[{"data":1,"prerenderedAt":3184},["ShallowReactive",2],{"docs:manual/skills-system":3,"content-manifest":673},{"id":4,"title":5,"body":6,"category":656,"date":657,"description":658,"extension":659,"meta":660,"navigation":661,"path":662,"seo":663,"source":664,"sourceName":665,"sourceType":666,"stem":667,"tags":668,"updatedAt":671,"__hash__":672},"docs/docs/manual/skills-system.md","Skills 系统怎么工作",{"type":7,"value":8,"toc":633},"minimark",[9,13,17,20,36,41,44,53,56,59,70,77,80,91,98,101,104,107,110,121,125,128,145,148,159,162,166,169,186,189,193,196,199,213,216,227,230,299,302,325,329,332,346,349,360,364,367,384,387,398,402,405,436,439,463,467,470,484,490,493,507,511,514,528,531,534,546,554,558,561,572,575,579,582,599,602,629],[10,11,5],"h1",{"id":12},"skills-系统怎么工作",[14,15,16],"p",{},"如果你把 OpenClaw 理解成“能做很多事情的 Agent”，那 Skills 就是把这些事情组织成可复用能力单元的核心机制之一。",[14,18,19],{},"但 Skills 的重点不只是“装什么”，更是：",[21,22,23,27,30,33],"ul",{},[24,25,26],"li",{},"从哪里加载",[24,28,29],{},"哪些会覆盖哪些",[24,31,32],{},"模型怎么知道当前有哪些能力",[24,34,35],{},"第三方技能到底有多大风险",[37,38,40],"h2",{"id":39},"_1-skills-的实际来源比三层更细","1. Skills 的实际来源比“三层”更细",[14,42,43],{},"根据官方当前文档，Skills 更适合拆成下面几层：",[45,46,48,49],"h3",{"id":47},"工作区级-workspaceskills","工作区级 ",[50,51,52],"code",{},"\u003Cworkspace>/skills",[14,54,55],{},"只对当前项目或当前 workspace 生效，并且优先级最高。",[14,57,58],{},"这层最适合：",[21,60,61,64,67],{},[24,62,63],{},"团队私有技能",[24,65,66],{},"项目特定流程",[24,68,69],{},"对共享技能或 bundled skills 的局部重写",[45,71,73,74],{"id":72},"共享-本地管理级-openclawskills","共享 / 本地管理级 ",[50,75,76],{},"~/.openclaw/skills",[14,78,79],{},"这层更像“同一台机器上的公共技能区”。官方现在把它解释为 managed/local 技能覆盖层，适合：",[21,81,82,85,88],{},[24,83,84],{},"机器级共享技能",[24,86,87],{},"本地 patch 或 pin 某个技能",[24,89,90],{},"不想直接改 bundled skills 时做覆盖",[45,92,94,95],{"id":93},"额外共享目录-skillsloadextradirs","额外共享目录 ",[50,96,97],{},"skills.load.extraDirs",[14,99,100],{},"官方现在把它单独列为 Skills 配置的一部分。它适合挂团队技能包或统一技能仓库，但优先级低于工作区和本地管理级。",[45,102,103],{"id":103},"内置技能",[14,105,106],{},"随 OpenClaw 发布的 bundled skills，开箱即用。",[45,108,109],{"id":109},"插件附带技能",[14,111,112,113,116,117,120],{},"官方现在还明确说明：插件可以在 ",[50,114,115],{},"openclaw.plugin.json"," 里声明自己的 ",[50,118,119],{},"skills"," 目录。只要插件启用，这些技能也会进入正常的优先级系统。",[37,122,124],{"id":123},"_2-优先级为什么重要","2. 优先级为什么重要",[14,126,127],{},"如果同名 Skill 在多个来源同时存在，官方当前给出的优先级可以概括成：",[129,130,131,134,137,142],"ol",{},[24,132,133],{},"工作区级",[24,135,136],{},"共享 / 本地管理级",[24,138,139],{},[50,140,141],{},"extraDirs",[24,143,144],{},"bundled skills",[14,146,147],{},"这带来的实际意义是：",[21,149,150,153,156],{},[24,151,152],{},"你可以在项目里重写一个全局技能",[24,154,155],{},"不需要修改底层内置技能",[24,157,158],{},"其他项目不会被一并影响",[14,160,161],{},"这也是为什么工作区级技能特别适合团队协作。",[37,163,165],{"id":164},"_3-skills-启动时会做什么","3. Skills 启动时会做什么",[14,167,168],{},"一个更容易理解的加载流程通常是：",[129,170,171,174,177,180,183],{},[24,172,173],{},"扫描可用技能目录",[24,175,176],{},"读取每个技能的核心说明和元信息",[24,178,179],{},"判断是否满足需要的环境变量或依赖",[24,181,182],{},"结合启停配置过滤不可用项",[24,184,185],{},"把可用能力注入当前 system prompt / 运行环境",[14,187,188],{},"真正关键的是最后一步：模型必须“知道自己能做什么”，否则技能即使存在，也未必能被正确调用。",[37,190,192],{"id":191},"_4-clawhub-现在不只是安装入口","4. ClawHub 现在不只是安装入口",[14,194,195],{},"ClawHub 更适合被理解成公开技能注册表，而不是默认可信白名单。",[14,197,198],{},"它的价值在于：",[21,200,201,204,207,210],{},[24,202,203],{},"发现技能",[24,205,206],{},"安装技能",[24,208,209],{},"更新和管理版本",[24,211,212],{},"让社区共享能力方向",[14,214,215],{},"但它的风险也很明确：",[21,217,218,221,224],{},[24,219,220],{},"公开生态质量参差不齐",[24,222,223],{},"重复和低质量内容很多",[24,225,226],{},"第三方技能天然带来执行权限风险",[14,228,229],{},"官方 2026 年 3 月版文档里，ClawHub 的常见流程已经很完整：",[231,232,237],"pre",{"className":233,"code":234,"language":235,"meta":236,"style":236},"language-bash shiki shiki-themes github-light github-dark","clawhub search \"calendar\"\nclawhub install \u003Cskill-slug>\nclawhub update --all\nclawhub sync --all\n","bash","",[50,238,239,255,277,289],{"__ignoreMap":236},[240,241,244,248,252],"span",{"class":242,"line":243},"line",1,[240,245,247],{"class":246},"sScJk","clawhub",[240,249,251],{"class":250},"sZZnC"," search",[240,253,254],{"class":250}," \"calendar\"\n",[240,256,258,260,263,267,270,274],{"class":242,"line":257},2,[240,259,247],{"class":246},[240,261,262],{"class":250}," install",[240,264,266],{"class":265},"szBVR"," \u003C",[240,268,269],{"class":250},"skill-slu",[240,271,273],{"class":272},"sVt8B","g",[240,275,276],{"class":265},">\n",[240,278,280,282,285],{"class":242,"line":279},3,[240,281,247],{"class":246},[240,283,284],{"class":250}," update",[240,286,288],{"class":287},"sj4cs"," --all\n",[240,290,292,294,297],{"class":242,"line":291},4,[240,293,247],{"class":246},[240,295,296],{"class":250}," sync",[240,298,288],{"class":287},[14,300,301],{},"同时它还补了几个很实用的细节：",[21,303,304,310,313,319],{},[24,305,306,307],{},"默认安装到当前工作目录的 ",[50,308,309],{},"./skills",[24,311,312],{},"如果当前目录不是工作区，会回退到已配置的 OpenClaw workspace",[24,314,315,316],{},"已安装技能会记录在 ",[50,317,318],{},".clawhub/lock.json",[24,320,321,324],{},[50,322,323],{},"sync"," 可以扫描旧技能目录并做发布/对齐",[37,326,328],{"id":327},"_5-为什么不能一次装太多-skills","5. 为什么不能一次装太多 Skills",[14,330,331],{},"每增加一个 Skill，不只是“多一个功能”，还会带来额外成本：",[21,333,334,337,340,343],{},[24,335,336],{},"system prompt 更长",[24,338,339],{},"能力选择更复杂",[24,341,342],{},"排查变难",[24,344,345],{},"安全面扩大",[14,347,348],{},"因此更稳的做法通常是：",[21,350,351,354,357],{},[24,352,353],{},"先装 3 到 5 个高频技能",[24,355,356],{},"跑熟后再逐步增加",[24,358,359],{},"不要为了“看起来很强”把几十个技能同时堆进去",[37,361,363],{"id":362},"_6-哪些-skills-更适合先装","6. 哪些 Skills 更适合先装",[14,365,366],{},"更适合第一批尝试的通常是：",[21,368,369,372,375,378,381],{},[24,370,371],{},"检索与调研",[24,373,374],{},"文档整理",[24,376,377],{},"代码审查",[24,379,380],{},"轻量浏览器操作",[24,382,383],{},"与当前工作强相关的少量自动化能力",[14,385,386],{},"不建议第一批就大量接入的通常是：",[21,388,389,392,395],{},[24,390,391],{},"高权限终端执行",[24,393,394],{},"生产部署操作",[24,396,397],{},"钱包、密钥、敏感账户集成",[37,399,401],{"id":400},"_7-skills-配置现在值得单独看","7. Skills 配置现在值得单独看",[14,403,404],{},"官方把 Skills 配置页拆得更细了，说明现在真正影响使用体验的，不只是“有没有装”，还包括：",[21,406,407,412,416,421,426,431],{},[24,408,409],{},[50,410,411],{},"skills.allowBundled",[24,413,414],{},[50,415,97],{},[24,417,418],{},[50,419,420],{},"skills.load.watch",[24,422,423],{},[50,424,425],{},"skills.load.watchDebounceMs",[24,427,428],{},[50,429,430],{},"skills.entries.\u003Cname>.enabled",[24,432,433],{},[50,434,435],{},"skills.install.nodeManager",[14,437,438],{},"其中几个最容易忽略：",[21,440,441,447,457],{},[24,442,443,446],{},[50,444,445],{},"allowBundled"," 只影响内置技能，不影响工作区或 ClawHub 安装的技能",[24,448,449,452,453,456],{},[50,450,451],{},"watch: true"," 可以在 ",[50,454,455],{},"SKILL.md"," 变化时自动刷新 skills snapshot",[24,458,459,462],{},[50,460,461],{},"entries.\u003Cname>.enabled"," 是控制复杂度最有效的逐项开关",[37,464,466],{"id":465},"_8-自建-skill-应该怎么理解","8. 自建 Skill 应该怎么理解",[14,468,469],{},"一个 Skill 的核心不在于目录多复杂，而在于：",[21,471,472,475,478,481],{},[24,473,474],{},"说明清不清楚",[24,476,477],{},"触发条件是否明确",[24,479,480],{},"所需环境变量是否写清",[24,482,483],{},"输出和副作用是否可控",[14,485,486,487,489],{},"很多时候，一个最小可用 Skill 只需要一个清晰的 ",[50,488,455],{},"。",[14,491,492],{},"官方创建 Skills 页面到 2026 年 3 月的核心定义仍然很清楚：",[21,494,495,501,504],{},[24,496,497,498,500],{},"Skill 本质上就是一个带 ",[50,499,455],{}," 的目录",[24,502,503],{},"可选带脚本和资源",[24,505,506],{},"重点是说明、边界、触发和副作用写得是否清楚",[37,508,510],{"id":509},"_9-第三方-skills-最该防什么","9. 第三方 Skills 最该防什么",[14,512,513],{},"比起“技能能不能运行”，更该优先判断的是：",[21,515,516,519,522,525],{},[24,517,518],{},"是否要求额外下载可执行文件",[24,520,521],{},"是否要求运行不透明 shell 脚本",[24,523,524],{},"是否会修改长期记忆或人格文件",[24,526,527],{},"是否试图接触高权限目录、密钥或远程系统",[14,529,530],{},"一旦你把它装进系统，它就不再只是“内容”，而是实际执行能力的一部分。",[14,532,533],{},"官方 2026 年 3 月版 Skills 页还新增了一条很关键的安全边界：",[21,535,536,541],{},[24,537,538],{},[50,539,540],{},"skills.entries.*.env",[24,542,543],{},[50,544,545],{},"skills.entries.*.apiKey",[14,547,548,549,553],{},"这些配置会把秘密注入",[550,551,552],"strong",{},"宿主机进程","，而不是沙箱。所以一旦技能本身不可信，风险会比很多人想象得更大。",[37,555,557],{"id":556},"_10-还要考虑-prompt-成本","10. 还要考虑 prompt 成本",[14,559,560],{},"官方 Skills 总页现在明确写了：只要有可用 Skills，OpenClaw 就会把一份紧凑的 skills 列表注入系统提示。也就是说：",[21,562,563,566,569],{},[24,564,565],{},"技能越多，prompt 越长",[24,567,568],{},"描述越啰嗦，成本越高",[24,570,571],{},"“装很多但不常用”的技能会长期抬高上下文负担",[14,573,574],{},"这也是为什么技能治理从来不是“越多越好”。",[37,576,578],{"id":577},"_11-一条更稳的使用路径","11. 一条更稳的使用路径",[14,580,581],{},"建议按下面顺序推进：",[129,583,584,587,590,593,596],{},[24,585,586],{},"先理解 Skills 来源和优先级",[24,588,589],{},"先装少量高频技能",[24,591,592],{},"先在独立 workspace 测试",[24,594,595],{},"再考虑把技能带进长期环境",[24,597,598],{},"需要定制时，再写项目级 Skill",[37,600,601],{"id":601},"下一步推荐",[21,603,604,611,617,623],{},[24,605,606],{},[607,608,610],"a",{"href":609},"/skills","热门技能",[24,612,613],{},[607,614,616],{"href":615},"/configurations","关键配置",[24,618,619],{},[607,620,622],{"href":621},"/docs/operations/safety-basics","OpenClaw 安全配置基础",[24,624,625],{},[607,626,628],{"href":627},"/docs/manual/agent-workspace","Agent 工作区结构说明",[630,631,632],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: 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风险，以及为什么不应该一次安装过多技能。","md",{},true,"/docs/manual/skills-system",{"title":5,"description":658},"https://docs.openclaw.ai/zh-CN/tools/skills","OpenClaw 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[869,1714,1715,1182,1468],"transcript","jsonl",{"title":1717,"description":1718,"path":1719,"category":1462,"updatedAt":1712,"sourceType":666,"tags":1720},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[987,1132,1721,1406,708],"store",{"title":1723,"description":1724,"path":1725,"category":1462,"updatedAt":875,"sourceType":666,"tags":1726},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[670,1421,1406,1727,1468],"ingress",{"title":1729,"description":1730,"path":1731,"category":1462,"updatedAt":756,"sourceType":666,"tags":1732},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[701,1639,1257,1640,708],{"title":2203,"description":2204,"path":2205,"category":1825,"date":756,"updatedAt":756,"sourceType":666,"source":2206,"tags":2207},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2208,1762,2209,2210,2211],"showcase","home-assistant","nix","infrastructure",{"title":2213,"description":2214,"path":2215,"category":2033,"date":847,"updatedAt":847,"sourceType":666,"source":2216,"tags":2217},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2208,691,957,2245,2246],"vector-search","knowledge",{"title":2248,"description":2249,"path":2250,"category":2033,"date":865,"updatedAt":865,"sourceType":666,"source":2251,"tags":2252},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[1619,868,896,898,965],{"title":2254,"description":2255,"path":2256,"category":2033,"date":847,"updatedAt":847,"sourceType":666,"source":2257,"tags":2258},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[1018,814,850,1022,690],{"title":2260,"description":2261,"path":2262,"category":2033,"date":799,"updatedAt":799,"sourceType":666,"source":2090,"tags":2263},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[807,1661,959,948,1344],{"title":2265,"description":2266,"path":2267,"category":2033,"date":865,"updatedAt":865,"sourceType":666,"source":2268,"tags":2269},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1397,950,928,999,758],{"title":2283,"description":2284,"path":2285,"category":2033,"date":875,"updatedAt":875,"sourceType":666,"source":2286,"tags":2287},"OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","官方最近围绕 Dashboard、WebChat 和 Gateway Protocol 的文档更新，越来越清楚地把这些入口解释成同一套 operator surface 的不同层，而不是彼此割裂的功能页。","/news/openclaw-operator-surface-convergence-watch-2026-03-29","https://docs.openclaw.ai/gateway/protocol",[744,814,1233,1397,842],{"title":2289,"description":2290,"path":2291,"category":2033,"date":865,"updatedAt":865,"sourceType":666,"source":2133,"tags":2292},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[959,807,841,948,1111],{"title":2318,"description":2319,"path":2320,"category":2033,"date":875,"updatedAt":875,"sourceType":666,"source":2321,"tags":2322},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[959,1467,807,688,708],{"title":2324,"description":2325,"path":2326,"category":1825,"date":756,"updatedAt":756,"sourceType":666,"source":2027,"tags":2327},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[1382,1383,1385,1384],{"title":2329,"description":2330,"path":2331,"category":2033,"date":847,"updatedAt":847,"sourceType":666,"source":2047,"tags":2332},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[744,999,841,758,1287],{"title":2334,"description":2335,"path":2336,"category":2033,"date":865,"updatedAt":865,"sourceType":666,"source":2337,"tags":2338},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[850,849,2339,690,851],"threads",{"title":2341,"description":2342,"path":2343,"category":2033,"date":865,"updatedAt":865,"sourceType":666,"source":2344,"tags":2345},"OpenClaw Secret 观察：active snapshot 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降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[670,1700,974,2372,708],"proxy",{"title":2374,"description":2375,"path":2376,"category":2033,"date":1712,"updatedAt":1712,"sourceType":666,"source":2377,"tags":2378},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[869,1715,1182,1714,688],{"title":2380,"description":2381,"path":2382,"category":2033,"date":1712,"updatedAt":1712,"sourceType":666,"source":2383,"tags":2384},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 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