[{"data":1,"prerenderedAt":2741},["ShallowReactive",2],{"news:openclaw-extension-stack-watch-2026-03-21":3,"content-manifest":233},{"id":4,"title":5,"author":6,"body":7,"category":214,"date":215,"description":216,"extension":217,"meta":218,"navigation":219,"path":220,"seo":221,"source":222,"sourceName":223,"sourceType":224,"stem":225,"tags":226,"updatedAt":215,"__hash__":232},"news/news/openclaw-extension-stack-watch-2026-03-21.md","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","OpenClawCN",{"type":8,"value":9,"toc":204},"minimark",[10,14,23,26,39,44,47,64,67,71,74,77,85,88,92,95,106,109,113,116,124,127,141,144,147,150,153,167,170,173,176,201],[11,12,5],"h1",{"id":13},"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",[15,16,17,18,22],"p",{},"截至 ",[19,20,21],"strong",{},"2026 年 3 月 21 日","，官方在扩展层这条线上最值得继续跟的，不再只是“又多了几个 skill 或 plugin”，而是不同扩展机制正在越来越像一套完整链路。",[15,24,25],{},"把最近的 Skills、ClawHub、Plugins 和 Hooks 文档放在一起看，会发现几个很清楚的方向：",[27,28,29,33,36],"ul",{},[30,31,32],"li",{},"ClawHub 正在变成正式 registry",[30,34,35],{},"插件可以托管 hooks",[30,37,38],{},"onboarding 已经开始直接引导推荐 hooks",[40,41,43],"h2",{"id":42},"_1-clawhub-已经不是技能下载页","1. ClawHub 已经不是“技能下载页”",[15,45,46],{},"官方最近的 ClawHub 文档里，最值得注意的一点是：",[27,48,49,52,59],{},[30,50,51],{},"skills 现在是 versioned bundles",[30,53,54,55],{},"有 ",[56,57,58],"code",{},".clawhub/lock.json",[30,60,54,61],{},[56,62,63],{},"sync",[15,65,66],{},"这说明它已经不是简单的技能展示站，而是在往真正的技能注册表方向走。",[40,68,70],{"id":69},"_2-插件托管-hooks-让扩展层真正开始组合","2. 插件托管 hooks 让扩展层真正开始组合",[15,72,73],{},"另一个非常关键的变化，是插件现在可以直接注册或托管 hooks。",[15,75,76],{},"这件事的意义不小，因为它说明：",[27,78,79,82],{},[30,80,81],{},"插件不再只负责“新增功能”",[30,83,84],{},"还能把事件驱动行为一起打包带进系统",[15,86,87],{},"从扩展生态角度看，这比单独多一个 hook 更重要。",[40,89,91],{"id":90},"_3-onboarding-开始推荐-hooks说明-hooks-已进入默认使用路径","3. onboarding 开始推荐 hooks，说明 hooks 已进入默认使用路径",[15,93,94],{},"官方 Hooks 文档现在明确提到：",[27,96,97,103],{},[30,98,99,102],{},[56,100,101],{},"openclaw onboard"," 会发现可选 hooks",[30,104,105],{},"并提示启用推荐项",[15,107,108],{},"这说明 hooks 已经不再只是“高手自己写点自动化”的层，而是在被官方逐步纳入默认用户路径。",[40,110,112],{"id":111},"_4-这三件事放在一起意味着什么","4. 这三件事放在一起意味着什么",[15,114,115],{},"如果把这三条变化放在一起看，一个很明显的结论是：",[27,117,118,121],{},[30,119,120],{},"OpenClaw 的扩展层正在从“很多分散机制”",[30,122,123],{},"走向“一套更完整的能力分发与治理链路”",[15,125,126],{},"大致可以概括成：",[27,128,129,132,135,138],{},[30,130,131],{},"ClawHub 负责分发",[30,133,134],{},"Plugins 负责系统能力",[30,136,137],{},"Hooks 负责行为扩展",[30,139,140],{},"Onboarding 负责把推荐项引导进默认路径",[15,142,143],{},"这已经不是零散功能堆砌了。",[40,145,146],{"id":146},"中文站最值得继续承接的地方",[15,148,149],{},"这对中文站很重要，因为扩展层恰恰是最容易让新用户“知道很多词，但不知道顺序”的部分。",[15,151,152],{},"而官方最近这批文档已经开始给出更明确的结构：",[27,154,155,158,161,164],{},[30,156,157],{},"技能怎么发现",[30,159,160],{},"插件怎么装",[30,162,163],{},"hooks 怎么进入系统",[30,165,166],{},"哪些会在 onboarding 阶段就出现",[15,168,169],{},"这非常适合继续被中文站转成更可执行的路径。",[40,171,172],{"id":172},"中文站建议怎么继续看",[15,174,175],{},"如果你想顺着这条线继续理解，建议这样看：",[177,178,179,187,194],"ol",{},[30,180,181,182],{},"想理解 skills registry：看 ",[183,184,186],"a",{"href":185},"/docs/manual/clawhub-versioning-and-sync","ClawHub 的版本、锁文件和 sync 怎么理解",[30,188,189,190],{},"想理解插件和 hooks 的组合：看 ",[183,191,193],{"href":192},"/docs/manual/plugin-managed-hooks","插件托管 hooks 与扩展能力边界",[30,195,196,197],{},"想实际开始扩：再看 ",[183,198,200],{"href":199},"/best-practices/hooks-onboarding-sequence","Hooks、插件和 Skills 的启用顺序怎么排",[15,202,203],{},"这批官方变化最值得注意的，不是哪一个新命令，而是扩展层已经越来越像一套完整生态，而不是各写各的几套扩展机制。",{"title":205,"searchDepth":206,"depth":206,"links":207},"",2,[208,209,210,211,212,213],{"id":42,"depth":206,"text":43},{"id":69,"depth":206,"text":70},{"id":90,"depth":206,"text":91},{"id":111,"depth":206,"text":112},{"id":146,"depth":206,"text":146},{"id":172,"depth":206,"text":172},"生态动态","2026-03-21","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。","md",{},true,"/news/openclaw-extension-stack-watch-2026-03-21",{"title":5,"description":216},"https://docs.openclaw.ai/automation/hooks","OpenClaw 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[247,248,249,250,251,252],"concepts","gateway","agent","channels","tools","memory",{"title":254,"description":255,"path":256,"category":243,"updatedAt":257,"sourceType":245,"tags":258},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[259,260,261,262,227],"developers","teams","architecture","configuration",{"title":264,"description":265,"path":266,"category":243,"updatedAt":257,"sourceType":245,"tags":267},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[268,269,248,270,271],"enterprise","operations","security","upgrades",{"title":273,"description":274,"path":275,"category":243,"updatedAt":276,"sourceType":224,"tags":277},"创建第一个 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开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[327,328,306,250,227],"personal","getting-started",{"title":330,"description":331,"path":332,"category":333,"updatedAt":302,"sourceType":224,"tags":334},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[335,336,337,305],"reading-path","overview","docs",{"title":339,"description":340,"path":341,"category":342,"updatedAt":343,"sourceType":224,"tags":344},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[336,345,250,346],"self-hosted","assistant",{"title":348,"description":349,"path":350,"category":243,"updatedAt":257,"sourceType":245,"tags":351},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[227,229,352,230,353],"multi-agent","decision",{"title":355,"description":356,"path":357,"category":243,"updatedAt":358,"sourceType":245,"tags":359},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[250,305,353,248,360],"safety",{"title":362,"description":363,"path":364,"category":243,"updatedAt":358,"sourceType":245,"tags":365},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[366,367,270,353,328],"models","configurations",{"title":369,"description":370,"path":371,"category":243,"updatedAt":358,"sourceType":245,"tags":372},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[306,373,250,353,328],"webchat",{"title":375,"description":376,"path":377,"category":243,"updatedAt":358,"sourceType":245,"tags":378},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[328,353,337,379,380],"paths","topics",{"title":382,"description":383,"path":384,"category":342,"updatedAt":302,"sourceType":224,"tags":385},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[386,260,387,345],"users","scenarios",{"title":389,"description":390,"path":391,"category":392,"updatedAt":302,"sourceType":393,"tags":394},"Agent 工作区结构说明","了解 OpenClaw 工作区里各类核心文件的作用，包括 AGENTS、SOUL、USER、MEMORY、日志、skills 和 sessions。","/docs/manual/agent-workspace","功能","third-party",[395,396,252,227],"workspace","soul",{"title":398,"description":399,"path":400,"category":401,"updatedAt":302,"sourceType":224,"tags":402},"Gateway 架构概览","理解 OpenClaw 的 Gateway、Control-plane 客户端和 Nodes 如何协作，以及为什么它是一个单一长连接网关系统。","/docs/manual/architecture","架构",[248,403,261,404],"nodes","control-plane",{"title":406,"description":407,"path":408,"category":392,"updatedAt":409,"sourceType":224,"tags":410},"bindings 的优先级怎么影响 agent 选择","基于最新官方 Channel Routing 与 Configuration 文档，解释 peer、guild、team、account、channel 和 default agent 的命中顺序，以及为什么 binding 命中问题常常看起来像“模型选错了”。","/docs/manual/bindings-precedence-and-agent-selection","2026-03-22",[411,412,413,250,262],"bindings","routing","agents",{"title":415,"description":416,"path":417,"category":392,"updatedAt":358,"sourceType":224,"tags":418},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[250,419,420,421,422],"bluebubbles","imessage","macos","webhook",{"title":424,"description":425,"path":426,"category":392,"updatedAt":427,"sourceType":224,"tags":428},"Broadcast Groups 和普通 routing 的边界怎么区分","基于最新官方 Broadcast Groups 与 Channel Routing 文档，解释 Broadcast Groups 何时会生效、为什么它不是 bindings 的替代品，以及多代理同群运行时的 session、工具和响应顺序边界。","/docs/manual/broadcast-groups-and-routing-boundaries","2026-03-25",[429,412,430,413,431],"broadcast","groups","session",{"title":433,"description":434,"path":435,"category":436,"updatedAt":437,"sourceType":224,"tags":438},"Broadcast 和普通 bindings 谁先生效，什么时候该用哪一个","基于最新官方 Broadcast Groups、Channel Routing 与 Groups 文档，整理 broadcast、bindings、group policy 和 mention gating 的生效顺序，帮助团队区分“多 agent 协作”和“单 agent 路由”到底该落在哪层。","/docs/manual/broadcast-vs-binding-precedence","使用说明","2026-03-29",[429,411,412,430,439,440],"precedence","manual",{"title":442,"description":443,"path":444,"category":392,"updatedAt":302,"sourceType":224,"tags":445},"Camera Capture 与拍照/短视频能力","理解 OpenClaw 的 camera capture 如何通过 nodes 暴露给 agent，以及设备权限和用户设置为什么比命令本身更重要。","/docs/manual/camera-capture",[446,403,447,421,249],"camera","mobile",{"title":449,"description":450,"path":451,"category":392,"updatedAt":215,"sourceType":224,"tags":452},"频道与 Session 路由怎么决定上下文边界","基于最新官方 Channel Routing 文档，整理 OpenClaw 的 session key 形状、DM/main 合并、线程隔离、binding 优先级，以及为什么 routing 不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[412,431,250,411,430],{"title":454,"description":455,"path":456,"category":392,"updatedAt":358,"sourceType":224,"tags":457},"OpenClaw 渠道能力概览","了解 OpenClaw 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[730,262,439,1147,1032],"shell",{"title":1149,"description":1150,"path":1151,"category":1026,"updatedAt":358,"sourceType":245,"tags":1152},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[1153,944,479,1154,946],"sources","trust",{"title":1156,"description":1157,"path":1158,"category":1026,"updatedAt":215,"sourceType":224,"tags":1159},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[248,1160,689,795,404],"rpc",{"title":1162,"description":1163,"path":1164,"category":1026,"updatedAt":409,"sourceType":224,"tags":1165},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[558,559,248,403,1032],{"title":1167,"description":1168,"path":1169,"category":1026,"updatedAt":787,"sourceType":224,"tags":1170},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[431,248,373,306,1032],{"title":1172,"description":1173,"path":1174,"category":1026,"updatedAt":437,"sourceType":224,"tags":1175},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[248,795,1176,1177,1032],"protocol","scopes",{"title":1179,"description":1180,"path":1181,"category":1026,"updatedAt":427,"sourceType":224,"tags":1182},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[430,1183,412,644,577],"mention",{"title":1185,"description":1186,"path":1187,"category":1026,"updatedAt":437,"sourceType":224,"tags":1188},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[842,1189,1190,1191,1032],"visibility","activeHours","alerts",{"title":1193,"description":1194,"path":1195,"category":1026,"updatedAt":427,"sourceType":224,"tags":1196},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[789,795,1197,248,1032],"sdk",{"title":1199,"description":1200,"path":1201,"category":1026,"updatedAt":427,"sourceType":224,"tags":1202},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[262,1203,819,1204,1032],"include","arrays",{"title":1206,"description":1207,"path":1208,"category":1026,"updatedAt":409,"sourceType":224,"tags":1209},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 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",[664,1210,533,296,1032],"invoke",{"title":1212,"description":1213,"path":1214,"category":1026,"updatedAt":437,"sourceType":224,"tags":1215},"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",[252,1216,1217,1218,1219,1032],"hybrid-search","ranking","mmr","retrieval",{"title":1221,"description":1222,"path":1223,"category":1026,"updatedAt":358,"sourceType":224,"tags":1224},"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",[366,1225,507,518,1032],"probe",{"title":1227,"description":1228,"path":1229,"category":1026,"updatedAt":725,"sourceType":224,"tags":1230},"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",[558,559,1062,1231,849],"credentials",{"title":1233,"description":1234,"path":1235,"category":1026,"updatedAt":358,"sourceType":224,"tags":1236},"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",[229,228,1237,1238,946,1032],"npm","pin",{"title":1240,"description":1241,"path":1242,"category":1117,"updatedAt":215,"sourceType":224,"tags":1243},"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",[1119,1244,627,518,590],"raw-stream",{"title":1246,"description":1247,"path":1248,"category":1026,"updatedAt":437,"sourceType":224,"tags":1249},"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",[319,1250,507,248,1032],"tlsFingerprint",{"title":1252,"description":1253,"path":1254,"category":1026,"updatedAt":437,"sourceType":224,"tags":1255},"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",[430,1256,1257,1258,1032],"mentions","pending-history","reply",{"title":1260,"description":1261,"path":1262,"category":1026,"updatedAt":409,"sourceType":224,"tags":1263},"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",[1264,1265,1266,518,1032],"secrets","secretrefs","runtime",{"title":1268,"description":1269,"path":1270,"category":1026,"updatedAt":427,"sourceType":224,"tags":1271},"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",[431,270,1134,558,644],{"title":1273,"description":1274,"path":1275,"category":1026,"updatedAt":1276,"sourceType":224,"tags":1277},"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",[431,1278,1279,744,1032],"transcript","jsonl",{"title":1281,"description":1282,"path":1283,"category":1026,"updatedAt":1276,"sourceType":224,"tags":1284},"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",[546,689,1285,970,269],"store",{"title":1287,"description":1288,"path":1289,"category":1026,"updatedAt":437,"sourceType":224,"tags":1290},"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",[270,985,970,1291,1032],"ingress",{"title":1293,"description":1294,"path":1295,"category":1026,"updatedAt":215,"sourceType":224,"tags":1296},"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",[689,877,1297,627,1298],"health","troubleshooting",{"title":1300,"description":1301,"path":1302,"category":1026,"updatedAt":1276,"sourceType":224,"tags":1303},"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",[1278,1304,518,1305,1032],"hygiene","tool-calls",{"title":1307,"description":1308,"path":1309,"category":1117,"updatedAt":302,"sourceType":224,"tags":1310},"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",[1298,868,877,627],{"title":1312,"description":1313,"path":1314,"category":1026,"updatedAt":409,"sourceType":224,"tags":1315},"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",[373,1316,1317,1278,1032],"history","inject",{"title":1319,"description":1320,"path":1321,"category":1322,"updatedAt":358,"sourceType":224,"tags":1323},"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",[1324,1325,1326,1327,896,897],"china","cloud","deployment","feishu",{"title":1329,"description":1330,"path":1331,"category":1322,"updatedAt":302,"sourceType":224,"tags":1332},"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",[1326,320,1333,1325,1334],"docker","wsl2",{"title":1336,"description":1337,"path":1338,"category":1322,"updatedAt":735,"sourceType":224,"tags":1339},"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",[304,1237,1340,1334],"install-script",{"title":1342,"description":1343,"path":1344,"category":1322,"updatedAt":215,"sourceType":224,"tags":1345},"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",[304,1346,1340,1347,947],"updater","git",{"title":1349,"description":1350,"path":1351,"category":1322,"updatedAt":276,"sourceType":224,"tags":1352},"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",[304,1346,1353,868,947],"uninstall",{"title":1355,"description":1356,"path":1357,"category":1322,"updatedAt":276,"sourceType":224,"tags":1358},"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",[1359,304,313,1360],"linux","server",{"title":1362,"description":1363,"path":1364,"category":1322,"updatedAt":276,"sourceType":224,"tags":1365},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[421,304,313,1366],"apple",{"title":1368,"description":1369,"path":1370,"category":1371,"updatedAt":302,"sourceType":224,"tags":1372},"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",[1373,1374,944,1375],"migration","upgrade","checklist",{"title":1377,"description":1378,"path":1379,"category":1322,"updatedAt":276,"sourceType":224,"tags":1380},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 WSL2。","/docs/setup/windows-installation",[1381,304,313,1334],"windows",{"count":1383,"latestDate":1276,"items":1384},111,[1385,1392,1404,1411,1421,1430,1435,1444,1452,1458,1465,1472,1479,1487,1493,1503,1513,1520,1526,1536,1548,1558,1564,1571,1577,1585,1592,1600,1606,1613,1619,1625,1631,1636,1642,1649,1655,1662,1668,1674,1680,1686,1692,1699,1705,1710,1721,1727,1729,1736,1743,1749,1755,1761,1771,1777,1783,1788,1794,1799,1806,1812,1818,1823,1829,1836,1841,1847,1852,1858,1864,1870,1876,1882,1887,1892,1899,1907,1912,1918,1926,1932,1938,1944,1951,1956,1961,1968,1973,1978,1984,1990,1997,2003,2008,2014,2019,2030,2038,2043,2051,2056,2063,2068,2074,2079,2085,2090,2098,2104,2110],{"title":1386,"description":1387,"path":1388,"category":214,"date":1389,"updatedAt":302,"sourceType":224,"source":1390,"tags":1391},"OpenClaw 支持超过 50 个集成平台","OpenClaw 宣布已支持超过 50 个消息和生产力平台集成，成为最全面的 AI 助手解决方案。","/news/50-integrations","2026-03-09","openclaw.ai",[804,250,480],{"title":1393,"description":1394,"path":1395,"category":1396,"date":1397,"updatedAt":343,"sourceType":224,"source":1390,"tags":1398},"OpenClaw 与主流 AI 模型对比分析","深入对比 OpenClaw 支持的各类 AI 模型，帮助用户选择最适合自己需求的模型配置。","/news/ai-model-comparison","技术深度","2026-03-07",[366,1399,1400,1401,1402,1403],"comparison","gpt","claude","llama","analysis",{"title":1405,"description":1406,"path":1407,"category":1408,"date":1389,"updatedAt":302,"sourceType":224,"source":1390,"tags":1409},"OpenClaw 支持多种 AI 模型选择","OpenClaw 支持 Anthropic Claude、OpenAI GPT 和本地模型，为用户提供灵活的 AI 选择。","/news/ai-model-flexibility","功能介绍",[1410,366,1401,1400,320],"ai",{"title":1412,"description":1413,"path":1414,"category":1415,"date":1416,"updatedAt":343,"sourceType":1084,"source":1417,"tags":1418},"OpenClaw API v2 正式发布","OpenClaw 发布全新 API v2 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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",[268,1326,296,1324],{"title":5,"description":216,"path":220,"category":214,"date":215,"updatedAt":215,"sourceType":224,"source":222,"tags":1728},[227,228,229,230,231],{"title":1730,"description":1731,"path":1732,"category":1596,"date":427,"updatedAt":427,"sourceType":224,"source":1733,"tags":1734},"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 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[248,558,1735,508,403],"pending",{"title":1737,"description":1738,"path":1739,"category":1596,"date":787,"updatedAt":787,"sourceType":224,"source":1740,"tags":1741},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[248,431,373,306,1742],"state",{"title":1744,"description":1745,"path":1746,"category":1596,"date":427,"updatedAt":427,"sourceType":224,"source":1747,"tags":1748},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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",[430,1183,644,577,412],{"title":1750,"description":1751,"path":1752,"category":1596,"date":437,"updatedAt":437,"sourceType":224,"source":1747,"tags":1753},"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",[430,1256,1754,429,668],"activation",{"title":1756,"description":1757,"path":1758,"category":1596,"date":427,"updatedAt":427,"sourceType":224,"source":1759,"tags":1760},"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",[262,1203,819,1204,269],{"title":1762,"description":1763,"path":1764,"category":214,"date":215,"updatedAt":215,"sourceType":224,"source":1765,"tags":1766},"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",[1767,1326,1768,1769,1770],"showcase","home-assistant","nix","infrastructure",{"title":1772,"description":1773,"path":1774,"category":1596,"date":409,"updatedAt":409,"sourceType":224,"source":1775,"tags":1776},"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",[546,252,744,1667,668],{"title":1778,"description":1779,"path":1780,"category":1596,"date":409,"updatedAt":409,"sourceType":224,"source":1781,"tags":1782},"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",[947,834,546,835,269],{"title":1784,"description":1785,"path":1786,"category":1415,"date":1389,"updatedAt":302,"sourceType":1084,"source":1417,"tags":1787},"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",[944,1017,945,227,270],{"title":1789,"description":1790,"path":1791,"category":1596,"date":358,"updatedAt":358,"sourceType":224,"source":1792,"tags":1793},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[252,229,612,604,619],{"title":1795,"description":1796,"path":1797,"category":1596,"date":437,"updatedAt":437,"sourceType":224,"source":1792,"tags":1798},"OpenClaw 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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",[403,557,248,558,559],{"title":1830,"description":1831,"path":1832,"category":214,"date":215,"updatedAt":215,"sourceType":224,"source":1833,"tags":1834},"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",[305,1373,1835,1374,947],"install",{"title":1837,"description":1838,"path":1839,"category":1596,"date":787,"updatedAt":787,"sourceType":224,"source":1672,"tags":1840},"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 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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",[558,1062,250,1063,269],{"title":1853,"description":1854,"path":1855,"category":214,"date":215,"updatedAt":215,"sourceType":224,"source":1856,"tags":1857},"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",[229,480,230,479,231],{"title":1859,"description":1860,"path":1861,"category":1596,"date":358,"updatedAt":358,"sourceType":224,"source":1862,"tags":1863},"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 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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",[518,366,403,507,668],{"title":1877,"description":1878,"path":1879,"category":1596,"date":437,"updatedAt":437,"sourceType":224,"source":1880,"tags":1881},"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",[518,1031,366,248,269],{"title":1883,"description":1884,"path":1885,"category":214,"date":215,"updatedAt":215,"sourceType":224,"source":1590,"tags":1886},"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",[944,945,947,946],{"title":1888,"description":1889,"path":1890,"category":1596,"date":409,"updatedAt":409,"sourceType":224,"source":1610,"tags":1891},"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",[306,558,403,319,849],{"title":1893,"description":1894,"path":1895,"category":1596,"date":427,"updatedAt":427,"sourceType":224,"source":1896,"tags":1897},"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",[412,411,1898,250,413],"threads",{"title":1900,"description":1901,"path":1902,"category":1596,"date":427,"updatedAt":427,"sourceType":224,"source":1903,"tags":1904},"OpenClaw Secret 观察：active snapshot 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