \u002F Z.AI \u002F OpenRouter",[38,88,89,92],{},[41,90,91],{},"MCP 兼容","：可调用 MCP server",[38,94,95,98],{},[41,96,97],{},"Web Control UI","：浏览器仪表盘（chat \u002F config \u002F sessions \u002F nodes）",[38,100,101,104],{},[41,102,103],{},"macOS app + iOS \u002F Android 移动 node","：跨设备触发",[20,106,107],{"id":107},"价格",[35,109,110,116,119],{},[38,111,112,115],{},[41,113,114],{},"Self-host OSS","：$0；MIT 完全开放",[38,117,118],{},"真实成本 = LLM API（GPT \u002F Claude 走 API 计费）或 $0（本地 Ollama）",[38,120,121],{},"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",[20,123,125],{"id":124},"实测个人-724-监控告警-简报","实测（个人 7×24 + 监控告警 + 简报）",[25,127,128],{},[41,129,130],{},"亮点：",[35,132,133,136,139,142,145,148,151],{},[38,134,135],{},"IM 一句话支使 AI 体验是真『未来感』，离开电脑也能干活",[38,137,138],{},"Heartbeat 让定时任务 + 监控钩子真正后台运行，不靠操作系统 Cron",[38,140,141],{},"ClawHub 5400+ Skills 覆盖几乎所有日常需求",[38,143,144],{},"多 Agent 隔离让工作 \u002F 生活 prompt 不串",[38,146,147],{},"本地 Ollama 路径让数据 + 隐私完全自主",[38,149,150],{},"微信 \u002F 钉钉 \u002F 飞书 plugin 让国内用户无网络 \u002F 支付门槛",[38,152,153],{},"MIT 协议 + 社区驱动，企业内部部署合规友好",[25,155,156],{},[41,157,158],{},"踩坑：",[35,160,161,164,167,170,173,176,179,182],{},[38,162,163],{},"Node 24 推荐 \u002F 22 LTS 兜底，Node 18 已经勉强（最新 Skill 偶有兼容问题）",[38,165,166],{},"Skill 质量参差，社区 5400+ 里要挑信任作者",[38,168,169],{},"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",[38,171,172],{},"多 Agent 隔离的 memory 文件可能膨胀，要定期清理",[38,174,175],{},"Heartbeat 频繁触发 LLM 调用会推高 API 费用，预算控制要配 budget cap",[38,177,178],{},"Web Control UI 在大量 session 下渲染偏慢",[38,180,181],{},"沙箱模式默认权限保守，复杂自动化要手动放权",[38,183,184],{},"Windows 纯生兼容差，建议 WSL2 \u002F Docker 路径",[20,186,187],{"id":187},"上手",[189,190,195],"pre",{"className":191,"code":192,"language":193,"meta":194,"style":194},"language-bash shiki shiki-themes github-light github-dark","# 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","bash","",[196,197,198,207,225,234,241,247,268,279,285,290,296,308,333,338,344,352,357,363,371],"code",{"__ignoreMap":194},[199,200,203],"span",{"class":201,"line":202},"line",1,[199,204,206],{"class":205},"sJ8bj","# 方法一：NPM\n",[199,208,210,214,218,222],{"class":201,"line":209},2,[199,211,213],{"class":212},"sScJk","npm",[199,215,217],{"class":216},"sZZnC"," install",[199,219,221],{"class":220},"sj4cs"," -g",[199,223,224],{"class":216}," openclaw\n",[199,226,228,231],{"class":201,"line":227},3,[199,229,230],{"class":212},"openclaw",[199,232,233],{"class":220}," --version\n",[199,235,237],{"class":201,"line":236},4,[199,238,240],{"emptyLinePlaceholder":239},true,"\n",[199,242,244],{"class":201,"line":243},5,[199,245,246],{"class":205},"# 方法二：Docker\n",[199,248,250,253,256,259,262,265],{"class":201,"line":249},6,[199,251,252],{"class":212},"docker",[199,254,255],{"class":216}," run",[199,257,258],{"class":220}," -d",[199,260,261],{"class":220}," --name",[199,263,264],{"class":216}," openclaw",[199,266,267],{"class":220}," \\\n",[199,269,271,274,277],{"class":201,"line":270},7,[199,272,273],{"class":220},"  -v",[199,275,276],{"class":216}," ~\u002F.openclaw:\u002Froot\u002F.openclaw",[199,278,267],{"class":220},[199,280,282],{"class":201,"line":281},8,[199,283,284],{"class":216},"  openclaw\u002Fopenclaw:latest\n",[199,286,288],{"class":201,"line":287},9,[199,289,240],{"emptyLinePlaceholder":239},[199,291,293],{"class":201,"line":292},10,[199,294,295],{"class":205},"# 方法三：源码\n",[199,297,299,302,305],{"class":201,"line":298},11,[199,300,301],{"class":212},"git",[199,303,304],{"class":216}," clone",[199,306,307],{"class":216}," https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw.git\n",[199,309,311,314,316,320,322,324,326,328,330],{"class":201,"line":310},12,[199,312,313],{"class":220},"cd",[199,315,264],{"class":216},[199,317,319],{"class":318},"sVt8B"," && ",[199,321,213],{"class":212},[199,323,217],{"class":216},[199,325,319],{"class":318},[199,327,213],{"class":212},[199,329,255],{"class":216},[199,331,332],{"class":216}," start\n",[199,334,336],{"class":201,"line":335},13,[199,337,240],{"emptyLinePlaceholder":239},[199,339,341],{"class":201,"line":340},14,[199,342,343],{"class":205},"# 引导配置（model \u002F channel \u002F 权限）\n",[199,345,347,349],{"class":201,"line":346},15,[199,348,230],{"class":212},[199,350,351],{"class":216}," onboard\n",[199,353,355],{"class":201,"line":354},16,[199,356,240],{"emptyLinePlaceholder":239},[199,358,360],{"class":201,"line":359},17,[199,361,362],{"class":205},"# 启动\n",[199,364,366,368],{"class":201,"line":365},18,[199,367,230],{"class":212},[199,369,370],{"class":205},"                 # CLI\n",[199,372,374,376,379],{"class":201,"line":373},19,[199,375,230],{"class":212},[199,377,378],{"class":216}," dashboard",[199,380,381],{"class":205},"       # Web UI\n",[25,383,384],{},"配本地免费 Ollama：",[189,386,388],{"className":191,"code":387,"language":193,"meta":194,"style":194},"ollama pull llama3\nopenclaw config set ai.provider \"ollama\"\n",[196,389,390,401],{"__ignoreMap":194},[199,391,392,395,398],{"class":201,"line":202},[199,393,394],{"class":212},"ollama",[199,396,397],{"class":216}," pull",[199,399,400],{"class":216}," llama3\n",[199,402,403,405,408,411,414],{"class":201,"line":209},[199,404,230],{"class":212},[199,406,407],{"class":216}," config",[199,409,410],{"class":216}," set",[199,412,413],{"class":216}," ai.provider",[199,415,416],{"class":216}," \"ollama\"\n",[20,418,419],{"id":419},"对比",[421,422,423,444],"table",{},[424,425,426],"thead",{},[427,428,429,433,435,438,441],"tr",{},[430,431,432],"th",{},"维度",[430,434,10],{},[430,436,437],{},"Claude Desktop",[430,439,440],{},"AutoGLM",[430,442,443],{},"Crush",[445,446,447,465,480,494,510,525,542,557,573,589],"tbody",{},[427,448,449,453,456,459,462],{},[450,451,452],"td",{},"形态",[450,454,455],{},"IM 网关 + 多 Agent 自治",[450,457,458],{},"桌面客户端 + MCP",[450,460,461],{},"Phone\u002FWeb GUI agent",[450,463,464],{},"终端 TUI agent",[427,466,467,470,473,476,478],{},[450,468,469],{},"7×24 Heartbeat",[450,471,472],{},"✅ 30 分钟",[450,474,475],{},"–",[450,477,475],{},[450,479,475],{},[427,481,482,485,488,490,492],{},[450,483,484],{},"多 IM 渠道",[450,486,487],{},"✅ 20+",[450,489,475],{},[450,491,475],{},[450,493,475],{},[427,495,496,499,502,505,507],{},[450,497,498],{},"Skills 市场",[450,500,501],{},"✅ ClawHub 5400+",[450,503,504],{},"✅ MCP Connectors",[450,506,475],{},[450,508,509],{},"✅ Agent Skills 标准",[427,511,512,514,517,520,522],{},[450,513,55],{},[450,515,516],{},"✅",[450,518,519],{},"Projects",[450,521,475],{},[450,523,524],{},"session",[427,526,527,530,533,536,539],{},[450,528,529],{},"开源",[450,531,532],{},"✅ MIT",[450,534,535],{},"闭源",[450,537,538],{},"✅ MIT 模型 + Apache 代码",[450,540,541],{},"FSL-1.1-MIT",[427,543,544,547,550,552,555],{},[450,545,546],{},"本地 LLM",[450,548,549],{},"✅ Ollama 友好",[450,551,475],{},[450,553,554],{},"✅ 9B 自模型",[450,556,516],{},[427,558,559,562,565,568,570],{},[450,560,561],{},"中国大陆友好",[450,563,564],{},"✅ 完全",[450,566,567],{},"❌ 支付",[450,569,516],{},[450,571,572],{},"✅ 部分",[427,574,575,578,581,584,586],{},[450,576,577],{},"起价",[450,579,580],{},"$0",[450,582,583],{},"$20\u002F月 +",[450,585,580],{},[450,587,588],{},"$0 + API",[427,590,591,594,597,600,603],{},[450,592,593],{},"适合",[450,595,596],{},"7×24 IM 触发个人 agent",[450,598,599],{},"MCP 生态桌面",[450,601,602],{},"Phone GUI",[450,604,605],{},"终端 power user",[20,607,608],{"id":608},"避坑",[35,610,611,617,623,629,635,641,647,653,659,665],{},[38,612,613,616],{},[41,614,615],{},"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",[38,618,619,622],{},[41,620,621],{},"API 预算控制","：Heartbeat + 多 Agent 会放大 LLM 费用，配 budget cap 或本地 Ollama",[38,624,625,628],{},[41,626,627],{},"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",[38,630,631,634],{},[41,632,633],{},"memory 膨胀","：长期记忆 JSON 文件定期归档 \u002F 清理",[38,636,637,640],{},[41,638,639],{},"Node 版本","：Node 24 推荐，Node 18 部分新 Skill 不兼容",[38,642,643,646],{},[41,644,645],{},"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",[38,648,649,652],{},[41,650,651],{},"数据备份","：~\u002F.openclaw 含所有记忆 + 配置，定期备份",[38,654,655,658],{},[41,656,657],{},"Windows 走 WSL2","：原生 Windows 兼容差",[38,660,661,664],{},[41,662,663],{},"MCP 复用","：内部 MCP server 可直接调用，不要重复造轮",[38,666,667,670],{},[41,668,669],{},"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",[20,672,674],{"id":673},"适合-不适合","适合 \u002F 不适合",[35,676,677,680,683,686,689,692,695,698],{},[38,678,679],{},"✅ 想从 IM 一句话支使 AI 7×24 干活的 power user",[38,681,682],{},"✅ 监控 \u002F 定时简报 \u002F 邮件分拣 \u002F 行情盯盘 \u002F 智能家居",[38,684,685],{},"✅ 数据隐私敏感 + 自托管刚需",[38,687,688],{},"✅ 中国大陆用户走本地 Ollama 全免费",[38,690,691],{},"❌ 纯 GUI \u002F 桌面交互党（用 Claude Desktop）",[38,693,694],{},"❌ 不会折腾 Node \u002F Docker \u002F WSL",[38,696,697],{},"❌ 要一键就跑的非技术用户",[38,699,700],{},"❌ 高强度多 Agent 同时跑 + 预算极紧（API 费会膨胀）",[20,702,703],{"id":703},"相关阅读",[35,705,706,713,719],{},[38,707,708],{},[709,710,712],"a",{"href":711},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop","Claude Desktop 评测",[38,714,715],{},[709,716,718],{"href":717},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm","AutoGLM 评测",[38,720,721],{},[709,722,724],{"href":723},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush","Crush 评测",[20,726,727],{"id":727},"来源",[729,730,731,739,746,753],"ol",{},[38,732,733,734],{},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 渠道 \u002F Heartbeat）",[709,735,736],{"href":736,"rel":737},"https:\u002F\u002Fdocs.openclaw.ai\u002F",[738],"nofollow",[38,740,741,742],{},"技术栈 — OpenClaw 2026 实战指南 ",[709,743,744],{"href":744,"rel":745},"https:\u002F\u002Fjishuzhan.net\u002Farticle\u002F2058753885218062337",[738],[38,747,748,749],{},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat \u002F 多 Agent）",[709,750,751],{"href":751,"rel":752},"https:\u002F\u002Fblog.csdn.net\u002Fweixin_58240054\u002Farticle\u002Fdetails\u002F161197395",[738],[38,754,755,756],{},"腾讯云 — OpenClaw 爆火 + Computer Use Agent 分析 ",[709,757,758],{"href":758,"rel":759},"https:\u002F\u002Fcloud.tencent.com\u002Fdeveloper\u002Farticle\u002F2637863",[738],[761,762,763],"style",{},"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":194,"searchDepth":227,"depth":227,"links":765},[766,767,768,769,770,771,772,773,774,775],{"id":22,"depth":209,"text":23},{"id":33,"depth":209,"text":33},{"id":107,"depth":209,"text":107},{"id":124,"depth":209,"text":125},{"id":187,"depth":209,"text":187},{"id":419,"depth":209,"text":419},{"id":608,"depth":209,"text":608},{"id":673,"depth":209,"text":674},{"id":703,"depth":209,"text":703},{"id":727,"depth":209,"text":727},"desktop","\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。",false,"md",[782,785,788,791],{"q":783,"a":784},"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":786,"a":787},"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":789,"a":790},"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":792,"a":793},"中国大陆能用吗？","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",[796,797,798],"en","zh","multi","2026-08-02",{},"\u002Ftools\u002Fagent\u002Fdesktop\u002Fopenclaw","agent",[804,805,806,252],"macos","linux","windows-wsl",[808],{"plan":114,"price":580,"features":809,"notes":810},"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）","2026-06-19",[814],"onboarding\u002Fpersonal-247-ai-agent",{"power":243,"ux":236,"price":243,"cn_support":236,"stability":236},{"title":10,"description":778},"OpenClaw - 开源个人 AI Agent 评测与指南 | AIHO","agent\u002Fdesktop\u002Fopenclaw",[820,823,825,827],{"name":821,"url":736,"accessed":822},"OpenClaw 官方文档（架构 \u002F Gateway \u002F 多渠道）","2026-06-24",{"name":824,"url":744,"accessed":822},"技术栈 — OpenClaw 2026 实战指南",{"name":826,"url":751,"accessed":822},"CSDN — OpenClaw 完全指南（35.5 万 stars \u002F Heartbeat）",{"name":828,"url":758,"accessed":822},"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",[832,833,834,835,836,837,838,230],"opensource","self-host","gateway","mcp","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",[843,1483,2130],{"id":844,"title":437,"alternatives":845,"api_compatible":15,"body":846,"category":776,"chinese_friendly":227,"cover":1417,"description":1418,"domestic":779,"extension":780,"faq":1419,"free":239,"github":15,"languages":1431,"lastVerified":799,"meta":1432,"models":15,"navigation":239,"notSuitable":15,"opensource":779,"path":711,"pillar":802,"platforms":1433,"priceTable":1435,"pricing":1458,"published":812,"relatedPlaybooks":1459,"relatedReviews":15,"score":1461,"self_host":779,"seo":1462,"seoTitle":1463,"slug":12,"sources":1464,"stem":1473,"suitable":15,"tagline":1474,"tags":1475,"updated":822,"verdict":1480,"website":1481,"__hash__":1482},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fclaude-desktop.md",[818,13,14],{"type":17,"value":847,"toc":1405},[848,850,853,856,858,925,927,964,970,974,978,998,1002,1025,1027,1045,1126,1131,1133,1268,1270,1325,1327,1353,1355,1370,1372,1402],[20,849,23],{"id":22},[25,851,852],{},"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。",[25,854,855],{},"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）。",[20,857,33],{"id":33},[35,859,860,866,872,878,884,889,895,901,907,913,919],{},[38,861,862,865],{},[41,863,864],{},"原生 MCP 支持","：stdio \u002F SSE \u002F HTTP transport，工具调用直接进入对话",[38,867,868,871],{},[41,869,870],{},".mcpb Extensions","：一键双击安装，含 Node.js \u002F Python 依赖全打包",[38,873,874,877],{},[41,875,876],{},"Connectors 面板","：+ 菜单浏览 \u002F 启用主流 MCP server",[38,879,880,883],{},[41,881,882],{},"手动 JSON 配置","：Settings → Developer → Edit Config 完全控制",[38,885,886,888],{},[41,887,519],{},"：跨会话共享 system prompt + 文件 + 知识库",[38,890,891,894],{},[41,892,893],{},"Artifacts","：HTML \u002F React \u002F Markdown 实时预览",[38,896,897,900],{},[41,898,899],{},"多模态","：图片 + PDF + CSV 上传分析",[38,902,903,906],{},[41,904,905],{},"Opus \u002F Sonnet \u002F Haiku 三档","：按任务难度切换",[38,908,909,912],{},[41,910,911],{},"Computer Use（Sonnet 4.6+）","：跨平台桌面操作（API 形式）",[38,914,915,918],{},[41,916,917],{},"Team Projects","：共享 prompt + admin + 用量分配",[38,920,921,924],{},[41,922,923],{},"Enterprise","：SSO + SCIM + 审计 + DLP + 数据保留策略",[20,926,107],{"id":107},[35,928,929,935,941,947,953,959],{},[38,930,931,934],{},[41,932,933],{},"Free","：$0；基础访问 + MCP 支持",[38,936,937,940],{},[41,938,939],{},"Pro","：$20\u002F月；Opus + Projects + 5x 配额",[38,942,943,946],{},[41,944,945],{},"Max","：$100\u002F月；5x Pro 用量 + 优先速度",[38,948,949,952],{},[41,950,951],{},"Max+","：$200\u002F月；20x Pro 用量",[38,954,955,958],{},[41,956,957],{},"Team","：$30\u002Fuser·月（最少 5 人，年付）",[38,960,961,963],{},[41,962,923],{},"：Custom",[965,966,967],"blockquote",{},[25,968,969],{},"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。",[20,971,973],{"id":972},"实测开发者主力-macos-windows-双开","实测（开发者主力 \u002F macOS \u002F Windows 双开）",[25,975,976],{},[41,977,130],{},[35,979,980,983,986,989,992,995],{},[38,981,982],{},".mcpb 让非工程师用户也能装上 GitHub \u002F filesystem \u002F SQLite 工具",[38,984,985],{},"Opus 推理质量在所有桌面 agent 中最强",[38,987,988],{},"Projects 跨会话保留上下文非常省 token",[38,990,991],{},"MCP 工具调用 + Artifacts 预览同窗体验流畅",[38,993,994],{},"Anthropic 官方更新节奏稳，2026 几乎每月有功能",[38,996,997],{},"Settings → Developer → Edit Config 一键打开配置，路径不再坑用户",[25,999,1000],{},[41,1001,158],{},[35,1003,1004,1007,1010,1013,1016,1019,1022],{},[38,1005,1006],{},"中国大陆访问 + 支付都受限",[38,1008,1009],{},"MCP 配置错误的报错很简短，要看 Console \u002F Log",[38,1011,1012],{},"大文件 \u002F 长上下文偶尔出现 token 计费偏高",[38,1014,1015],{},"Linux 版本更新偶尔落后 macOS \u002F Windows",[38,1017,1018],{},".mcpb 包格式更换（.dxt → .mcpb）期间的旧包还在用，命名混乱",[38,1020,1021],{},"Free 配额限制偏紧，体验完整流程几乎要 Pro",[38,1023,1024],{},"多账户切换不友好，企业 + 个人共用要登出登入",[20,1026,187],{"id":187},[729,1028,1029,1032,1039,1042],{},[38,1030,1031],{},"claude.ai\u002Fdownload → 下载对应系统客户端 → 安装登录",[38,1033,1034],{},[35,1035,1036],{},[38,1037,1038],{},"菜单 → Connectors → 浏览主流 MCP server（filesystem \u002F GitHub \u002F Slack \u002F Postgres）",[38,1040,1041],{},"或 Settings → Extensions → 下载 .mcpb 文件 → 双击安装",[38,1043,1044],{},"或 Settings → Developer → Edit Config → 手动加：",[189,1046,1050],{"className":1047,"code":1048,"language":1049,"meta":194,"style":194},"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",[196,1051,1052,1057,1065,1072,1086,1111,1116,1121],{"__ignoreMap":194},[199,1053,1054],{"class":201,"line":202},[199,1055,1056],{"class":318},"{\n",[199,1058,1059,1062],{"class":201,"line":209},[199,1060,1061],{"class":220},"  \"mcpServers\"",[199,1063,1064],{"class":318},": {\n",[199,1066,1067,1070],{"class":201,"line":227},[199,1068,1069],{"class":220},"    \"filesystem\"",[199,1071,1064],{"class":318},[199,1073,1074,1077,1080,1083],{"class":201,"line":236},[199,1075,1076],{"class":220},"      \"command\"",[199,1078,1079],{"class":318},": ",[199,1081,1082],{"class":216},"\"npx\"",[199,1084,1085],{"class":318},",\n",[199,1087,1088,1091,1094,1097,1100,1103,1105,1108],{"class":201,"line":243},[199,1089,1090],{"class":220},"      \"args\"",[199,1092,1093],{"class":318},": [",[199,1095,1096],{"class":216},"\"-y\"",[199,1098,1099],{"class":318},", ",[199,1101,1102],{"class":216},"\"@modelcontextprotocol\u002Fserver-filesystem\"",[199,1104,1099],{"class":318},[199,1106,1107],{"class":216},"\"\u002FUsers\u002Fyou\u002Fwork\"",[199,1109,1110],{"class":318},"]\n",[199,1112,1113],{"class":201,"line":249},[199,1114,1115],{"class":318},"    }\n",[199,1117,1118],{"class":201,"line":270},[199,1119,1120],{"class":318},"  }\n",[199,1122,1123],{"class":201,"line":281},[199,1124,1125],{"class":318},"}\n",[729,1127,1128],{"start":243},[38,1129,1130],{},"重启 Claude Desktop → 看到对话框右下角 🔨 工具图标 → 测试 \"list files in \u002FUsers\u002Fyou\u002Fwork\"",[20,1132,419],{"id":419},[421,1134,1135,1151],{},[424,1136,1137],{},[427,1138,1139,1141,1143,1146,1149],{},[430,1140,432],{},[430,1142,437],{},[430,1144,1145],{},"ChatGPT Desktop",[430,1147,1148],{},"Cursor",[430,1150,10],{},[445,1152,1153,1170,1184,1197,1213,1226,1239,1252],{},[427,1154,1155,1158,1161,1164,1167],{},[450,1156,1157],{},"原生 MCP",[450,1159,1160],{},"✅ 旗舰",[450,1162,1163],{},"部分（GPT Actions）",[450,1165,1166],{},"部分",[450,1168,1169],{},"✅ Gateway",[427,1171,1172,1175,1178,1180,1182],{},[450,1173,1174],{},"一键扩展安装",[450,1176,1177],{},"✅ .mcpb",[450,1179,475],{},[450,1181,572],{},[450,1183,475],{},[427,1185,1186,1189,1191,1193,1195],{},[450,1187,1188],{},"桌面 \u002F 文件系统",[450,1190,516],{},[450,1192,516],{},[450,1194,516],{},[450,1196,516],{},[427,1198,1199,1202,1205,1208,1211],{},[450,1200,1201],{},"模型",[450,1203,1204],{},"Claude（Opus \u002F Sonnet）",[450,1206,1207],{},"GPT-5.x",[450,1209,1210],{},"多模型",[450,1212,1210],{},[427,1214,1215,1217,1220,1222,1224],{},[450,1216,529],{},[450,1218,1219],{},"❌",[450,1221,1219],{},[450,1223,1219],{},[450,1225,532],{},[427,1227,1228,1231,1233,1235,1237],{},[450,1229,1230],{},"中国大陆支付",[450,1232,1219],{},[450,1234,1219],{},[450,1236,1219],{},[450,1238,516],{},[427,1240,1241,1243,1246,1248,1250],{},[450,1242,577],{},[450,1244,1245],{},"$20\u002F月",[450,1247,1245],{},[450,1249,1245],{},[450,1251,580],{},[427,1253,1254,1256,1259,1262,1265],{},[450,1255,593],{},[450,1257,1258],{},"MCP 生态 + Claude 派",[450,1260,1261],{},"OpenAI 派",[450,1263,1264],{},"代码主力",[450,1266,1267],{},"自托管 IM 触发",[20,1269,608],{"id":608},[35,1271,1272,1278,1284,1290,1296,1302,1308,1314,1320],{},[38,1273,1274,1277],{},[41,1275,1276],{},"配置文件路径常错","：用 Settings → Developer → Edit Config 一键打开，不要手输路径",[38,1279,1280,1283],{},[41,1281,1282],{},"JSON 必须合法","：注释 \u002F 尾逗号会报错，建议 VS Code 校验",[38,1285,1286,1289],{},[41,1287,1288],{},"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",[38,1291,1292,1295],{},[41,1293,1294],{},"NPM 依赖卡住","：npx 首次拉包慢，设置代理或预跑一次再用",[38,1297,1298,1301],{},[41,1299,1300],{},"环境变量隔离","：每个 MCP server 的 env 只对该 server 可见，避免泄露",[38,1303,1304,1307],{},[41,1305,1306],{},"filesystem 限定路径","：args 里只给必要目录，不要给 \u002F 或整个 home",[38,1309,1310,1313],{},[41,1311,1312],{},".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",[38,1315,1316,1319],{},[41,1317,1318],{},"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",[38,1321,1322,1324],{},[41,1323,876],{}," 偶有 server 不可用，回退到 JSON 手动配置",[20,1326,674],{"id":673},[35,1328,1329,1332,1335,1338,1341,1344,1347,1350],{},[38,1330,1331],{},"✅ Claude Opus \u002F Sonnet 重度用户",[38,1333,1334],{},"✅ 想打通文件系统 \u002F DB \u002F GitHub \u002F 浏览器自动化的开发者",[38,1336,1337],{},"✅ 团队协作通过 Team Projects 共享上下文",[38,1339,1340],{},"✅ MCP 生态早期采用者 \u002F 工具开发者",[38,1342,1343],{},"❌ 中国大陆企业要正规付费 + 合规",[38,1345,1346],{},"❌ 纯代码工作流（Cursor \u002F Continue 更顺）",[38,1348,1349],{},"❌ 预算极紧（Free 配额很快耗尽）",[38,1351,1352],{},"❌ 要自托管 + 数据完全自主（走 OpenClaw \u002F 自家方案）",[20,1354,703],{"id":703},[35,1356,1357,1362,1366],{},[38,1358,1359],{},[709,1360,1361],{"href":801},"OpenClaw 评测",[38,1363,1364],{},[709,1365,718],{"href":717},[38,1367,1368],{},[709,1369,724],{"href":723},[20,1371,727],{"id":727},[729,1373,1374,1381,1388,1395],{},[38,1375,1376,1377],{},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt 改名 2025-09）",[709,1378,1379],{"href":1379,"rel":1380},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fdesktop-extensions",[738],[38,1382,1383,1384],{},"Toolradar — Claude Desktop MCP Server Setup 2026（路径 \u002F 配置示例）",[709,1385,1386],{"href":1386,"rel":1387},"https:\u002F\u002Ftoolradar.com\u002Fblog\u002Fclaude-desktop-mcp-server-setup",[738],[38,1389,1390,1391],{},"MCP Playground — Complete 2026 Setup Guide ",[709,1392,1393],{"href":1393,"rel":1394},"https:\u002F\u002Fmcpplaygroundonline.com\u002Fblog\u002Fhow-to-setup-mcp-claude-desktop",[738],[38,1396,1397,1398],{},"Anthropic — Pricing（Pro $20 \u002F Max $100 \u002F Max+ $200 \u002F Team $30 \u002F Enterprise）",[709,1399,1400],{"href":1400,"rel":1401},"https:\u002F\u002Fwww.anthropic.com\u002Fpricing",[738],[761,1403,1404],{},"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":194,"searchDepth":227,"depth":227,"links":1406},[1407,1408,1409,1410,1411,1412,1413,1414,1415,1416],{"id":22,"depth":209,"text":23},{"id":33,"depth":209,"text":33},{"id":107,"depth":209,"text":107},{"id":972,"depth":209,"text":973},{"id":187,"depth":209,"text":187},{"id":419,"depth":209,"text":419},{"id":608,"depth":209,"text":608},{"id":673,"depth":209,"text":674},{"id":703,"depth":209,"text":703},{"id":727,"depth":209,"text":727},"\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。",[1420,1423,1426,1428],{"q":1421,"a":1422},"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":1424,"a":1425},".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":792,"a":1427},"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":1429,"a":1430},"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。",[796,797,798],{},[804,1434,805],"windows",[1436,1439,1442,1446,1450,1454],{"plan":933,"price":580,"features":1437,"notes":1438},"基础 Claude Sonnet + MCP 支持 + 有限 message","试水 \u002F 个人轻度",{"plan":939,"price":1245,"features":1440,"notes":1441},"更多 message + Opus 模型 + Projects + 优先速度","个人主力",{"plan":945,"price":1443,"features":1444,"notes":1445},"$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":951,"price":1447,"features":1448,"notes":1449},"$200\u002F月","20x Pro 用量 + research preview 优先","极重度 \u002F Power user",{"plan":957,"price":1451,"features":1452,"notes":1453},"$30\u002Fuser·月","共享 Projects + admin + 用量分配 + 集中计费（最少 5 人）","小团队",{"plan":923,"price":1455,"features":1456,"notes":1457},"Custom","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",[1460],"onboarding\u002Fmcp-tool-development",{"power":243,"ux":243,"price":227,"cn_support":209,"stability":243},{"title":437,"description":1418},"Claude Desktop 评测 2026：Anthropic 官方桌面客户端，AI 助手本地使用",[1465,1467,1469,1471],{"name":1466,"url":1379,"accessed":822},"Anthropic — Desktop Extensions 公告（.mcpb \u002F .dxt）",{"name":1468,"url":1386,"accessed":822},"Toolradar — Claude Desktop MCP 设置 2026",{"name":1470,"url":1393,"accessed":822},"MCP Playground — 完整 2026 配置指南",{"name":1472,"url":1400,"accessed":822},"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",[1476,835,1477,1478,1479],"desktop-agent","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":1484,"title":440,"alternatives":1485,"api_compatible":15,"body":1487,"category":776,"chinese_friendly":243,"cover":2068,"description":2069,"domestic":239,"extension":780,"faq":2070,"free":239,"github":2083,"languages":2084,"lastVerified":799,"meta":2085,"models":15,"navigation":239,"notSuitable":15,"opensource":239,"path":717,"pillar":802,"platforms":2086,"priceTable":2090,"pricing":2102,"published":812,"relatedPlaybooks":2103,"relatedReviews":2105,"score":2107,"self_host":239,"seo":2108,"seoTitle":2109,"slug":13,"sources":2110,"stem":2119,"suitable":15,"tagline":2120,"tags":2121,"updated":822,"verdict":2128,"website":2030,"__hash__":2129},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fautoglm.md",[12,818,1486],"agent\u002Fgeneral\u002Fmanus",{"type":17,"value":1488,"toc":2056},[1489,1491,1494,1497,1499,1567,1569,1589,1594,1598,1602,1622,1626,1649,1653,1786,1788,1923,1925,1975,1977,2003,2005,2021,2023,2053],[20,1490,23],{"id":22},[25,1492,1493],{},"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。",[25,1495,1496],{},"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）。",[20,1498,33],{"id":33},[35,1500,1501,1507,1513,1519,1525,1531,1537,1543,1549,1555,1561],{},[38,1502,1503,1506],{},[41,1504,1505],{},"AutoGLM-Phone-9B","：MIT 协议开源模型，HuggingFace \u002F ModelScope 可下载",[38,1508,1509,1512],{},[41,1510,1511],{},"Android 适配层","：原生 Android API + Accessibility Service",[38,1514,1515,1518],{},[41,1516,1517],{},"Remote ADB","：初次配置后通过 WiFi 控制设备，无需 USB",[38,1520,1521,1524],{},[41,1522,1523],{},"多模态屏幕理解","：截屏 + UI 树双输入，规划 + grounding 分离",[38,1526,1527,1530],{},[41,1528,1529],{},"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",[38,1532,1533,1536],{},[41,1534,1535],{},"英文 App 覆盖","：Gmail \u002F Google Maps \u002F X \u002F Reddit \u002F OneStopShop",[38,1538,1539,1542],{},[41,1540,1541],{},"Web 浏览器智能体","：Chrome 扩展 + VAB-WebArena-Lite 55.2% \u002F 59.1%",[38,1544,1545,1548],{},[41,1546,1547],{},"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）",[38,1550,1551,1554],{},[41,1552,1553],{},"Safe Operations","：敏感操作（登录 \u002F 验证码）确认后由人接管",[38,1556,1557,1560],{},[41,1558,1559],{},"Python API","：几行代码就能跑通自动化任务",[38,1562,1563,1566],{},[41,1564,1565],{},"私有化部署","：模型 + 框架本地跑，数据 \u002F 日志 \u002F 权限完全自控",[20,1568,107],{"id":107},[35,1570,1571,1577,1583],{},[38,1572,1573,1576],{},[41,1574,1575],{},"Open-AutoGLM","：$0；模型 MIT + 代码 Apache 2.0",[38,1578,1579,1582],{},[41,1580,1581],{},"Chrome 扩展","：$0；Chrome Web Store 装即用",[38,1584,1585,1588],{},[41,1586,1587],{},"整合产品（智谱清言 App）","：商业服务，价格随订阅",[965,1590,1591],{},[25,1592,1593],{},"真实成本 = 0（开源）+ GPU 推理（9B 模型 RTX 4090 一张即可跑）",[20,1595,1597],{"id":1596},"实测开源版本-pixel-6a-ubuntu-2204","实测（开源版本 \u002F Pixel 6a + Ubuntu 22.04）",[25,1599,1600],{},[41,1601,130],{},[35,1603,1604,1607,1610,1613,1616,1619],{},[38,1605,1606],{},"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",[38,1608,1609],{},"中文 App 覆盖度领先：微信 \u002F 美团 \u002F 淘宝跑通率高",[38,1611,1612],{},"模型 9B 可在单卡 4090 + 24GB 显存跑，门槛友好",[38,1614,1615],{},"Remote ADB 让长跑实验摆脱 USB 线",[38,1617,1618],{},"学术 benchmark 数据透明（55.2% \u002F 59.1%）",[38,1620,1621],{},"safe-operation 设计对登录 \u002F 支付环节做人审接管，避免误操作",[25,1623,1624],{},[41,1625,158],{},[35,1627,1628,1631,1634,1637,1640,1643,1646],{},[38,1629,1630],{},"App 版本更新后 UI 元素变化要重新适配",[38,1632,1633],{},"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）",[38,1635,1636],{},"主要面向 Android，iOS 支持空缺",[38,1638,1639],{},"文档以 README + 论文为主，工程化最佳实践薄",[38,1641,1642],{},"国行 App 隐私 \u002F 反爬监测会偶尔拦截",[38,1644,1645],{},"Chrome 扩展 3.4 \u002F 5 评分中等，功能尚可但稳定性一般",[38,1647,1648],{},"整合版（智谱清言）和开源版差异要注意，别混用",[20,1650,1652],{"id":1651},"上手open-autoglm","上手（Open-AutoGLM）",[189,1654,1656],{"className":191,"code":1655,"language":193,"meta":194,"style":194},"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",[196,1657,1658,1667,1687,1691,1696,1707,1711,1716,1749,1753,1758,1768,1778],{"__ignoreMap":194},[199,1659,1660,1662,1664],{"class":201,"line":202},[199,1661,301],{"class":212},[199,1663,304],{"class":216},[199,1665,1666],{"class":216}," https:\u002F\u002Fgithub.com\u002Fzai-org\u002FOpen-AutoGLM\n",[199,1668,1669,1671,1674,1676,1679,1681,1684],{"class":201,"line":209},[199,1670,313],{"class":220},[199,1672,1673],{"class":216}," Open-AutoGLM",[199,1675,319],{"class":318},[199,1677,1678],{"class":212},"pip",[199,1680,217],{"class":216},[199,1682,1683],{"class":220}," -r",[199,1685,1686],{"class":216}," requirements.txt\n",[199,1688,1689],{"class":201,"line":227},[199,1690,240],{"emptyLinePlaceholder":239},[199,1692,1693],{"class":201,"line":236},[199,1694,1695],{"class":205},"# 下载 9B 模型\n",[199,1697,1698,1701,1704],{"class":201,"line":243},[199,1699,1700],{"class":212},"huggingface-cli",[199,1702,1703],{"class":216}," download",[199,1705,1706],{"class":216}," THUDM\u002FAutoGLM-Phone-9B\n",[199,1708,1709],{"class":201,"line":249},[199,1710,240],{"emptyLinePlaceholder":239},[199,1712,1713],{"class":201,"line":270},[199,1714,1715],{"class":205},"# 配置 ADB（USB 一次）\n",[199,1717,1718,1721,1724,1727,1729,1731,1734,1738,1741,1743,1746],{"class":201,"line":281},[199,1719,1720],{"class":212},"adb",[199,1722,1723],{"class":216}," tcpip",[199,1725,1726],{"class":220}," 5555",[199,1728,319],{"class":318},[199,1730,1720],{"class":212},[199,1732,1733],{"class":216}," connect",[199,1735,1737],{"class":1736},"szBVR"," \u003C",[199,1739,1740],{"class":216},"device-i",[199,1742,25],{"class":318},[199,1744,1745],{"class":1736},">",[199,1747,1748],{"class":216},":5555\n",[199,1750,1751],{"class":201,"line":287},[199,1752,240],{"emptyLinePlaceholder":239},[199,1754,1755],{"class":201,"line":292},[199,1756,1757],{"class":205},"# 跑示例任务\n",[199,1759,1760,1763,1766],{"class":201,"line":298},[199,1761,1762],{"class":212},"python",[199,1764,1765],{"class":216}," examples\u002Frun_phone_agent.py",[199,1767,267],{"class":220},[199,1769,1770,1773,1776],{"class":201,"line":310},[199,1771,1772],{"class":220},"  --model",[199,1774,1775],{"class":216}," THUDM\u002FAutoGLM-Phone-9B",[199,1777,267],{"class":220},[199,1779,1780,1783],{"class":201,"line":335},[199,1781,1782],{"class":220},"  --task",[199,1784,1785],{"class":216}," \"在小红书搜索罗马旅游攻略并总结景点\"\n",[20,1787,419],{"id":419},[421,1789,1790,1805],{},[424,1791,1792],{},[427,1793,1794,1796,1798,1800,1802],{},[430,1795,432],{},[430,1797,440],{},[430,1799,437],{},[430,1801,10],{},[430,1803,1804],{},"Anthropic Computer Use",[445,1806,1807,1824,1836,1851,1865,1880,1894,1908],{},[427,1808,1809,1812,1815,1818,1821],{},[450,1810,1811],{},"平台",[450,1813,1814],{},"Android + Web",[450,1816,1817],{},"macOS \u002F Windows + MCP",[450,1819,1820],{},"macOS\u002FLinux\u002FWin",[450,1822,1823],{},"跨平台",[427,1825,1826,1828,1830,1832,1834],{},[450,1827,529],{},[450,1829,538],{},[450,1831,535],{},[450,1833,532],{},[450,1835,1219],{},[427,1837,1838,1841,1844,1846,1848],{},[450,1839,1840],{},"中文 App",[450,1842,1843],{},"✅ 50+ 示例",[450,1845,475],{},[450,1847,1166],{},[450,1849,1850],{},"弱",[427,1852,1853,1856,1859,1861,1863],{},[450,1854,1855],{},"Phone agent",[450,1857,1858],{},"✅ 9B 模型",[450,1860,1219],{},[450,1862,1219],{},[450,1864,1219],{},[427,1866,1867,1870,1872,1875,1877],{},[450,1868,1869],{},"桌面 agent",[450,1871,1219],{},[450,1873,1874],{},"✅ MCP",[450,1876,1169],{},[450,1878,1879],{},"✅ 原生",[427,1881,1882,1885,1888,1890,1892],{},[450,1883,1884],{},"学术 benchmark",[450,1886,1887],{},"✅ 公开",[450,1889,475],{},[450,1891,475],{},[450,1893,1166],{},[427,1895,1896,1899,1901,1903,1906],{},[450,1897,1898],{},"整合 IM",[450,1900,475],{},[450,1902,475],{},[450,1904,1905],{},"✅ 20+ 平台",[450,1907,475],{},[427,1909,1910,1912,1915,1917,1920],{},[450,1911,593],{},[450,1913,1914],{},"国内 App \u002F 研究 \u002F 私有化",[450,1916,599],{},[450,1918,1919],{},"IM 触发个人 agent",[450,1921,1922],{},"跨平台桌面",[20,1924,608],{"id":608},[35,1926,1927,1933,1939,1945,1951,1957,1963,1969],{},[38,1928,1929,1932],{},[41,1930,1931],{},"App 版本敏感","：UI 改动后效果下降，要 pin App 版本或重训样本",[38,1934,1935,1938],{},[41,1936,1937],{},"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",[38,1940,1941,1944],{},[41,1942,1943],{},"iOS 暂缺","：需要 iOS agent 走别的方案",[38,1946,1947,1950],{},[41,1948,1949],{},"Remote ADB 安全","：开放端口必须限内网 + 防火墙",[38,1952,1953,1956],{},[41,1954,1955],{},"国行 App 反爬","：账号风控 \u002F 验证码会触发，必要时 human-in-the-loop",[38,1958,1959,1962],{},[41,1960,1961],{},"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",[38,1964,1965,1968],{},[41,1966,1967],{},"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",[38,1970,1971,1974],{},[41,1972,1973],{},"MIT 模型 + Apache 代码","：商用务必看 LICENSE，企业合规审计要走流程",[20,1976,674],{"id":673},[35,1978,1979,1982,1985,1988,1991,1994,1997,2000],{},[38,1980,1981],{},"✅ GUI agent 学术研究 \u002F 工程团队",[38,1983,1984],{},"✅ 国内 App 自治（微信 \u002F 美团 \u002F 淘宝 \u002F 小红书）",[38,1986,1987],{},"✅ 想本地跑 phone agent + 数据自主",[38,1989,1990],{},"✅ 私有化部署 + 合规需求",[38,1992,1993],{},"❌ 跨平台桌面自动化（Claude Desktop \u002F Anthropic Computer Use）",[38,1995,1996],{},"❌ iOS App 自治",[38,1998,1999],{},"❌ 要 production-grade 稳定性（仍在演进）",[38,2001,2002],{},"❌ 不懂 ADB \u002F Python 部署的纯用户",[20,2004,703],{"id":703},[35,2006,2007,2011,2015],{},[38,2008,2009],{},[709,2010,712],{"href":711},[38,2012,2013],{},[709,2014,1361],{"href":801},[38,2016,2017],{},[709,2018,2020],{"href":2019},"\u002Ftools\u002Fcoding\u002Fagent\u002Fmanus","Manus 评测",[20,2022,727],{"id":727},[729,2024,2025,2032,2039,2046],{},[38,2026,2027,2028],{},"AutoGLM 项目主页（含 Open-AutoGLM 2025-12-08 发布说明 \u002F benchmark 数据）",[709,2029,2030],{"href":2030,"rel":2031},"https:\u002F\u002Fxiao9905.github.io\u002FAutoGLM",[738],[38,2033,2034,2035],{},"腾讯新闻 — 智谱开源 AutoGLM（32 个月研发 \u002F MIT + Apache 2.0）",[709,2036,2037],{"href":2037,"rel":2038},"https:\u002F\u002Fnews.qq.com\u002Frain\u002Fa\u002F20251209A05V1G00",[738],[38,2040,2041,2042],{},"AutoGLM arXiv 论文 ",[709,2043,2044],{"href":2044,"rel":2045},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2411.00820",[738],[38,2047,2048,2049],{},"Chrome Web Store — 智谱清言 ChatGLM & AutoGLM 工作学习 AI 助手 ",[709,2050,2051],{"href":2051,"rel":2052},"https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fmnpdbmgpebfihcndnpgdaihnkmloclkd",[738],[761,2054,2055],{},"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":194,"searchDepth":227,"depth":227,"links":2057},[2058,2059,2060,2061,2062,2063,2064,2065,2066,2067],{"id":22,"depth":209,"text":23},{"id":33,"depth":209,"text":33},{"id":107,"depth":209,"text":107},{"id":1596,"depth":209,"text":1597},{"id":1651,"depth":209,"text":1652},{"id":419,"depth":209,"text":419},{"id":608,"depth":209,"text":608},{"id":673,"depth":209,"text":674},{"id":703,"depth":209,"text":703},{"id":727,"depth":209,"text":727},"\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。",[2071,2074,2077,2080],{"q":2072,"a":2073},"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":2075,"a":2076},"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":2078,"a":2079},"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":2081,"a":2082},"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",[797,796],{},[2087,2088,2089],"android","chrome-extension","web",[2091,2094,2098],{"plan":1575,"price":580,"features":2092,"notes":2093},"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":2095,"price":580,"features":2096,"notes":2097},"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":2099,"price":1455,"features":2100,"notes":2101},"智谱清言 App 内置","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",[2104],"onboarding\u002Fgui-agent-engineering",[2106],"autoglm-deep-review",{"power":236,"ux":236,"price":243,"cn_support":243,"stability":227},{"title":440,"description":2069},"AutoGLM 评测 2026：智谱 GUI 自治智能体，开源 9B 手机模型",[2111,2113,2115,2117],{"name":2112,"url":2030,"accessed":822},"AutoGLM 项目主页（清华 \u002F Z.AI）",{"name":2114,"url":2037,"accessed":822},"腾讯新闻 — 智谱开源 AutoGLM",{"name":2116,"url":2044,"accessed":822},"AutoGLM arXiv 论文 2411.00820",{"name":2118,"url":2051,"accessed":822},"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",[2122,2123,2124,832,2125,2126,2127],"gui-agent","mobile-agent","browser-agent","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",{"id":2131,"title":443,"alternatives":2132,"api_compatible":15,"body":2136,"category":776,"chinese_friendly":227,"cover":2830,"description":2831,"domestic":779,"extension":780,"faq":2832,"free":239,"github":2845,"languages":2846,"lastVerified":799,"meta":2847,"models":15,"navigation":239,"notSuitable":15,"opensource":239,"path":723,"pillar":802,"platforms":2848,"priceTable":2852,"pricing":2856,"published":812,"relatedPlaybooks":2857,"relatedReviews":15,"score":2859,"self_host":239,"seo":2860,"seoTitle":2861,"slug":14,"sources":2862,"stem":2871,"suitable":15,"tagline":2872,"tags":2873,"updated":822,"verdict":2879,"website":2792,"__hash__":2880},"tools\u002Ftools\u002Fagent\u002Fdesktop\u002Fcrush.md",[2133,2134,2135],"coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Faider","coding\u002Fcli\u002Fcodex",{"type":17,"value":2137,"toc":2818},[2138,2140,2143,2146,2148,2213,2215,2225,2230,2234,2238,2261,2265,2295,2297,2413,2418,2499,2501,2669,2671,2733,2735,2761,2763,2783,2785,2815],[20,2139,23],{"id":22},[25,2141,2142],{},"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）。",[25,2144,2145],{},"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）。",[20,2147,33],{"id":33},[35,2149,2150,2156,2162,2168,2174,2180,2186,2192,2198,2204],{},[38,2151,2152,2155],{},[41,2153,2154],{},"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",[38,2157,2158,2161],{},[41,2159,2160],{},"LSP 集成","：自动发现 + on-demand 启动，context-aware 代码理解",[38,2163,2164,2167],{},[41,2165,2166],{},"MCP 支持","：stdio \u002F HTTP \u002F SSE 三种 transport",[38,2169,2170,2173],{},[41,2171,2172],{},"Agent Skills 标准","：内置 skill discovery",[38,2175,2176,2179],{},[41,2177,2178],{},"AGENTS.md","：项目级 context 文件",[38,2181,2182,2185],{},[41,2183,2184],{},"SQLite session 持久化","：history navigation + 多会话隔离",[38,2187,2188,2191],{},[41,2189,2190],{},"桌面通知","：权限确认 + agent turn 完成提醒",[38,2193,2194,2197],{},[41,2195,2196],{},"跨平台二进制","：macOS + Linux + Windows（PowerShell + WSL）+ FreeBSD + OpenBSD + NetBSD + Android",[38,2199,2200,2203],{},[41,2201,2202],{},"Charm 生态","：Bubble Tea TUI + Lip Gloss 样式 + Glamour markdown + Bubbles 组件 + Fantasy LLM 抽象",[38,2205,2206,2212],{},[41,2207,2208,2211],{},[196,2209,2210],{},"@charmland\u002Fcrush"," NPM 包","：跨平台一键安装",[20,2214,107],{"id":107},[35,2216,2217,2222],{},[38,2218,2219,2221],{},[41,2220,933],{},"：$0；FSL-1.1-MIT（2 年后转 MIT）",[38,2223,2224],{},"真实成本 = LLM API 费用（自带 key）",[965,2226,2227],{},[25,2228,2229],{},"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。",[20,2231,2233],{"id":2232},"实测终端主力-macos-linux-ssh","实测（终端主力 \u002F macOS + Linux SSH）",[25,2235,2236],{},[41,2237,130],{},[35,2239,2240,2243,2246,2249,2252,2255,2258],{},[38,2241,2242],{},"TUI 颜值在终端 agent 里独一档，Bubble Tea 的丝滑动效",[38,2244,2245],{},"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",[38,2247,2248],{},"LSP 集成对 Go \u002F Rust \u002F TS \u002F Python 大型项目特别管用",[38,2250,2251],{},"MCP 三种 transport 覆盖几乎所有用例",[38,2253,2254],{},"AGENTS.md 让项目级 prompt 不丢",[38,2256,2257],{},"SQLite 多 session 隔离干净",[38,2259,2260],{},"跨平台二进制保留 SSH + 远程开发用户",[25,2262,2263],{},[41,2264,158],{},[35,2266,2267,2270,2273,2276,2279,2282,2285,2292],{},[38,2268,2269],{},"FSL-1.1-MIT 不是 OSI 标准开源，企业法务要审一遍",[38,2271,2272],{},"自带 API Key，新手要先准备至少一家 provider",[38,2274,2275],{},"~22MB+ 二进制 + Go runtime + SQLite，比 aider 重",[38,2277,2278],{},"仅 TUI，没 IDE 插件 \u002F web UI",[38,2280,2281],{},"160+ releases 节奏快，breaking change 偶发",[38,2283,2284],{},"中文 prompt 效果取决于底层模型，UI 文档英文为主",[38,2286,2287,2288,2291],{},"多模型 routing 默认策略可能不省钱，手动配 ",[196,2289,2290],{},"crush.json"," 更精细",[38,2293,2294],{},"Windows 原生 PowerShell 偶有渲染问题，WSL 体验更好",[20,2296,187],{"id":187},[189,2298,2300],{"className":191,"code":2299,"language":193,"meta":194,"style":194},"# 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",[196,2301,2302,2307,2317,2321,2326,2337,2341,2346,2356,2360,2365,2379,2391,2395,2399,2404,2408],{"__ignoreMap":194},[199,2303,2304],{"class":201,"line":202},[199,2305,2306],{"class":205},"# macOS\n",[199,2308,2309,2312,2314],{"class":201,"line":209},[199,2310,2311],{"class":212},"brew",[199,2313,217],{"class":216},[199,2315,2316],{"class":216}," charmbracelet\u002Ftap\u002Fcrush\n",[199,2318,2319],{"class":201,"line":227},[199,2320,240],{"emptyLinePlaceholder":239},[199,2322,2323],{"class":201,"line":236},[199,2324,2325],{"class":205},"# 跨平台 NPM\n",[199,2327,2328,2330,2332,2334],{"class":201,"line":243},[199,2329,213],{"class":212},[199,2331,217],{"class":216},[199,2333,221],{"class":220},[199,2335,2336],{"class":216}," @charmland\u002Fcrush\n",[199,2338,2339],{"class":201,"line":249},[199,2340,240],{"emptyLinePlaceholder":239},[199,2342,2343],{"class":201,"line":270},[199,2344,2345],{"class":205},"# Go 直装\n",[199,2347,2348,2351,2353],{"class":201,"line":281},[199,2349,2350],{"class":212},"go",[199,2352,217],{"class":216},[199,2354,2355],{"class":216}," github.com\u002Fcharmbracelet\u002Fcrush@latest\n",[199,2357,2358],{"class":201,"line":287},[199,2359,240],{"emptyLinePlaceholder":239},[199,2361,2362],{"class":201,"line":292},[199,2363,2364],{"class":205},"# 配置 API Key（任选）\n",[199,2366,2367,2370,2373,2376],{"class":201,"line":298},[199,2368,2369],{"class":1736},"export",[199,2371,2372],{"class":318}," ANTHROPIC_API_KEY",[199,2374,2375],{"class":1736},"=",[199,2377,2378],{"class":216},"\"sk-ant-...\"\n",[199,2380,2381,2383,2386,2388],{"class":201,"line":310},[199,2382,2369],{"class":1736},[199,2384,2385],{"class":318}," OPENAI_API_KEY",[199,2387,2375],{"class":1736},[199,2389,2390],{"class":216},"\"sk-...\"\n",[199,2392,2393],{"class":201,"line":335},[199,2394,240],{"emptyLinePlaceholder":239},[199,2396,2397],{"class":201,"line":340},[199,2398,362],{"class":205},[199,2400,2401],{"class":201,"line":346},[199,2402,2403],{"class":212},"crush\n",[199,2405,2406],{"class":201,"line":354},[199,2407,240],{"emptyLinePlaceholder":239},[199,2409,2410],{"class":201,"line":359},[199,2411,2412],{"class":205},"# Ctrl+P → Switch Model 切换；Ctrl+S 切 session；输入 \u002Fhelp 看命令\n",[25,2414,2415,2417],{},[196,2416,2290],{}," 加 Z.AI GLM Coding Plan 自定义 provider：",[189,2419,2421],{"className":1047,"code":2420,"language":1049,"meta":194,"style":194},"{\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",[196,2422,2423,2427,2434,2441,2453,2465,2477,2487,2491,2495],{"__ignoreMap":194},[199,2424,2425],{"class":201,"line":202},[199,2426,1056],{"class":318},[199,2428,2429,2432],{"class":201,"line":209},[199,2430,2431],{"class":220},"  \"providers\"",[199,2433,1064],{"class":318},[199,2435,2436,2439],{"class":201,"line":227},[199,2437,2438],{"class":220},"    \"zai\"",[199,2440,1064],{"class":318},[199,2442,2443,2446,2448,2451],{"class":201,"line":236},[199,2444,2445],{"class":220},"      \"id\"",[199,2447,1079],{"class":318},[199,2449,2450],{"class":216},"\"zai\"",[199,2452,1085],{"class":318},[199,2454,2455,2458,2460,2463],{"class":201,"line":243},[199,2456,2457],{"class":220},"      \"name\"",[199,2459,1079],{"class":318},[199,2461,2462],{"class":216},"\"ZAI Provider\"",[199,2464,1085],{"class":318},[199,2466,2467,2470,2472,2475],{"class":201,"line":249},[199,2468,2469],{"class":220},"      \"base_url\"",[199,2471,1079],{"class":318},[199,2473,2474],{"class":216},"\"https:\u002F\u002Fapi.z.ai\u002Fapi\u002Fcoding\u002Fpaas\u002Fv4\"",[199,2476,1085],{"class":318},[199,2478,2479,2482,2484],{"class":201,"line":270},[199,2480,2481],{"class":220},"      \"api_key\"",[199,2483,1079],{"class":318},[199,2485,2486],{"class":216},"\"your_api_key\"\n",[199,2488,2489],{"class":201,"line":281},[199,2490,1115],{"class":318},[199,2492,2493],{"class":201,"line":287},[199,2494,1120],{"class":318},[199,2496,2497],{"class":201,"line":292},[199,2498,1125],{"class":318},[20,2500,419],{"id":419},[421,2502,2503,2520],{},[424,2504,2505],{},[427,2506,2507,2509,2511,2514,2517],{},[430,2508,432],{},[430,2510,443],{},[430,2512,2513],{},"Claude Code",[430,2515,2516],{},"Aider",[430,2518,2519],{},"Codex CLI",[445,2521,2522,2539,2556,2569,2583,2598,2610,2624,2638,2653],{},[427,2523,2524,2527,2530,2533,2536],{},[450,2525,2526],{},"TUI 颜值",[450,2528,2529],{},"✅ 顶级",[450,2531,2532],{},"✅ 良好",[450,2534,2535],{},"文本朴素",[450,2537,2538],{},"一般",[427,2540,2541,2544,2547,2550,2553],{},[450,2542,2543],{},"多模型切换",[450,2545,2546],{},"✅ mid-session",[450,2548,2549],{},"Claude only",[450,2551,2552],{},"✅ 任意",[450,2554,2555],{},"OpenAI only",[427,2557,2558,2561,2563,2565,2567],{},[450,2559,2560],{},"LSP",[450,2562,516],{},[450,2564,475],{},[450,2566,475],{},[450,2568,475],{},[427,2570,2571,2574,2577,2579,2581],{},[450,2572,2573],{},"MCP",[450,2575,2576],{},"✅ 全 transport",[450,2578,2576],{},[450,2580,475],{},[450,2582,1166],{},[427,2584,2585,2588,2591,2594,2596],{},[450,2586,2587],{},"Skills",[450,2589,2590],{},"✅ 标准",[450,2592,2593],{},"✅ Skills 体系",[450,2595,475],{},[450,2597,475],{},[427,2599,2600,2602,2604,2606,2608],{},[450,2601,2178],{},[450,2603,516],{},[450,2605,516],{},[450,2607,475],{},[450,2609,475],{},[427,2611,2612,2615,2617,2619,2622],{},[450,2613,2614],{},"协议",[450,2616,541],{},[450,2618,535],{},[450,2620,2621],{},"Apache 2.0",[450,2623,535],{},[427,2625,2626,2628,2631,2633,2636],{},[450,2627,1811],{},[450,2629,2630],{},"极广",[450,2632,1820],{},[450,2634,2635],{},"全平台",[450,2637,1820],{},[427,2639,2640,2642,2645,2648,2650],{},[450,2641,577],{},[450,2643,2644],{},"$0 + API 费",[450,2646,2647],{},"API 费 \u002F Pro",[450,2649,2644],{},[450,2651,2652],{},"API 费 \u002F Plus",[427,2654,2655,2657,2660,2663,2666],{},[450,2656,593],{},[450,2658,2659],{},"终端 + 多模型 + Power user",[450,2661,2662],{},"Anthropic 生态",[450,2664,2665],{},"Git refactor",[450,2667,2668],{},"OpenAI 生态",[20,2670,608],{"id":608},[35,2672,2673,2679,2691,2697,2703,2709,2715,2721,2727],{},[38,2674,2675,2678],{},[41,2676,2677],{},"FSL 协议商业审查","：商业竞品场景前法务过一遍，2 年后转 MIT",[38,2680,2681,2684,2685,2688,2689],{},[41,2682,2683],{},"API Key 管理","：用 ",[196,2686,2687],{},"pass"," \u002F 1Password CLI \u002F direnv，不硬编码 ",[196,2690,2290],{},[38,2692,2693,2696],{},[41,2694,2695],{},"breaking change 跟进","：160+ releases 节奏快，pin 版本到 stable",[38,2698,2699,2702],{},[41,2700,2701],{},"LSP 启动慢","：大项目首次启动数秒，正常现象",[38,2704,2705,2708],{},[41,2706,2707],{},"Ollama 本地优先","：日常简单任务跑 7B，复杂任务再切云",[38,2710,2711,2714],{},[41,2712,2713],{},"Windows 用 WSL","：原生 PowerShell 有 ANSI 渲染坑",[38,2716,2717,2720],{},[41,2718,2719],{},"AGENTS.md 写好","：项目 context 决定 80% 体验，按官方模板写",[38,2722,2723,2726],{},[41,2724,2725],{},"session 切换勤快点","：不同任务开不同 session，history 干净",[38,2728,2729,2732],{},[41,2730,2731],{},"MCP server 信任评估","：装新 MCP 前看 source \u002F 权限",[20,2734,674],{"id":673},[35,2736,2737,2740,2743,2746,2749,2752,2755,2758],{},[38,2738,2739],{},"✅ 终端主力 \u002F SSH 远程开发",[38,2741,2742],{},"✅ 多模型用户（Claude + GPT + Gemini + Ollama 一起用）",[38,2744,2745],{},"✅ Go \u002F Rust \u002F TS \u002F Python 大型项目（LSP 加成大）",[38,2747,2748],{},"✅ 不想被单一 vendor 绑定",[38,2750,2751],{},"❌ 纯 GUI \u002F IDE 党",[38,2753,2754],{},"❌ 要 Anthropic 官方 Skills 体系（用 Claude Code）",[38,2756,2757],{},"❌ 要 OpenAI 桌面深度（用 Codex）",[38,2759,2760],{},"❌ 商业竞品 \u002F 法务严格场景（FSL 协议要审）",[20,2762,703],{"id":703},[35,2764,2765,2771,2777],{},[38,2766,2767],{},[709,2768,2770],{"href":2769},"\u002Ftools\u002Fcoding\u002Fcli\u002Fclaude-code","Claude Code 评测",[38,2772,2773],{},[709,2774,2776],{"href":2775},"\u002Ftools\u002Fcoding\u002Fcli\u002Faider","Aider 评测",[38,2778,2779],{},[709,2780,2782],{"href":2781},"\u002Ftools\u002Fcoding\u002Fcli\u002Fcodex","Codex 评测",[20,2784,727],{"id":727},[729,2786,2787,2794,2801,2808],{},[38,2788,2789,2790],{},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases \u002F FSL-1.1-MIT）",[709,2791,2792],{"href":2792,"rel":2793},"https:\u002F\u002Fgithub.com\u002Fcharmbracelet\u002Fcrush",[738],[38,2795,2796,2797],{},"Artificialus — Crush 评测 2026 ",[709,2798,2799],{"href":2799,"rel":2800},"https:\u002F\u002Fartificialus.com\u002Fagents\u002Fcrush",[738],[38,2802,2803,2804],{},"Typevar — Crush 入门 + 安装 ",[709,2805,2806],{"href":2806,"rel":2807},"https:\u002F\u002Ftypevar.dev\u002Farticles\u002Fcharmbracelet\u002Fcrush",[738],[38,2809,2810,2811],{},"Z.AI Devpack — Crush + GLM Coding Plan 集成 ",[709,2812,2813],{"href":2813,"rel":2814},"https:\u002F\u002Fdocs.z.ai\u002Fdevpack\u002Ftool\u002Fcrush",[738],[761,2816,2817],{},"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":194,"searchDepth":227,"depth":227,"links":2819},[2820,2821,2822,2823,2824,2825,2826,2827,2828,2829],{"id":22,"depth":209,"text":23},{"id":33,"depth":209,"text":33},{"id":107,"depth":209,"text":107},{"id":2232,"depth":209,"text":2233},{"id":187,"depth":209,"text":187},{"id":419,"depth":209,"text":419},{"id":608,"depth":209,"text":608},{"id":673,"depth":209,"text":674},{"id":703,"depth":209,"text":703},{"id":727,"depth":209,"text":727},"\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。",[2833,2836,2839,2842],{"q":2834,"a":2835},"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":2837,"a":2838},"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":2840,"a":2841},"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":2843,"a":2844},"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。","https:\u002F\u002Fgithub.com\u002Fcrushofficial\u002Fcrush",[796],{},[804,805,1434,2849,2850,2851,2087],"freebsd","openbsd","netbsd",[2853],{"plan":933,"price":580,"features":2854,"notes":2855},"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",[2858],"onboarding\u002Fterminal-ai-agent-workflow",{"power":243,"ux":243,"price":243,"cn_support":227,"stability":236},{"title":443,"description":2831},"Crush - 终端 AI 编程 Agent 评测与使用指南 | AIHO",[2863,2865,2867,2869],{"name":2864,"url":2792,"accessed":822},"Charmbracelet\u002Fcrush GitHub（24.7k stars \u002F 160 releases）",{"name":2866,"url":2799,"accessed":822},"Artificialus — Crush 评测（功能 \u002F 协议 \u002F 平台覆盖）",{"name":2868,"url":2806,"accessed":822},"Typevar — Crush 入门 + 使用场景",{"name":2870,"url":2813,"accessed":822},"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",[2874,2875,2876,2877,835,832,2878],"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。","6wbLIE3BYx7W6AZ4HqilUvoHOp26apMt6UHM68kf_n8",1785660639047]