[{"data":1,"prerenderedAt":3243},["ShallowReactive",2],{"docs:manual/plugins-overview":3,"content-manifest":737},{"id":4,"title":5,"body":6,"category":717,"date":718,"description":719,"extension":720,"meta":721,"navigation":722,"path":723,"seo":724,"source":725,"sourceName":726,"sourceType":727,"stem":728,"tags":729,"updatedAt":735,"__hash__":736},"docs/docs/manual/plugins-overview.md","OpenClaw 插件系统怎么用",{"type":7,"value":8,"toc":695},"minimark",[9,13,17,20,33,36,40,43,54,57,75,82,86,89,92,100,103,112,115,118,143,146,174,177,188,191,195,198,215,218,234,237,240,280,283,286,330,337,340,343,346,366,369,380,387,390,393,413,416,419,422,425,428,436,439,446,449,460,463,466,469,486,489,503,506,509,537,541,544,547,550,574,577,581,584,595,598,601,612,615,619,622,636,639,643,646,657,660,663,691],[10,11,5],"h1",{"id":12},"openclaw-插件系统怎么用",[14,15,16],"p",{},"如果 Skills 更像“提示词层和工作流层的能力组织”，那插件更像“把新代码能力接进 OpenClaw”的正式扩展机制。它们都能扩展系统，但边界并不一样。",[14,18,19],{},"更稳妥的理解方式是：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"Tools：模型当前可直接调用的能力接口",[24,28,29],{},"Skills：组织任务、规则和工作流的方法",[24,31,32],{},"Plugins：把新的命令、工具或 Gateway RPC 真正装进系统的代码模块",[14,34,35],{},"这也是为什么官方把插件单独做成一套正式文档和 CLI，而不是把它混进 Skills 概念里。",[37,38,39],"h2",{"id":39},"插件适合解决什么问题",[14,41,42],{},"更适合用插件来补的，通常是：",[21,44,45,48,51],{},[24,46,47],{},"核心安装里默认不带的可选功能",[24,49,50],{},"需要在 Gateway 内运行的渠道或集成功能",[24,52,53],{},"需要独立安装、更新和启停的扩展模块",[14,55,56],{},"官方文档里提到的典型例子包括：",[21,58,59,65,70],{},[24,60,61],{},[62,63,64],"code",{},"@openclaw/voice-call",[24,66,67],{},[62,68,69],{},"@openclaw/msteams",[24,71,72],{},[62,73,74],{},"@openclaw/zalouser",[14,76,77,78,81],{},"其中一个值得注意的变化是：从 ",[62,79,80],{},"2026-01-15"," 起，Microsoft Teams 已经改为仅作为插件提供。这意味着插件不是边缘能力，而是 OpenClaw 正式能力演进的一部分。",[37,83,85],{"id":84},"插件和-skills-不要混着配","插件和 Skills 不要混着配",[14,87,88],{},"更容易踩坑的地方不是“不会装”，而是把插件和 Skills 当成同一层。",[14,90,91],{},"一个更实用的判断方式是：",[21,93,94,97],{},[24,95,96],{},"如果你要增加执行能力、CLI 命令、渠道接入或 Gateway 内部扩展，优先看插件",[24,98,99],{},"如果你要整理任务流程、角色约束、输出风格或项目级工作法，优先看 Skills",[14,101,102],{},"很多团队会把两者组合起来用：",[104,105,106,109],"ol",{},[24,107,108],{},"先通过插件把能力装进系统",[24,110,111],{},"再通过 Skills 规定什么时候该调用这些能力",[37,113,114],{"id":114},"先看系统里已经有什么",[14,116,117],{},"官方推荐的第一步不是直接安装，而是先列出当前已加载的插件：",[119,120,125],"pre",{"className":121,"code":122,"language":123,"meta":124,"style":124},"language-bash shiki shiki-themes github-light github-dark","openclaw plugins list\n","bash","",[62,126,127],{"__ignoreMap":124},[128,129,132,136,140],"span",{"class":130,"line":131},"line",1,[128,133,135],{"class":134},"sScJk","openclaw",[128,137,139],{"class":138},"sZZnC"," plugins",[128,141,142],{"class":138}," list\n",[14,144,145],{},"如果你已经知道某个插件的 id，可以继续查看详情：",[119,147,149],{"className":121,"code":148,"language":123,"meta":124,"style":124},"openclaw plugins info \u003Cid>\n",[62,150,151],{"__ignoreMap":124},[128,152,153,155,157,160,164,167,171],{"class":130,"line":131},[128,154,135],{"class":134},[128,156,139],{"class":138},[128,158,159],{"class":138}," info",[128,161,163],{"class":162},"szBVR"," \u003C",[128,165,166],{"class":138},"i",[128,168,170],{"class":169},"sVt8B","d",[128,172,173],{"class":162},">\n",[14,175,176],{},"这一步的价值在于先判断三件事：",[21,178,179,182,185],{},[24,180,181],{},"这个能力是不是已经存在",[24,183,184],{},"它当前是否启用",[24,186,187],{},"它需要的配置入口在哪里",[37,189,190],{"id":190},"最常用的插件操作",[192,193,194],"h3",{"id":194},"安装插件",[14,196,197],{},"可以从 npm 安装官方或第三方插件：",[119,199,201],{"className":121,"code":200,"language":123,"meta":124,"style":124},"openclaw plugins install @openclaw/voice-call\n",[62,202,203],{"__ignoreMap":124},[128,204,205,207,209,212],{"class":130,"line":131},[128,206,135],{"class":134},[128,208,139],{"class":138},[128,210,211],{"class":138}," install",[128,213,214],{"class":138}," @openclaw/voice-call\n",[14,216,217],{},"也可以从本地目录安装，适合开发或私有扩展：",[119,219,221],{"className":121,"code":220,"language":123,"meta":124,"style":124},"openclaw plugins install ./extensions/my-plugin\n",[62,222,223],{"__ignoreMap":124},[128,224,225,227,229,231],{"class":130,"line":131},[128,226,135],{"class":134},[128,228,139],{"class":138},[128,230,211],{"class":138},[128,232,233],{"class":138}," ./extensions/my-plugin\n",[14,235,236],{},"安装后通常需要重启 Gateway，配置才会真正生效。",[192,238,239],{"id":239},"启用和停用",[119,241,243],{"className":121,"code":242,"language":123,"meta":124,"style":124},"openclaw plugins enable \u003Cid>\nopenclaw plugins disable \u003Cid>\n",[62,244,245,262],{"__ignoreMap":124},[128,246,247,249,251,254,256,258,260],{"class":130,"line":131},[128,248,135],{"class":134},[128,250,139],{"class":138},[128,252,253],{"class":138}," enable",[128,255,163],{"class":162},[128,257,166],{"class":138},[128,259,170],{"class":169},[128,261,173],{"class":162},[128,263,265,267,269,272,274,276,278],{"class":130,"line":264},2,[128,266,135],{"class":134},[128,268,139],{"class":138},[128,270,271],{"class":138}," disable",[128,273,163],{"class":162},[128,275,166],{"class":138},[128,277,170],{"class":169},[128,279,173],{"class":162},[14,281,282],{},"这比手工到处改配置更适合做试运行和回滚。",[192,284,285],{"id":285},"更新与诊断",[119,287,289],{"className":121,"code":288,"language":123,"meta":124,"style":124},"openclaw plugins update \u003Cid>\nopenclaw plugins update --all\nopenclaw plugins doctor\n",[62,290,291,308,320],{"__ignoreMap":124},[128,292,293,295,297,300,302,304,306],{"class":130,"line":131},[128,294,135],{"class":134},[128,296,139],{"class":138},[128,298,299],{"class":138}," update",[128,301,163],{"class":162},[128,303,166],{"class":138},[128,305,170],{"class":169},[128,307,173],{"class":162},[128,309,310,312,314,316],{"class":130,"line":264},[128,311,135],{"class":134},[128,313,139],{"class":138},[128,315,299],{"class":138},[128,317,319],{"class":318},"sj4cs"," --all\n",[128,321,323,325,327],{"class":130,"line":322},3,[128,324,135],{"class":134},[128,326,139],{"class":138},[128,328,329],{"class":138}," doctor\n",[14,331,332,333,336],{},"如果你怀疑插件版本、依赖或声明文件有问题，",[62,334,335],{},"doctor"," 往往比盲目重装更有效。",[37,338,339],{"id":339},"配置通常放在哪里",[14,341,342],{},"官方文档特别强调了一点：插件不是都用同一套配置位置。",[14,344,345],{},"常见情况包括：",[21,347,348,354,360],{},[24,349,350,351],{},"插件本身配置写在 ",[62,352,353],{},"plugins.entries.\u003Cid>.config",[24,355,356,357],{},"某些渠道插件会把配置挂到 ",[62,358,359],{},"channels.\u003CchannelId>",[24,361,362,363],{},"记忆相关插件还会影响 ",[62,364,365],{},"plugins.slots.memory",[14,367,368],{},"所以更稳的顺序是：",[104,370,371,374,377],{},[24,372,373],{},"先看插件文档",[24,375,376],{},"确认配置挂载位置",[24,378,379],{},"再修改配置和重启 Gateway",[14,381,382,383,386],{},"如果你只凭习惯把所有内容都塞进 ",[62,384,385],{},"plugins.entries.*","，很容易配了但没生效。",[37,388,389],{"id":389},"记忆插件是一个特别重要的例子",[14,391,392],{},"官方把记忆搜索能力也做成了可插拔槽位：",[21,394,395,401,407],{},[24,396,397,398],{},"默认启用的是 ",[62,399,400],{},"memory-core",[24,402,403,404],{},"如果你要长期记忆召回，可以切到 ",[62,405,406],{},"memory-lancedb",[24,408,409,410],{},"如果你完全不想启用记忆插件，可以设为 ",[62,411,412],{},"plugins.slots.memory = \"none\"",[14,414,415],{},"这说明插件并不只是“外围扩展”，有些插件直接参与 OpenClaw 的核心工作方式。",[37,417,418],{"id":418},"插件安装在什么位置",[14,420,421],{},"这个问题和远程部署强相关。",[14,423,424],{},"如果你使用远程 Gateway，那么插件必须安装在运行 Gateway 的那台机器上，而不是你当前操作的笔记本上。像 Zalo、语音通话、渠道桥接这一类插件，真正执行代码的是 Gateway 进程。",[14,426,427],{},"所以远程环境下更适合的理解方式是：",[21,429,430,433],{},[24,431,432],{},"本地机器只是控制台",[24,434,435],{},"Gateway 主机才是插件真正运行的位置",[37,437,438],{"id":438},"插件声明文件有什么用",[14,440,441,442,445],{},"官方插件机制会读取插件清单，例如 ",[62,443,444],{},"openclaw.plugin.json","，再结合配置 schema 判断插件暴露了什么能力、需要哪些参数、支持哪些入口。",[14,447,448],{},"你不一定要手写复杂插件，但至少应该知道：",[21,450,451,454,457],{},[24,452,453],{},"插件不是只靠一个 npm 包名就结束",[24,455,456],{},"它通常带有元信息、配置结构和运行入口",[24,458,459],{},"这些声明会直接影响 CLI、Gateway 和配置校验行为",[37,461,462],{"id":462},"安全上最该看什么",[14,464,465],{},"插件的风险通常高于 Skills，因为它是代码，不只是文本规则。",[14,467,468],{},"安装前至少要看：",[21,470,471,474,477,480,483],{},[24,472,473],{},"来源是否可信",[24,475,476],{},"是否要求你额外执行不透明安装脚本",[24,478,479],{},"会不会接触账号、渠道或凭证",[24,481,482],{},"是否运行在 Gateway 进程内",[24,484,485],{},"出问题时能不能快速停用",[14,487,488],{},"一个更稳的实践方式是：",[104,490,491,494,497,500],{},[24,492,493],{},"先只装少量高频插件",[24,495,496],{},"先在测试环境启用",[24,498,499],{},"确认配置和日志正常",[24,501,502],{},"再带到长期运行环境",[37,504,505],{"id":505},"中文站建议的使用路径",[14,507,508],{},"如果你刚准备开始扩展 OpenClaw，推荐按这个顺序看：",[104,510,511,519,526,529],{},[24,512,513,514],{},"先理解 ",[515,516,518],"a",{"href":517},"/docs/manual/tools-overview","Tools 概览",[24,520,521,522],{},"再理解 ",[515,523,525],{"href":524},"/docs/manual/skills-system","Skills 系统怎么工作",[24,527,528],{},"然后看这篇插件文档，明确哪层该用哪种机制",[24,530,531,532,536],{},"最后再结合 ",[515,533,535],{"href":534},"/configurations","关键配置"," 和具体插件说明落地",[37,538,540],{"id":539},"_2026-年-3-月-24-日的二次开发观察","2026 年 3 月 24 日的二次开发观察",[14,542,543],{},"除了官方插件文档，近期公开可访问的中文教程站和社区整理里，二次开发内容有一个很明显的倾向：很多文章会把 Skills、插件、Hook 和工作流能力放在同一篇里介绍。",[14,545,546],{},"这对新用户有帮助，因为更容易快速建立整体印象；但副作用也很明显，就是更容易把“任务组织”和“系统扩展”混成一层。",[14,548,549],{},"这轮整理时重点参考了：",[21,551,552,560,567],{},[24,553,554],{},[515,555,559],{"href":556,"rel":557},"https://openclawgithub.cc/en/",[558],"nofollow","OpenClaw 中文教程首页",[24,561,562],{},[515,563,566],{"href":564,"rel":565},"https://openclawgithub.cc/guide/cheatsheet/",[558],"OpenClaw 中文教程：插件与扩展相关入口",[24,568,569],{},[515,570,573],{"href":571,"rel":572},"https://docs.openclaw.ai/tools/plugin",[558],"官方 Plugins 文档",[14,575,576],{},"结合官方资料和中文外部资料，当前更值得长期保留的判断是：",[192,578,580],{"id":579},"_1-中文资料里最常见的误区仍然是把-skills-和-plugins-混写","1. 中文资料里最常见的误区，仍然是把 Skills 和 Plugins 混写",[14,582,583],{},"如果你只是：",[21,585,586,589,592],{},[24,587,588],{},"整理提示词",[24,590,591],{},"封装任务步骤",[24,593,594],{},"补一套项目级工作法",[14,596,597],{},"那通常还是 Skills 更合适。",[14,599,600],{},"如果你要：",[21,602,603,606,609],{},[24,604,605],{},"接入新渠道",[24,607,608],{},"增加 Gateway 运行时能力",[24,610,611],{},"注册新的 CLI、tools、hooks 或 HTTP 入口",[14,613,614],{},"那才更像插件层问题。",[192,616,618],{"id":617},"_2-插件在中文环境里更常和系统集成绑定出现","2. 插件在中文环境里更常和“系统集成”绑定出现",[14,620,621],{},"中文开发者在讨论插件时，更常见的真实诉求不是“做一个抽象扩展”，而是：",[21,623,624,627,630,633],{},[24,625,626],{},"接办公系统",[24,628,629],{},"接通知流",[24,631,632],{},"接审批和工单",[24,634,635],{},"接渠道桥接",[14,637,638],{},"这意味着二次开发文档如果只讲插件结构，不讲运行位置、权限边界和远程 Gateway，通常还是不够。",[192,640,642],{"id":641},"_3-二次开发文档更适合把边界判断写在前面","3. 二次开发文档更适合把“边界判断”写在前面",[14,644,645],{},"从近期中文教程和站内反馈看，很多人真正卡住的不是不会写代码，而是不知道：",[21,647,648,651,654],{},[24,649,650],{},"这个需求该落 Skill 还是 Plugin",[24,652,653],{},"这个扩展应该装在本地还是远程 Gateway",[24,655,656],{},"这个能力到底属于工具层还是消息入口层",[14,658,659],{},"所以中文文档里把“先判断边界，再进入实现”放在前面，会比直接展示插件命令更有效。",[37,661,662],{"id":662},"下一步推荐",[21,664,665,669,673,679,685],{},[24,666,667],{},[515,668,518],{"href":517},[24,670,671],{},[515,672,525],{"href":524},[24,674,675],{},[515,676,678],{"href":677},"/docs/manual/memory-search-and-indexing","记忆搜索与索引机制",[24,680,681],{},[515,682,684],{"href":683},"/docs/operations/remote-access","远程访问与 Tailscale / SSH",[24,686,687],{},[515,688,690],{"href":689},"/secondary-development","OpenClaw 二次开发",[692,693,694],"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 .default .shiki span {color: var(--shiki-default);background: 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OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[1168,1706,1040,799,1528],"invoke",{"title":1708,"description":1709,"path":1710,"category":1522,"updatedAt":940,"sourceType":727,"tags":1711},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[755,1712,1713,1714,1715,1528],"hybrid-search","ranking","mmr","retrieval",{"title":1717,"description":1718,"path":1719,"category":1522,"updatedAt":735,"sourceType":727,"tags":1720},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[870,1721,1014,1025,1528],"probe",{"title":1723,"description":1724,"path":1725,"category":1522,"updatedAt":1227,"sourceType":727,"tags":1726},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[1065,1066,1558,1727,1348],"credentials",{"title":1729,"description":1730,"path":1731,"category":1522,"updatedAt":735,"sourceType":727,"tags":1732},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[730,969,1733,1734,1444,1528],"npm","pin",{"title":1736,"description":1737,"path":1738,"category":1613,"updatedAt":821,"sourceType":727,"tags":1739},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1615,1740,1131,1025,1097],"raw-stream",{"title":1742,"description":1743,"path":1744,"category":1522,"updatedAt":940,"sourceType":727,"tags":1745},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[823,1746,1014,752,1528],"tlsFingerprint",{"title":1748,"description":1749,"path":1750,"category":1522,"updatedAt":940,"sourceType":727,"tags":1751},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[933,1752,1753,1754,1528],"mentions","pending-history","reply",{"title":1756,"description":1757,"path":1758,"category":1522,"updatedAt":912,"sourceType":727,"tags":1759},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1760,1761,1762,1025,1528],"secrets","secretrefs","runtime",{"title":1764,"description":1765,"path":1766,"category":1522,"updatedAt":930,"sourceType":727,"tags":1767},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[934,773,1630,1065,1148],{"title":1769,"description":1770,"path":1771,"category":1522,"updatedAt":1772,"sourceType":727,"tags":1773},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[934,1774,1775,1244,1528],"transcript","jsonl",{"title":1777,"description":1778,"path":1779,"category":1522,"updatedAt":1772,"sourceType":727,"tags":1780},"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",[1053,734,1781,1466,772],"store",{"title":1783,"description":1784,"path":1785,"category":1522,"updatedAt":940,"sourceType":727,"tags":1786},"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",[773,1481,1466,1787,1528],"ingress",{"title":1789,"description":1790,"path":1791,"category":1522,"updatedAt":821,"sourceType":727,"tags":1792},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[734,1375,1793,1131,1794],"health","troubleshooting",{"title":1796,"description":1797,"path":1798,"category":1522,"updatedAt":1772,"sourceType":727,"tags":1799},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1774,1800,1025,1801,1528],"hygiene","tool-calls",{"title":1803,"description":1804,"path":1805,"category":1613,"updatedAt":805,"sourceType":727,"tags":1806},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1794,335,1375,1131],{"title":1808,"description":1809,"path":1810,"category":1522,"updatedAt":912,"sourceType":727,"tags":1811},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[877,1812,1813,1774,1528],"history","inject",{"title":1815,"description":1816,"path":1817,"category":1818,"updatedAt":735,"sourceType":727,"tags":1819},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1820,1821,1822,1823,1394,1395],"china","cloud","deployment","feishu",{"title":1825,"description":1826,"path":1827,"category":1818,"updatedAt":805,"sourceType":727,"tags":1828},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1822,824,1829,1821,1830],"docker","wsl2",{"title":1832,"description":1833,"path":1834,"category":1818,"updatedAt":1235,"sourceType":727,"tags":1835},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[807,1733,1836,1830],"install-script",{"title":1838,"description":1839,"path":1840,"category":1818,"updatedAt":821,"sourceType":727,"tags":1841},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[807,1842,1836,1843,1445],"updater","git",{"title":1845,"description":1846,"path":1847,"category":1818,"updatedAt":779,"sourceType":727,"tags":1848},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[807,1842,1849,335,1445],"uninstall",{"title":1851,"description":1852,"path":1853,"category":1818,"updatedAt":779,"sourceType":727,"tags":1854},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1855,807,816,1856],"linux","server",{"title":1858,"description":1859,"path":1860,"category":1818,"updatedAt":779,"sourceType":727,"tags":1861},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[924,807,816,1862],"apple",{"title":1864,"description":1865,"path":1866,"category":1867,"updatedAt":805,"sourceType":727,"tags":1868},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1869,1870,1442,1871],"migration","upgrade","checklist",{"title":1873,"description":1874,"path":1875,"category":1818,"updatedAt":779,"sourceType":727,"tags":1876},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[771,1822,799,1820],{"title":2224,"description":2225,"path":2226,"category":1885,"date":821,"updatedAt":821,"sourceType":727,"source":2227,"tags":2228},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[732,969,730,857,731],{"title":2230,"description":2231,"path":2232,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2233,"tags":2234},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 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顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[933,1679,1148,1084,915],{"title":2250,"description":2251,"path":2252,"category":2092,"date":940,"updatedAt":940,"sourceType":727,"source":2247,"tags":2253},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[933,1752,2254,932,1174],"activation",{"title":2256,"description":2257,"path":2258,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2259,"tags":2260},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 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",[765,1699,1318,1700,772],{"title":2262,"description":2263,"path":2264,"category":1885,"date":821,"updatedAt":821,"sourceType":727,"source":2265,"tags":2266},"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",[2267,1822,2268,2269,2270],"showcase","home-assistant","nix","infrastructure",{"title":2272,"description":2273,"path":2274,"category":2092,"date":912,"updatedAt":912,"sourceType":727,"source":2275,"tags":2276},"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 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[1053,755,1244,2163,1174],{"title":2278,"description":2279,"path":2280,"category":2092,"date":912,"updatedAt":912,"sourceType":727,"source":2281,"tags":2282},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1445,1333,1053,1334,772],{"title":2284,"description":2285,"path":2286,"category":1912,"date":1886,"updatedAt":805,"sourceType":1580,"source":1914,"tags":2287},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1442,1513,1443,732,773],{"title":2289,"description":2290,"path":2291,"category":2092,"date":735,"updatedAt":735,"sourceType":727,"source":2292,"tags":2293},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[2267,755,1023,2304,2305],"vector-search","knowledge",{"title":2307,"description":2308,"path":2309,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2310,"tags":2311},"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",[1679,933,961,963,1031],{"title":2313,"description":2314,"path":2315,"category":2092,"date":912,"updatedAt":912,"sourceType":727,"source":2316,"tags":2317},"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",[1084,877,915,1088,754],{"title":2319,"description":2320,"path":2321,"category":2092,"date":735,"updatedAt":735,"sourceType":727,"source":2149,"tags":2322},"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",[870,1721,1025,1014,1404],{"title":2324,"description":2325,"path":2326,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2327,"tags":2328},"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 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[906,1064,752,1065,1066],{"title":2330,"description":2331,"path":2332,"category":1885,"date":821,"updatedAt":821,"sourceType":727,"source":2333,"tags":2334},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[808,1869,2335,1870,1445],"install",{"title":2337,"description":2338,"path":2339,"category":2092,"date":1286,"updatedAt":1286,"sourceType":727,"source":2168,"tags":2340},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1455,1016,994,1065,823],{"title":2342,"description":2343,"path":2344,"category":2092,"date":940,"updatedAt":940,"sourceType":727,"source":2345,"tags":2346},"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",[809,877,1294,1455,907],{"title":2348,"description":2349,"path":2350,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2192,"tags":2351},"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 等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[1065,1558,754,1559,772],{"title":2353,"description":2354,"path":2355,"category":1885,"date":821,"updatedAt":821,"sourceType":727,"source":2356,"tags":2357},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[730,987,857,986,731],{"title":2359,"description":2360,"path":2361,"category":2092,"date":735,"updatedAt":735,"sourceType":727,"source":2362,"tags":2363},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[730,969,1733,1734,1444],{"title":2365,"description":2366,"path":2367,"category":2092,"date":735,"updatedAt":735,"sourceType":727,"source":2368,"tags":2369},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[1167,1168,799,1040,856],{"title":2371,"description":2372,"path":2373,"category":2092,"date":940,"updatedAt":940,"sourceType":727,"source":2374,"tags":2375},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 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",[1025,870,906,1014,1174],{"title":2377,"description":2378,"path":2379,"category":2092,"date":940,"updatedAt":940,"sourceType":727,"source":2380,"tags":2381},"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",[1025,1527,870,752,772],{"title":2383,"description":2384,"path":2385,"category":1885,"date":821,"updatedAt":821,"sourceType":727,"source":2086,"tags":2386},"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",[1442,1443,1445,1444],{"title":2388,"description":2389,"path":2390,"category":2092,"date":912,"updatedAt":912,"sourceType":727,"source":2106,"tags":2391},"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",[809,1065,906,823,1348],{"title":2393,"description":2394,"path":2395,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2396,"tags":2397},"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",[915,914,2398,754,916],"threads",{"title":2400,"description":2401,"path":2402,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2403,"tags":2404},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1761,2405,2406,1760,772],"snapshot","rotation",{"title":2408,"description":2409,"path":2410,"category":2092,"date":930,"updatedAt":930,"sourceType":727,"source":2275,"tags":2411},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[934,773,1630,1065,1481],{"title":2413,"description":2414,"path":2415,"category":2092,"date":735,"updatedAt":735,"sourceType":727,"source":2416,"tags":2417},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[773,1466,1468,1467,772],{"title":2419,"description":2420,"path":2421,"category":2422,"date":748,"updatedAt":748,"sourceType":986,"source":2423,"tags":2424},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[773,2425,1097,771],"compliance",{"title":2427,"description":2428,"path":2429,"category":2092,"date":912,"updatedAt":912,"sourceType":727,"source":2403,"tags":2430},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 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