[{"data":1,"prerenderedAt":3144},["ShallowReactive",2],{"docs:manual/feishu-qr-login-and-drive-comments":3,"content-manifest":505},{"id":4,"title":5,"body":6,"category":484,"date":485,"description":486,"extension":487,"meta":488,"navigation":489,"path":490,"seo":491,"source":492,"sourceName":493,"sourceType":494,"stem":495,"tags":496,"updatedAt":503,"__hash__":504},"docs/docs/manual/feishu-qr-login-and-drive-comments.md","Feishu 扫码接入、群控边界与 Drive 评论流",{"type":7,"value":8,"toc":462},"minimark",[9,13,21,36,39,43,46,89,95,100,103,106,109,120,123,126,130,133,153,156,160,163,166,193,196,208,212,215,222,225,239,242,247,250,257,260,282,285,296,299,306,309,318,321,324,329,332,339,342,356,359,367,370,373,376,390,393,404,407,410,415,418,422,425,431,434,437,458],[10,11,5],"h1",{"id":12},"feishu-扫码接入群控边界与-drive-评论流",[14,15,16,17,20],"p",{},"最近官方把 Feishu 文档明显往“正式协作入口”推进了一步。",[18,19],"br",{},"\n最大的两个变化是：",[22,23,24,33],"ul",{},[25,26,27,28,32],"li",{},"2026.4.10 起支持 ",[29,30,31],"code",{},"openclaw channels login --channel feishu"," 的扫码接入路径",[25,34,35],{},"Feishu Drive 评论流已经被正式纳入运行时 action surface",[14,37,38],{},"这意味着飞书不再只是一个普通聊天渠道，而更像企业协作入口。",[40,41,42],"h2",{"id":42},"新接入方式为什么值得重视",[14,44,45],{},"当前官方文档给出的推荐起点已经变成：",[47,48,53],"pre",{"className":49,"code":50,"language":51,"meta":52,"style":52},"language-bash shiki shiki-themes github-light github-dark","openclaw channels login --channel feishu\nopenclaw gateway restart\n","bash","",[29,54,55,78],{"__ignoreMap":52},[56,57,60,64,68,71,75],"span",{"class":58,"line":59},"line",1,[56,61,63],{"class":62},"sScJk","openclaw",[56,65,67],{"class":66},"sZZnC"," channels",[56,69,70],{"class":66}," login",[56,72,74],{"class":73},"sj4cs"," --channel",[56,76,77],{"class":66}," feishu\n",[56,79,81,83,86],{"class":58,"line":80},2,[56,82,63],{"class":62},[56,84,85],{"class":66}," gateway",[56,87,88],{"class":66}," restart\n",[14,90,91,92,94],{},"这和以前主要围绕 app 凭据、手工填配置的心智不太一样。",[18,93],{},"\n它表达的是：",[22,96,97],{},[25,98,99],{},"飞书接入正在越来越像正式 onboarding surface",[14,101,102],{},"对中文用户来说，这个变化很重要，因为它明显降低了第一次把飞书接进来的阻力。",[40,104,105],{"id":105},"什么时候该用扫码路径",[14,107,108],{},"如果你现在的目标是：",[22,110,111,114,117],{},[25,112,113],{},"先跑通一个飞书入口",[25,115,116],{},"让团队尽快进入试用",[25,118,119],{},"避免第一次就陷进太多手工凭据配置",[14,121,122],{},"那扫码路径更适合。",[14,124,125],{},"如果你是非常强调自定义 app、事件订阅和更细权限控制的团队，后面仍然要回到更完整的 app 配置和运维治理上。",[40,127,129],{"id":128},"飞书在-openclaw-里已经不只是-dm-bot","飞书在 OpenClaw 里已经不只是 DM bot",[14,131,132],{},"官方当前文档把支持面写得很清楚：",[22,134,135,138,141,144,147,150],{},[25,136,137],{},"私聊",[25,139,140],{},"群聊",[25,142,143],{},"inline reply",[25,145,146],{},"topic thread reply",[25,148,149],{},"图片 / 文件 / 音频 / 视频",[25,151,152],{},"interactive cards",[14,154,155],{},"这意味着飞书已经不是“能收发文本”的实验插件，而是足以承担正式协作入口的渠道。",[40,157,159],{"id":158},"最该先看的不是能不能接而是谁能说话","最该先看的不是“能不能接”，而是谁能说话",[14,161,162],{},"在中文团队场景里，飞书最容易出的问题通常不是接不通，而是权限边界没有先收住。",[14,164,165],{},"官方当前明确给出了几层控制面：",[22,167,168,173,178,183,188],{},[25,169,170],{},[29,171,172],{},"dmPolicy",[25,174,175],{},[29,176,177],{},"allowFrom",[25,179,180],{},[29,181,182],{},"groupPolicy",[25,184,185],{},[29,186,187],{},"groupAllowFrom",[25,189,190],{},[29,191,192],{},"requireMention",[14,194,195],{},"更稳的上线顺序通常是：",[197,198,199,202,205],"ol",{},[25,200,201],{},"先把 DM 和群聊边界分开",[25,203,204],{},"群里默认保留 mention gating",[25,206,207],{},"只对白名单组逐步放开",[40,209,211],{"id":210},"drive-评论流为什么是这轮最值得注意的新能力","Drive 评论流为什么是这轮最值得注意的新能力",[14,213,214],{},"官方现在明确支持：",[22,216,217],{},[25,218,219],{},[29,220,221],{},"drive.notice.comment_add_v1",[14,223,224],{},"当有人在 Feishu Docs / Sheets 这类 Drive 文档上加评论时，OpenClaw 可以接收到：",[22,226,227,230,233,236],{},[25,228,229],{},"评论文本",[25,231,232],{},"发送人",[25,234,235],{},"文档标题 / 类型 / URL",[25,237,238],{},"评论线程上下文",[14,240,241],{},"这件事的价值不在“多了一个事件”，而在：",[22,243,244],{},[25,245,246],{},"OpenClaw 已经开始进入文档协作流",[14,248,249],{},"也就是说，飞书入口不再只是聊天消息，而是评论驱动的文档工作流。",[40,251,253,256],{"id":252},"feishu_drive-现在能做什么",[29,254,255],{},"feishu_drive"," 现在能做什么",[14,258,259],{},"官方列出的 comment actions 包括：",[22,261,262,267,272,277],{},[25,263,264],{},[29,265,266],{},"list_comments",[25,268,269],{},[29,270,271],{},"list_comment_replies",[25,273,274],{},[29,275,276],{},"add_comment",[25,278,279],{},[29,280,281],{},"reply_comment",[14,283,284],{},"如果你的团队想做：",[22,286,287,290,293],{},[25,288,289],{},"评论驱动协作",[25,291,292],{},"文档审阅回流",[25,294,295],{},"表格 / 文档内的 agent 辅助回复",[14,297,298],{},"这套 action surface 就很值得单独看。",[40,300,302,303,305],{"id":301},"为什么-reply_comment-很关键","为什么 ",[29,304,281],{}," 很关键",[14,307,308],{},"官方当前特别强调：",[22,310,311],{},[25,312,313,314,317],{},"处理完 Drive comment 之后，应该优先用 ",[29,315,316],{},"feishu_drive.reply_comment"," 回到原线程",[14,319,320],{},"而不是简单发一条普通聊天回复。",[14,322,323],{},"这说明 Feishu Drive 这条链路的真正价值是：",[22,325,326],{},[25,327,328],{},"保持协作发生在评论线程原位",[14,330,331],{},"而不是把上下文打散到别的聊天面里。",[40,333,335,338],{"id":334},"no_reply-的静默令牌不要忽略",[29,336,337],{},"NO_REPLY"," 的静默令牌不要忽略",[14,340,341],{},"官方当前还明确要求，在某些 Drive comment 处理流里：",[22,343,344],{},[25,345,346,347,349,350,352,353],{},"完成 ",[29,348,281],{}," 后输出精确的 ",[29,351,337],{}," / ",[29,354,355],{},"no_reply",[14,357,358],{},"这不是小细节，而是为了避免：",[22,360,361,364],{},[25,362,363],{},"评论线程里已经回了",[25,365,366],{},"聊天面又重复发一份",[14,368,369],{},"如果你后面要做飞书文档协作自动化，这个约束最好直接记住。",[40,371,372],{"id":372},"中文团队最适合怎么落地",[14,374,375],{},"更稳的顺序通常是：",[197,377,378,381,384,387],{},[25,379,380],{},"先用扫码路径跑通 Feishu bot",[25,382,383],{},"先控制 DM 和群聊入口边界",[25,385,386],{},"再决定是否开放 Drive 工具",[25,388,389],{},"最后才进入评论驱动工作流",[14,391,392],{},"不要第一天就同时打开：",[22,394,395,398,401],{},[25,396,397],{},"群聊放开",[25,399,400],{},"Drive comment 触发",[25,402,403],{},"高权限文档动作",[14,405,406],{},"这样会让定位问题非常困难。",[40,408,409],{"id":409},"最容易踩的坑",[411,412,414],"h3",{"id":413},"_1-只看聊天消息不看评论线程边界","1. 只看聊天消息，不看评论线程边界",[14,416,417],{},"Drive comments 的上下文和普通聊天入口不是同一件事。",[411,419,421],{"id":420},"_2-一接通就把群聊开放得太宽","2. 一接通就把群聊开放得太宽",[14,423,424],{},"中文团队最容易被群噪音拖垮。",[411,426,428,429],{"id":427},"_3-忘了在文档协作流里使用-reply_comment","3. 忘了在文档协作流里使用 ",[29,430,281],{},[14,432,433],{},"这样会让真正需要被通知的人看不到原位回复。",[40,435,436],{"id":436},"下一步推荐",[22,438,439,446,452],{},[25,440,441],{},[442,443,445],"a",{"href":444},"/docs/manual/channels-overview","OpenClaw 渠道能力概览",[25,447,448],{},[442,449,451],{"href":450},"/docs/getting-started/when-to-connect-channels","我什么时候该开始接入渠道",[25,453,454],{},[442,455,457],{"href":456},"/docs/manual/webhooks-external-triggers","用 Webhooks 接外部系统",[459,460,461],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki 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var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":52,"searchDepth":80,"depth":80,"links":463},[464,465,466,467,468,469,471,473,475,476,483],{"id":42,"depth":80,"text":42},{"id":105,"depth":80,"text":105},{"id":128,"depth":80,"text":129},{"id":158,"depth":80,"text":159},{"id":210,"depth":80,"text":211},{"id":252,"depth":80,"text":470},"feishu_drive 现在能做什么",{"id":301,"depth":80,"text":472},"为什么 reply_comment 很关键",{"id":334,"depth":80,"text":474},"NO_REPLY 的静默令牌不要忽略",{"id":372,"depth":80,"text":372},{"id":409,"depth":80,"text":409,"children":477},[478,480,481],{"id":413,"depth":479,"text":414},3,{"id":420,"depth":479,"text":421},{"id":427,"depth":479,"text":482},"3. 忘了在文档协作流里使用 reply_comment",{"id":436,"depth":80,"text":436},"功能",null,"基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","md",{},true,"/docs/manual/feishu-qr-login-and-drive-comments",{"title":5,"description":486},"https://docs.openclaw.ai/channels/feishu","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",[519,520,521,499,522,523],"concepts","gateway","agent","tools","memory",{"title":525,"description":526,"path":527,"category":515,"updatedAt":528,"sourceType":517,"tags":529},"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",[530,531,532,533,534],"developers","teams","architecture","configuration","skills",{"title":536,"description":537,"path":538,"category":515,"updatedAt":528,"sourceType":517,"tags":539},"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",[540,541,520,542,543],"enterprise","operations","security","upgrades",{"title":545,"description":546,"path":547,"category":515,"updatedAt":548,"sourceType":494,"tags":549},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-05-26",[521,550,551,552],"quickstart","tutorial","basics",{"title":554,"description":555,"path":556,"category":515,"updatedAt":548,"sourceType":494,"tags":557},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[499,550,551,552],{"title":559,"description":560,"path":561,"category":515,"updatedAt":548,"sourceType":494,"tags":562},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[534,550,551,552],{"title":564,"description":565,"path":566,"category":515,"updatedAt":548,"sourceType":494,"tags":567},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[568,569,550,551],"workflow","automation",{"title":571,"description":572,"path":573,"category":515,"updatedAt":548,"sourceType":494,"tags":574},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started",[550,575,576,577],"installation","onboarding","dashboard",{"title":579,"description":580,"path":581,"category":515,"updatedAt":582,"sourceType":494,"tags":583},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide","2026-03-11",[576,584,585,520],"daemon","setup",{"title":587,"description":588,"path":589,"category":515,"updatedAt":590,"sourceType":494,"tags":591},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[576,592,593,520,594],"remote","local","wizard",{"title":596,"description":597,"path":598,"category":515,"updatedAt":528,"sourceType":517,"tags":599},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1349,1174,1350,705,520,542],{"title":1357,"description":1358,"path":1359,"category":1156,"updatedAt":631,"sourceType":494,"tags":1360},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1361,499,1362,1363,1364,1365],"update","stable","beta","dev","rollout",{"title":1367,"description":1368,"path":1369,"category":1370,"updatedAt":738,"sourceType":494,"tags":1371},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1372,1373,1374,1375,1376],"anthropic","429","context1m","failover","reference",{"title":1378,"description":1379,"path":1380,"category":1370,"updatedAt":582,"sourceType":494,"tags":1381},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1376,695,1067,1382],"diagnostics",{"title":1384,"description":1385,"path":1386,"category":1370,"updatedAt":631,"sourceType":494,"tags":1387},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[835,947,833,520,1388,1376],"node",{"title":1390,"description":1391,"path":1392,"category":1370,"updatedAt":738,"sourceType":494,"tags":1393},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[705,969,1375,671,1376],{"title":1395,"description":1396,"path":1397,"category":1370,"updatedAt":738,"sourceType":494,"tags":1398},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[861,1399,756,862,1376],"bootstrapToken",{"title":1401,"description":1402,"path":1403,"category":1376,"updatedAt":666,"sourceType":494,"tags":1404},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1405,670,714,678,1266,669],"templates",{"title":1407,"description":1408,"path":1409,"category":1370,"updatedAt":728,"sourceType":494,"tags":1410},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[861,177,499,1411,1195],"account",{"title":1413,"description":1414,"path":1415,"category":1370,"updatedAt":831,"sourceType":494,"tags":1416},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[695,1376,1417,1418],"commands","terminal",{"title":1420,"description":1421,"path":1422,"category":1370,"updatedAt":738,"sourceType":494,"tags":1423},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1424,1425,705,703,1376],"cloudflare-ai-gateway","headers",{"title":1427,"description":1428,"path":1429,"category":1430,"updatedAt":631,"sourceType":781,"tags":1431},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[781,1432,1433,1434],"github","issues","feedback",{"title":1436,"description":1437,"path":1438,"category":1370,"updatedAt":831,"sourceType":494,"tags":1439},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[533,1376,1440,1441],"settings","options",{"title":1443,"description":1444,"path":1445,"category":1370,"updatedAt":590,"sourceType":494,"tags":1446},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[790,861,862,811,1195],{"title":1448,"description":1449,"path":1450,"category":1370,"updatedAt":738,"sourceType":494,"tags":1451},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[693,941,1452,1027,1376],"scheduler",{"title":1454,"description":1455,"path":1456,"category":1370,"updatedAt":1136,"sourceType":494,"tags":1457},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[577,810,1458,1459,705],"secretref","sessionStorage",{"title":1461,"description":1462,"path":1463,"category":1464,"updatedAt":831,"sourceType":494,"tags":1465},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1466,1467,1468,1214,930],"debugging","debug","runtime-overrides",{"title":1470,"description":1471,"path":1472,"category":1370,"updatedAt":710,"sourceType":494,"tags":1473},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1382,1474,1475,1467,1376],"logging","flags",{"title":1477,"description":1478,"path":1479,"category":1370,"updatedAt":710,"sourceType":494,"tags":1480},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[732,1481,1482,713,1376],"dmScope","identityLinks",{"title":1484,"description":1485,"path":1486,"category":1370,"updatedAt":710,"sourceType":494,"tags":1487},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1214,1215,1382,1488,1376],"migrations",{"title":1490,"description":1491,"path":1492,"category":1370,"updatedAt":710,"sourceType":494,"tags":1493},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1070,533,740,1494,1376],"shell",{"title":1496,"description":1497,"path":1498,"category":1370,"updatedAt":631,"sourceType":517,"tags":1499},"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",[1500,1288,781,1501,1290],"sources","trust",{"title":1503,"description":1504,"path":1505,"category":1370,"updatedAt":590,"sourceType":494,"tags":1506},"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",[520,1507,695,1144,686],"rpc",{"title":1509,"description":1510,"path":1511,"category":1370,"updatedAt":710,"sourceType":494,"tags":1512},"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",[861,862,520,685,1376],{"title":1514,"description":1515,"path":1516,"category":1370,"updatedAt":1136,"sourceType":494,"tags":1517},"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",[732,520,646,577,1376],{"title":1519,"description":1520,"path":1521,"category":1370,"updatedAt":738,"sourceType":494,"tags":1522},"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",[520,1144,1523,1524,1376],"protocol","scopes",{"title":1526,"description":1527,"path":1528,"category":1370,"updatedAt":728,"sourceType":494,"tags":1529},"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",[731,1530,713,947,880],"mention",{"title":1532,"description":1533,"path":1534,"category":1370,"updatedAt":738,"sourceType":494,"tags":1535},"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",[1188,1536,1537,1538,1376],"visibility","activeHours","alerts",{"title":1540,"description":1541,"path":1542,"category":1370,"updatedAt":728,"sourceType":494,"tags":1543},"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",[1138,1144,1544,520,1376],"sdk",{"title":1546,"description":1547,"path":1548,"category":1370,"updatedAt":728,"sourceType":494,"tags":1549},"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",[533,1550,1166,1551,1376],"include","arrays",{"title":1553,"description":1554,"path":1555,"category":1370,"updatedAt":710,"sourceType":494,"tags":1556},"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",[976,1557,835,568,1376],"invoke",{"title":1559,"description":1560,"path":1561,"category":1370,"updatedAt":738,"sourceType":494,"tags":1562},"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",[523,1563,1564,1565,1566,1376],"hybrid-search","ranking","mmr","retrieval",{"title":1568,"description":1569,"path":1570,"category":1370,"updatedAt":631,"sourceType":494,"tags":1571},"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 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评论流一起推进到了更成熟的位置。","/news/openclaw-2026-4-1-release","https://github.com/openclaw/openclaw/releases/tag/v2026.4.1",[1288,692,1035,701,497,704],{"title":1935,"description":1936,"path":1937,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":1939,"tags":1940},"OpenClaw 集成观察：HTTP API、Gateway WebSocket 与 SDK 的三层接口面正在被官方写清","基于 2026 年 3 月 25 日可见的官方 API、Web 与 Gateway 文档，最近开发者侧最值得关注的变化之一是不同接口面的分工正在被官方主动拆清。","/news/openclaw-api-surface-watch-2026-03-25","生态观察","https://docs.openclaw.ai/api/v2",[1138,1144,1544,520,1941],"integration",{"title":1943,"description":1944,"path":1945,"category":1938,"date":631,"updatedAt":631,"sourceType":494,"source":1946,"tags":1947},"OpenClaw 执行审批观察：CLI、per-agent allowlist 与聊天转发正在把宿主机执行面做成正式治理层","基于 2026 年 3 月 24 日可见的官方 approvals CLI 与 Exec Approvals 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[569,1188,693,1644,541],{"title":1962,"description":1963,"path":1964,"category":1938,"date":503,"updatedAt":503,"sourceType":494,"source":1965,"tags":1966},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[692,569,693,694,1314,541],{"title":1968,"description":1969,"path":1970,"category":1938,"date":503,"updatedAt":503,"sourceType":494,"source":1971,"tags":1972},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[577,1349,861,592,542],{"title":1986,"description":1987,"path":1988,"category":1938,"date":631,"updatedAt":631,"sourceType":494,"source":1946,"tags":1989},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[756,758,835,499,1303],{"title":1991,"description":1992,"path":1993,"category":1790,"date":516,"updatedAt":516,"sourceType":781,"source":1994,"tags":1995},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[695,520,1507,686,541],{"title":2010,"description":2011,"path":2012,"category":1938,"date":710,"updatedAt":710,"sourceType":494,"source":2013,"tags":2014},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[533,1070,712,2015,541],"overrides",{"title":2017,"description":2018,"path":2019,"category":1732,"date":590,"updatedAt":590,"sourceType":494,"source":1926,"tags":2020},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[1092,1093,671,523,2021],"continuity",{"title":2023,"description":2024,"path":2025,"category":1732,"date":590,"updatedAt":590,"sourceType":494,"source":2026,"tags":2027},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[790,577,1174,861,592],{"title":2029,"description":2030,"path":2031,"category":1938,"date":1136,"updatedAt":1136,"sourceType":494,"source":1952,"tags":2032},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[530,534,782,1670],{"title":2046,"description":2047,"path":2048,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2049,"tags":2050},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[862,861,810,1208,2051],"rotate",{"title":2053,"description":2054,"path":2055,"category":1938,"date":710,"updatedAt":710,"sourceType":494,"source":2056,"tags":2057},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair 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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",[520,861,2097,810,685],"pending",{"title":2099,"description":2100,"path":2101,"category":1938,"date":1136,"updatedAt":1136,"sourceType":494,"source":2102,"tags":2103},"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",[520,732,646,577,2104],"state",{"title":2106,"description":2107,"path":2108,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2109,"tags":2110},"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 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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",[880,646,713,884,499],{"title":2181,"description":2182,"path":2183,"category":1938,"date":631,"updatedAt":631,"sourceType":494,"source":2007,"tags":2184},"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",[639,1572,703,705,1251],{"title":2186,"description":2187,"path":2188,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2189,"tags":2190},"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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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",[703,639,685,705,994],{"title":2238,"description":2239,"path":2240,"category":1938,"date":738,"updatedAt":738,"sourceType":494,"source":2241,"tags":2242},"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",[703,1375,639,520,541],{"title":2244,"description":2245,"path":2246,"category":1732,"date":590,"updatedAt":590,"sourceType":494,"source":1926,"tags":2247},"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",[1288,1289,1291,1290],{"title":2249,"description":2250,"path":2251,"category":1938,"date":710,"updatedAt":710,"sourceType":494,"source":1952,"tags":2252},"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",[577,861,685,592,1195],{"title":2254,"description":2255,"path":2256,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2257,"tags":2258},"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",[713,712,2259,499,714],"threads",{"title":2261,"description":2262,"path":2263,"category":1938,"date":503,"updatedAt":503,"sourceType":494,"source":2264,"tags":2265},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[1035,922,1036,618,522],{"title":2267,"description":2268,"path":2269,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2270,"tags":2271},"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",[1612,2272,2273,1611,541],"snapshot","rotation",{"title":2275,"description":2276,"path":2277,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2137,"tags":2278},"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",[732,542,1481,861,1329],{"title":2280,"description":2281,"path":2282,"category":1938,"date":631,"updatedAt":631,"sourceType":494,"source":2283,"tags":2284},"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",[542,1314,1316,1315,541],{"title":2286,"description":2287,"path":2288,"category":2289,"date":516,"updatedAt":516,"sourceType":781,"source":2290,"tags":2291},"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",[542,2292,893,540],"compliance",{"title":2294,"description":2295,"path":2296,"category":1938,"date":710,"updatedAt":710,"sourceType":494,"source":2270,"tags":2297},"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 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",[542,1611,835,2298,541],"proxy",{"title":2300,"description":2301,"path":2302,"category":1938,"date":1622,"updatedAt":1622,"sourceType":494,"source":2303,"tags":2304},"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",[732,1625,1093,1624,520],{"title":2306,"description":2307,"path":2308,"category":1938,"date":1622,"updatedAt":1622,"sourceType":494,"source":2309,"tags":2310},"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 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[671,695,1631,1314,541],{"title":2312,"description":2313,"path":2314,"category":1938,"date":728,"updatedAt":728,"sourceType":494,"source":2315,"tags":2316},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[542,1329,1330,2317,520],"sandbox",{"title":2319,"description":2320,"path":2321,"category":1732,"date":590,"updatedAt":590,"sourceType":494,"source":2127,"tags":2322},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的三个社区案例，观察 OpenClaw 在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[2129,781,756,534,569],{"title":2324,"description":2325,"path":2326,"category":1938,"date":738,"updatedAt":738,"sourceType":494,"source":2315,"tags":2327},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 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