[{"data":1,"prerenderedAt":3838},["ShallowReactive",2],{"best-practices:openresponses-api-integration":3,"content-manifest":1195},{"id":4,"title":5,"body":6,"category":1175,"date":1176,"description":1177,"difficulty":1178,"extension":1179,"meta":1180,"navigation":523,"path":1181,"seo":1182,"source":1183,"sourceName":1184,"sourceType":1185,"stem":1186,"tags":1187,"updatedAt":1193,"__hash__":1194},"bestPractices/best-practices/openresponses-api-integration.md","OpenResponses API 接入与第三方集成",{"type":7,"value":8,"toc":1145},"minimark",[9,13,17,20,25,28,51,54,58,62,65,201,204,232,235,238,257,260,324,327,331,334,389,396,399,402,455,458,465,593,596,600,603,667,671,674,682,686,689,815,818,821,824,888,891,895,906,909,912,978,981,1037,1040,1043,1047,1062,1066,1084,1088,1103,1106,1117,1120,1141],[10,11,5],"h1",{"id":12},"openresponses-api-接入与第三方集成",[14,15,16],"p",{},"OpenClaw 不只是聊天渠道的中转站。通过 OpenResponses API，你的 Gateway 可以变成一个 OpenAI 兼容的 API 服务端，让第三方应用、脚本、甚至其他 AI 工具直接调用你自托管的 Agent 能力。",[14,18,19],{},"这篇指南会帮你理解这个能力能做什么、怎么启用、以及常见的接入模式。",[21,22,24],"h2",{"id":23},"什么是-openresponses-api","什么是 OpenResponses API",[14,26,27],{},"OpenResponses 是 OpenClaw Gateway 提供的一套 HTTP API，设计目标是：",[29,30,31,39,45],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"兼容 OpenAI 的 Responses API 格式"," - 已有支持 OpenAI 的工具可以直接切过来",[32,40,41,44],{},[35,42,43],{},"暴露 Agent 能力"," - 不只是纯模型调用，还能触发技能、工具和工作流",[32,46,47,50],{},[35,48,49],{},"保持自托管优势"," - 数据不经过第三方，全部在你的 Gateway 上处理",[14,52,53],{},"简单说，它让 OpenClaw 从 \"一个聊天机器人\" 变成了 \"一个可编程的 AI 后端\"。",[21,55,57],{"id":56},"启用-openresponses-api","启用 OpenResponses API",[59,60,61],"h3",{"id":61},"基础配置",[14,63,64],{},"在 Gateway 配置里启用：",[66,67,72],"pre",{"className":68,"code":69,"language":70,"meta":71,"style":71},"language-json shiki shiki-themes github-light github-dark","{\n  \"gateway\": {\n    \"openResponses\": {\n      \"enabled\": true,\n      \"port\": 8080,\n      \"auth\": {\n        \"type\": \"bearer\",\n        \"token\": {\n          \"$secretRef\": \"OPENRESPONSES_API_TOKEN\"\n        }\n      }\n    }\n  }\n}\n","json","",[73,74,75,84,94,102,117,130,138,152,160,171,177,183,189,195],"code",{"__ignoreMap":71},[76,77,80],"span",{"class":78,"line":79},"line",1,[76,81,83],{"class":82},"sVt8B","{\n",[76,85,87,91],{"class":78,"line":86},2,[76,88,90],{"class":89},"sj4cs","  \"gateway\"",[76,92,93],{"class":82},": {\n",[76,95,97,100],{"class":78,"line":96},3,[76,98,99],{"class":89},"    \"openResponses\"",[76,101,93],{"class":82},[76,103,105,108,111,114],{"class":78,"line":104},4,[76,106,107],{"class":89},"      \"enabled\"",[76,109,110],{"class":82},": ",[76,112,113],{"class":89},"true",[76,115,116],{"class":82},",\n",[76,118,120,123,125,128],{"class":78,"line":119},5,[76,121,122],{"class":89},"      \"port\"",[76,124,110],{"class":82},[76,126,127],{"class":89},"8080",[76,129,116],{"class":82},[76,131,133,136],{"class":78,"line":132},6,[76,134,135],{"class":89},"      \"auth\"",[76,137,93],{"class":82},[76,139,141,144,146,150],{"class":78,"line":140},7,[76,142,143],{"class":89},"        \"type\"",[76,145,110],{"class":82},[76,147,149],{"class":148},"sZZnC","\"bearer\"",[76,151,116],{"class":82},[76,153,155,158],{"class":78,"line":154},8,[76,156,157],{"class":89},"        \"token\"",[76,159,93],{"class":82},[76,161,163,166,168],{"class":78,"line":162},9,[76,164,165],{"class":89},"          \"$secretRef\"",[76,167,110],{"class":82},[76,169,170],{"class":148},"\"OPENRESPONSES_API_TOKEN\"\n",[76,172,174],{"class":78,"line":173},10,[76,175,176],{"class":82},"        }\n",[76,178,180],{"class":78,"line":179},11,[76,181,182],{"class":82},"      }\n",[76,184,186],{"class":78,"line":185},12,[76,187,188],{"class":82},"    }\n",[76,190,192],{"class":78,"line":191},13,[76,193,194],{"class":82},"  }\n",[76,196,198],{"class":78,"line":197},14,[76,199,200],{"class":82},"}\n",[14,202,203],{},"关键参数：",[29,205,206,212,226],{},[32,207,208,211],{},[73,209,210],{},"port"," - API 监听端口，默认 8080",[32,213,214,217,218,221,222,225],{},[73,215,216],{},"auth.type"," - 认证方式，支持 ",[73,219,220],{},"bearer","、",[73,223,224],{},"none","（不推荐生产环境）",[32,227,228,231],{},[73,229,230],{},"auth.token"," - Bearer token，建议用 SecretRef",[59,233,234],{"id":234},"启动验证",[14,236,237],{},"配置完成后重启 Gateway：",[66,239,243],{"className":240,"code":241,"language":242,"meta":71,"style":71},"language-bash shiki shiki-themes github-light github-dark","openclaw gateway restart\n","bash",[73,244,245],{"__ignoreMap":71},[76,246,247,251,254],{"class":78,"line":79},[76,248,250],{"class":249},"sScJk","openclaw",[76,252,253],{"class":148}," gateway",[76,255,256],{"class":148}," restart\n",[14,258,259],{},"验证 API 是否可用：",[66,261,263],{"className":240,"code":262,"language":242,"meta":71,"style":71},"curl http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer $OPENRESPONSES_API_TOKEN\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"default-agent\",\n    \"input\": \"Hello from API\"\n  }'\n",[73,264,265,276,292,301,309,314,319],{"__ignoreMap":71},[76,266,267,270,273],{"class":78,"line":79},[76,268,269],{"class":249},"curl",[76,271,272],{"class":148}," http://localhost:8080/v1/responses",[76,274,275],{"class":89}," \\\n",[76,277,278,281,284,287,290],{"class":78,"line":86},[76,279,280],{"class":89},"  -H",[76,282,283],{"class":148}," \"Authorization: Bearer ",[76,285,286],{"class":82},"$OPENRESPONSES_API_TOKEN",[76,288,289],{"class":148},"\"",[76,291,275],{"class":89},[76,293,294,296,299],{"class":78,"line":96},[76,295,280],{"class":89},[76,297,298],{"class":148}," \"Content-Type: application/json\"",[76,300,275],{"class":89},[76,302,303,306],{"class":78,"line":104},[76,304,305],{"class":89},"  -d",[76,307,308],{"class":148}," '{\n",[76,310,311],{"class":78,"line":119},[76,312,313],{"class":148},"    \"model\": \"default-agent\",\n",[76,315,316],{"class":78,"line":132},[76,317,318],{"class":148},"    \"input\": \"Hello from API\"\n",[76,320,321],{"class":78,"line":140},[76,322,323],{"class":148},"  }'\n",[14,325,326],{},"如果返回正常响应，说明 OpenResponses 已启用。",[21,328,330],{"id":329},"核心-api-用法","核心 API 用法",[59,332,333],{"id":333},"发起对话",[66,335,337],{"className":240,"code":336,"language":242,"meta":71,"style":71},"curl http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer \u003Ctoken>\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"work-assistant\",\n    \"input\": \"帮我总结今天的未读邮件\",\n    \"tools\": [\"email_reader\"]\n  }'\n",[73,338,339,347,356,364,370,375,380,385],{"__ignoreMap":71},[76,340,341,343,345],{"class":78,"line":79},[76,342,269],{"class":249},[76,344,272],{"class":148},[76,346,275],{"class":89},[76,348,349,351,354],{"class":78,"line":86},[76,350,280],{"class":89},[76,352,353],{"class":148}," \"Authorization: Bearer \u003Ctoken>\"",[76,355,275],{"class":89},[76,357,358,360,362],{"class":78,"line":96},[76,359,280],{"class":89},[76,361,298],{"class":148},[76,363,275],{"class":89},[76,365,366,368],{"class":78,"line":104},[76,367,305],{"class":89},[76,369,308],{"class":148},[76,371,372],{"class":78,"line":119},[76,373,374],{"class":148},"    \"model\": \"work-assistant\",\n",[76,376,377],{"class":78,"line":132},[76,378,379],{"class":148},"    \"input\": \"帮我总结今天的未读邮件\",\n",[76,381,382],{"class":78,"line":140},[76,383,384],{"class":148},"    \"tools\": [\"email_reader\"]\n",[76,386,387],{"class":78,"line":154},[76,388,323],{"class":148},[14,390,391,392,395],{},"注意这里的 ",[73,393,394],{},"model"," 参数实际上是 Agent ID。OpenClaw 会把请求路由到对应的 Agent。",[59,397,398],{"id":398},"流式响应",[14,400,401],{},"和 OpenAI 一样，支持 SSE 流式输出：",[66,403,405],{"className":240,"code":404,"language":242,"meta":71,"style":71},"curl http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer \u003Ctoken>\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"default-agent\",\n    \"input\": \"写一段 Python 代码读取 CSV\",\n    \"stream\": true\n  }'\n",[73,406,407,415,423,431,437,441,446,451],{"__ignoreMap":71},[76,408,409,411,413],{"class":78,"line":79},[76,410,269],{"class":249},[76,412,272],{"class":148},[76,414,275],{"class":89},[76,416,417,419,421],{"class":78,"line":86},[76,418,280],{"class":89},[76,420,353],{"class":148},[76,422,275],{"class":89},[76,424,425,427,429],{"class":78,"line":96},[76,426,280],{"class":89},[76,428,298],{"class":148},[76,430,275],{"class":89},[76,432,433,435],{"class":78,"line":104},[76,434,305],{"class":89},[76,436,308],{"class":148},[76,438,439],{"class":78,"line":119},[76,440,313],{"class":148},[76,442,443],{"class":78,"line":132},[76,444,445],{"class":148},"    \"input\": \"写一段 Python 代码读取 CSV\",\n",[76,447,448],{"class":78,"line":140},[76,449,450],{"class":148},"    \"stream\": true\n",[76,452,453],{"class":78,"line":154},[76,454,323],{"class":148},[59,456,457],{"id":457},"多轮对话",[14,459,460,461,464],{},"通过 ",[73,462,463],{},"previous_response_id"," 保持上下文：",[66,466,468],{"className":240,"code":467,"language":242,"meta":71,"style":71},"# 第一轮\ncurl http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer \u003Ctoken>\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"default-agent\",\n    \"input\": \"北京今天天气怎么样\"\n  }'\n\n# 假设返回的 response id 是 resp_abc123\n\n# 第二轮\ncurl http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer \u003Ctoken>\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"default-agent\",\n    \"input\": \"那明天呢\",\n    \"previous_response_id\": \"resp_abc123\"\n  }'\n",[73,469,470,476,484,492,500,506,510,515,519,525,530,534,539,547,555,564,571,576,582,588],{"__ignoreMap":71},[76,471,472],{"class":78,"line":79},[76,473,475],{"class":474},"sJ8bj","# 第一轮\n",[76,477,478,480,482],{"class":78,"line":86},[76,479,269],{"class":249},[76,481,272],{"class":148},[76,483,275],{"class":89},[76,485,486,488,490],{"class":78,"line":96},[76,487,280],{"class":89},[76,489,353],{"class":148},[76,491,275],{"class":89},[76,493,494,496,498],{"class":78,"line":104},[76,495,280],{"class":89},[76,497,298],{"class":148},[76,499,275],{"class":89},[76,501,502,504],{"class":78,"line":119},[76,503,305],{"class":89},[76,505,308],{"class":148},[76,507,508],{"class":78,"line":132},[76,509,313],{"class":148},[76,511,512],{"class":78,"line":140},[76,513,514],{"class":148},"    \"input\": \"北京今天天气怎么样\"\n",[76,516,517],{"class":78,"line":154},[76,518,323],{"class":148},[76,520,521],{"class":78,"line":162},[76,522,524],{"emptyLinePlaceholder":523},true,"\n",[76,526,527],{"class":78,"line":173},[76,528,529],{"class":474},"# 假设返回的 response id 是 resp_abc123\n",[76,531,532],{"class":78,"line":179},[76,533,524],{"emptyLinePlaceholder":523},[76,535,536],{"class":78,"line":185},[76,537,538],{"class":474},"# 第二轮\n",[76,540,541,543,545],{"class":78,"line":191},[76,542,269],{"class":249},[76,544,272],{"class":148},[76,546,275],{"class":89},[76,548,549,551,553],{"class":78,"line":197},[76,550,280],{"class":89},[76,552,353],{"class":148},[76,554,275],{"class":89},[76,556,558,560,562],{"class":78,"line":557},15,[76,559,280],{"class":89},[76,561,298],{"class":148},[76,563,275],{"class":89},[76,565,567,569],{"class":78,"line":566},16,[76,568,305],{"class":89},[76,570,308],{"class":148},[76,572,574],{"class":78,"line":573},17,[76,575,313],{"class":148},[76,577,579],{"class":78,"line":578},18,[76,580,581],{"class":148},"    \"input\": \"那明天呢\",\n",[76,583,585],{"class":78,"line":584},19,[76,586,587],{"class":148},"    \"previous_response_id\": \"resp_abc123\"\n",[76,589,591],{"class":78,"line":590},20,[76,592,323],{"class":148},[21,594,595],{"id":595},"常见接入场景",[59,597,599],{"id":598},"场景一把-openclaw-接进内部工具","场景一：把 OpenClaw 接进内部工具",[14,601,602],{},"如果你的内部系统已经支持 OpenAI API，切换成本几乎为零：",[66,604,608],{"className":605,"code":606,"language":607,"meta":71,"style":71},"language-python shiki shiki-themes github-light github-dark","import openai\n\nclient = openai.OpenAI(\n    base_url=\"http://your-gateway:8080/v1\",\n    api_key=\"your-openclaw-token\"\n)\n\nresponse = client.responses.create(\n    model=\"work-assistant\",\n    input=\"分析这份销售数据\",\n    tools=[{\"type\": \"data_analyzer\"}]\n)\n","python",[73,609,610,615,619,624,629,634,639,643,648,653,658,663],{"__ignoreMap":71},[76,611,612],{"class":78,"line":79},[76,613,614],{},"import openai\n",[76,616,617],{"class":78,"line":86},[76,618,524],{"emptyLinePlaceholder":523},[76,620,621],{"class":78,"line":96},[76,622,623],{},"client = openai.OpenAI(\n",[76,625,626],{"class":78,"line":104},[76,627,628],{},"    base_url=\"http://your-gateway:8080/v1\",\n",[76,630,631],{"class":78,"line":119},[76,632,633],{},"    api_key=\"your-openclaw-token\"\n",[76,635,636],{"class":78,"line":132},[76,637,638],{},")\n",[76,640,641],{"class":78,"line":140},[76,642,524],{"emptyLinePlaceholder":523},[76,644,645],{"class":78,"line":154},[76,646,647],{},"response = client.responses.create(\n",[76,649,650],{"class":78,"line":162},[76,651,652],{},"    model=\"work-assistant\",\n",[76,654,655],{"class":78,"line":173},[76,656,657],{},"    input=\"分析这份销售数据\",\n",[76,659,660],{"class":78,"line":179},[76,661,662],{},"    tools=[{\"type\": \"data_analyzer\"}]\n",[76,664,665],{"class":78,"line":185},[76,666,638],{},[59,668,670],{"id":669},"场景二让另一个-ai-应用调用-openclaw","场景二：让另一个 AI 应用调用 OpenClaw",[14,672,673],{},"某些支持自定义 API 端点的 AI 客户端（如某些 Obsidian 插件、VS Code 扩展），可以直接指向你的 Gateway：",[66,675,680],{"className":676,"code":678,"language":679},[677],"language-text","API Base URL: http://your-gateway:8080/v1\nAPI Key: your-openclaw-token\nModel: default-agent\n","text",[73,681,678],{"__ignoreMap":71},[59,683,685],{"id":684},"场景三自动化脚本和工作流","场景三：自动化脚本和工作流",[14,687,688],{},"用 OpenResponses API 把 OpenClaw 接入自动化流程：",[66,690,692],{"className":240,"code":691,"language":242,"meta":71,"style":71},"#!/bin/bash\n# daily-report.sh\n\nREPORT=$(curl -s http://localhost:8080/v1/responses \\\n  -H \"Authorization: Bearer $TOKEN\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"data-assistant\",\n    \"input\": \"生成昨日数据摘要\"\n  }' | jq -r '.output[0].content[0].text')\n\necho \"$REPORT\" | mail -s \"Daily Report\" team@company.com\n",[73,693,694,699,704,708,729,742,750,756,761,766,785,789],{"__ignoreMap":71},[76,695,696],{"class":78,"line":79},[76,697,698],{"class":474},"#!/bin/bash\n",[76,700,701],{"class":78,"line":86},[76,702,703],{"class":474},"# daily-report.sh\n",[76,705,706],{"class":78,"line":96},[76,707,524],{"emptyLinePlaceholder":523},[76,709,710,713,717,720,722,725,727],{"class":78,"line":104},[76,711,712],{"class":82},"REPORT",[76,714,716],{"class":715},"szBVR","=",[76,718,719],{"class":82},"$(",[76,721,269],{"class":249},[76,723,724],{"class":89}," -s",[76,726,272],{"class":148},[76,728,275],{"class":89},[76,730,731,733,735,738,740],{"class":78,"line":119},[76,732,280],{"class":89},[76,734,283],{"class":148},[76,736,737],{"class":82},"$TOKEN",[76,739,289],{"class":148},[76,741,275],{"class":89},[76,743,744,746,748],{"class":78,"line":132},[76,745,280],{"class":89},[76,747,298],{"class":148},[76,749,275],{"class":89},[76,751,752,754],{"class":78,"line":140},[76,753,305],{"class":89},[76,755,308],{"class":148},[76,757,758],{"class":78,"line":154},[76,759,760],{"class":148},"    \"model\": \"data-assistant\",\n",[76,762,763],{"class":78,"line":162},[76,764,765],{"class":148},"    \"input\": \"生成昨日数据摘要\"\n",[76,767,768,771,774,777,780,783],{"class":78,"line":173},[76,769,770],{"class":148},"  }'",[76,772,773],{"class":715}," |",[76,775,776],{"class":249}," jq",[76,778,779],{"class":89}," -r",[76,781,782],{"class":148}," '.output[0].content[0].text'",[76,784,638],{"class":82},[76,786,787],{"class":78,"line":179},[76,788,524],{"emptyLinePlaceholder":523},[76,790,791,794,797,800,802,804,807,809,812],{"class":78,"line":185},[76,792,793],{"class":89},"echo",[76,795,796],{"class":148}," \"",[76,798,799],{"class":82},"$REPORT",[76,801,289],{"class":148},[76,803,773],{"class":715},[76,805,806],{"class":249}," mail",[76,808,724],{"class":89},[76,810,811],{"class":148}," \"Daily Report\"",[76,813,814],{"class":148}," team@company.com\n",[21,816,817],{"id":817},"安全配置要点",[59,819,820],{"id":820},"网络隔离",[14,822,823],{},"OpenResponses API 默认监听在所有网络接口上。生产环境建议：",[66,825,827],{"className":68,"code":826,"language":70,"meta":71,"style":71},"{\n  \"gateway\": {\n    \"openResponses\": {\n      \"enabled\": true,\n      \"host\": \"127.0.0.1\",\n      \"port\": 8080\n    }\n  }\n}\n",[73,828,829,833,839,845,855,867,876,880,884],{"__ignoreMap":71},[76,830,831],{"class":78,"line":79},[76,832,83],{"class":82},[76,834,835,837],{"class":78,"line":86},[76,836,90],{"class":89},[76,838,93],{"class":82},[76,840,841,843],{"class":78,"line":96},[76,842,99],{"class":89},[76,844,93],{"class":82},[76,846,847,849,851,853],{"class":78,"line":104},[76,848,107],{"class":89},[76,850,110],{"class":82},[76,852,113],{"class":89},[76,854,116],{"class":82},[76,856,857,860,862,865],{"class":78,"line":119},[76,858,859],{"class":89},"      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里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1330,1595,1396,1406],{"title":1660,"description":1661,"path":1662,"category":1367,"updatedAt":1271,"sourceType":1185,"tags":1663},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1377,1440,1439,1499,1564],{"title":1665,"description":1666,"path":1667,"category":1356,"updatedAt":1357,"sourceType":1185,"tags":1668},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1669,1398,1670,1671,1672],"oauth","codex","claude","profiles",{"title":1674,"description":1675,"path":1676,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1677},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1678,1679,1315,1530,1257],"openprose","lobster",{"title":1681,"description":1682,"path":1683,"category":1356,"updatedAt":1684,"sourceType":1185,"tags":1685},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1686,1415,1687,1688,1689,1690,1691],"platforms","ios","android","windows","linux","install",{"title":1693,"description":1694,"path":1695,"category":1367,"updatedAt":1279,"sourceType":1185,"tags":1696},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1314,1316,1258,1478,1697],"governance",{"title":1699,"description":1700,"path":1701,"category":1367,"updatedAt":1279,"sourceType":1185,"tags":1702},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1314,1703,1704,1705,1222],"manifest","schema","validation",{"title":1707,"description":1708,"path":1709,"category":1367,"updatedAt":1279,"sourceType":1185,"tags":1710},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1314,1711,1211,1712,1478],"package-packs","metadata",{"title":1714,"description":1715,"path":1716,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1717},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。","/docs/manual/plugins-overview",[1314,1478,1223,1098,1388],{"title":1719,"description":1720,"path":1721,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1722},"模型提供商与故障转移","基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[1396,1330,1723,1724,1593],"fallback","openrouter",{"title":1726,"description":1727,"path":1728,"category":1356,"updatedAt":1357,"sourceType":1185,"tags":1729},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1730,1731,1732,1583],"queue","steering","concurrency",{"title":1734,"description":1735,"path":1736,"category":1367,"updatedAt":1383,"sourceType":1185,"tags":1737},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1738,1739,1098,1625,1307],"searxng","web-search",{"title":1741,"description":1742,"path":1743,"category":1367,"updatedAt":1271,"sourceType":1368,"tags":1744},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。","/docs/manual/session-and-pairing",[1425,1564,1211,1398],{"title":1746,"description":1747,"path":1748,"category":1430,"updatedAt":1431,"sourceType":1185,"tags":1749},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 各自适合什么场景，帮助团队判断什么时候该扩到会话日志检索。","/docs/manual/session-memory-search-and-index-refresh",[1212,1362,1626,1750,1356],"cache",{"title":1752,"description":1753,"path":1754,"category":1367,"updatedAt":1271,"sourceType":1185,"tags":1755},"Signal 渠道接入重点","Signal 为什么更强调 dedicated number、signal-cli 和 pairing，长期运行时最容易踩哪些坑。","/docs/manual/signal-channel",[1211,1756,1757,1564,1596],"signal","signal-cli",{"title":1759,"description":1760,"path":1761,"category":1367,"updatedAt":1279,"sourceType":1185,"tags":1762},"Signal 群组与 daemon 模式怎么配","基于最新官方 Signal 文档，整理 Signal 在 OpenClaw 里的群组隔离、外部 daemon 模式、多账号和 config writes 边界。","/docs/manual/signal-groups-and-daemon-mode",[1756,1424,1273,1763,1211],"multi-account",{"title":1765,"description":1766,"path":1767,"category":1367,"updatedAt":1768,"sourceType":1185,"tags":1769},"Skills 配置与热重载","理解 OpenClaw 的 skills 配置项、allowBundled、extraDirs、watch、entries.enabled 和运行时环境注入边界。","/docs/manual/skills-configuration","2026-03-18",[1223,1770,1771,1772,1773],"config","allowBundled","watch","env",{"title":1775,"description":1776,"path":1777,"category":1367,"updatedAt":1778,"sourceType":1185,"tags":1779},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","/docs/manual/skills-system","2026-03-17",[1223,1459,1098,1231],{"title":1781,"description":1782,"path":1783,"category":1356,"updatedAt":1357,"sourceType":1185,"tags":1784},"流式输出与分块机制","理解 OpenClaw 的两层流式输出机制：块流式（实时发送）和预览流式（实时预览），以及如何配置。","/docs/manual/streaming-and-chunking",[1785,1786,1787,1788,1211],"streaming","chunking","block","preview",{"title":1790,"description":1791,"path":1792,"category":1367,"updatedAt":1526,"sourceType":1185,"tags":1793},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[1794,1795,1796,1797,1362],"system-prompt","context","compaction","pruning",{"title":1799,"description":1800,"path":1801,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1802},"Telegram 与 WhatsApp 接入重点","两个最常见的入门渠道该怎么选、各自依赖什么认证方式，以及群聊和私聊里最容易踩的坑。","/docs/manual/telegram-and-whatsapp",[1211,1451,1452,1564,1803],"bot",{"title":1805,"description":1806,"path":1807,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1808},"Telegram 和 Discord 作为审批入口时该怎么收边界","基于最新官方 Exec Approvals 文档，解释 Telegram 与 Discord 作为 exec approval 客户端时分别扮演什么角色、哪些配置值得先看，以及为什么它们适合作为受控审批入口而不是普通开放群聊。","/docs/manual/telegram-discord-approval-clients",[1451,1453,1530,1211,1528,1231],{"title":1810,"description":1811,"path":1812,"category":1367,"updatedAt":1271,"sourceType":1185,"tags":1813},"OpenClaw 的 Tools 与扩展能力概览","从中文用户角度理解 OpenClaw 的工具层、技能层和自动化扩展边界，知道它为什么不只是聊天助手。","/docs/manual/tools-overview",[1098,1223,1316,1258],{"title":1815,"description":1816,"path":1817,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1818},"vLLM 本地模型 Provider 怎么接","基于最新官方 vLLM provider 文档，整理 OpenClaw 如何接入 vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[1819,1820,1396,1307,1821],"vllm","local-models","inference",{"title":1823,"description":1824,"path":1825,"category":1367,"updatedAt":1271,"sourceType":1185,"tags":1826},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[1499,1827,1828,1377,1440],"wake-word","talk-mode",{"title":1830,"description":1831,"path":1832,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1833},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 命令。","/docs/manual/webchat-and-message-cli",[1337,1834,1388,1192,1211],"message",{"title":1836,"description":1837,"path":1838,"category":1367,"updatedAt":1839,"sourceType":1185,"tags":1840},"WebChat、API 和控制面入口的边界怎么分","基于最新官方 WebChat、Session 和 API 文档，解释 WebChat 为什么更像会话 UI、HTTP API 为什么更像结构化管理面，以及 Dashboard 为什么仍然属于高权限控制面。","/docs/manual/webchat-api-and-control-surface-boundaries","2026-03-26",[1337,1188,1266,1192,1536],{"title":1842,"description":1843,"path":1844,"category":1367,"updatedAt":1279,"sourceType":1185,"tags":1845},"WebChat 的会话与只读边界","基于最新官方 WebChat 文档，整理 WebChat 如何共享 Gateway 会话、chat.inject 和 abort partial 是什么，以及 Gateway 不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[1337,1362,1846,1847,1848],"websocket","readonly","chat",{"title":1850,"description":1851,"path":1852,"category":1367,"updatedAt":1322,"sourceType":1185,"tags":1853},"用 Webhooks 接外部系统","基于最新官方 Webhooks 文档，整理 OpenClaw 如何通过 /hooks 接收外部事件，重点解释 wake、agent、映射、投递和安全边界。","/docs/manual/webhooks-external-triggers",[1854,1316,1258,1855,1231],"webhooks","integrations",{"title":1857,"description":1858,"path":1859,"category":1860,"updatedAt":1403,"sourceType":1185,"tags":1861},"Exec approvals 转发到聊天渠道该怎么设计","基于最新官方 approvals 文档，解释 OpenClaw 如何把 exec approval 请求转发到聊天渠道、/approve 命令怎么工作，以及为什么它适合远程值班但不适合无限扩散批准权。","/docs/operations/chat-approval-forwarding","运维",[1530,1528,1848,1862,1230],"forwarding",{"title":1864,"description":1865,"path":1866,"category":1860,"updatedAt":1279,"sourceType":1185,"tags":1867},"配置热重载与 include 合并怎么用","基于最新官方 Configuration 文档，整理 OpenClaw 的 config hot reload、reload mode、include 深度合并和哪些改动需要重启。","/docs/operations/config-hot-reload-and-includes",[1222,1868,1869,1870,1871],"hot-reload","includes","merge","restart",{"title":1873,"description":1874,"path":1875,"category":1860,"updatedAt":1279,"sourceType":1185,"tags":1876},"远程打开 Control UI 的正确方式","基于最新官方 Control UI、Dashboard 和 Tailscale 文档，整理远程访问 Control UI 时最稳的路径、常见 1008 报错原因，以及 allowedOrigins 等关键边界。","/docs/operations/control-ui-remote-access",[1485,1266,1877,1878,1879],"remote-access","tailscale","allowedOrigins",{"title":1881,"description":1882,"path":1883,"category":1860,"updatedAt":1403,"sourceType":1185,"tags":1884},"Cron 的 retention 和 run log pruning 怎么工作","基于最新官方 Cron Jobs 与配置文档，解释 isolated cron run 的 sessionRetention、runLog 裁剪、transcript archive 和高频调度下的磁盘足迹，避免把 cron 当成无限保留的后台队列。","/docs/operations/cron-retention-and-run-log-pruning",[1386,1885,1797,1886,1230],"retention","runlog",{"title":1888,"description":1889,"path":1890,"category":1860,"updatedAt":1279,"sourceType":1185,"tags":1891},"定时任务与心跳怎么选","根据最新官方自动化文档，解释 Heartbeat、Cron main、Cron isolated 三种机制分别适合什么场景，以及它们在精度、上下文和成本上的差异。","/docs/operations/cron-vs-heartbeat",[1258,1386,1892,1893,1230],"heartbeat","scheduling",{"title":1895,"description":1896,"path":1897,"category":1860,"updatedAt":1403,"sourceType":1185,"tags":1898},"Dashboard 管理面怎么更稳地开放","基于最新官方 Dashboard、remote access 和 pairing 文档，整理管理员面该如何开放、保存 token、限制入口和处理 unauthorized/1008，避免把 Control UI 变成公开风险面。","/docs/operations/dashboard-admin-surface-hardening",[1266,1485,1281,1231,1899],"admin",{"title":1901,"description":1902,"path":1903,"category":1860,"updatedAt":1839,"sourceType":1185,"tags":1904},"Dashboard 遇到 unauthorized、1008 和 AUTH_TOKEN_MISMATCH 时怎么恢复","基于最新官方 Dashboard 文档，整理 OpenClaw 在 Dashboard 认证失败时更稳的恢复顺序，尤其是 AUTH_TOKEN_MISMATCH、trusted retry、SecretRef token 和远程实例混淆这几类问题。","/docs/operations/dashboard-auth-mismatch-recovery",[1266,1398,1905,1906,1230],"unauthorized","1008",{"title":1908,"description":1909,"path":1910,"category":1860,"updatedAt":1421,"sourceType":1185,"tags":1911},"设备 pairing、fresh token 和 revoke 应该怎么做日常运维","基于最新官方 Pairing 与 Devices CLI 文档，解释 openclaw devices list、approve、rotate、revoke 和 fresh token 的真实边界，以及为什么设备授权不该被当成一次性静态批准。","/docs/operations/device-pairing-token-lifecycle",[1565,1564,1505,1912,1230],"revoke",{"title":1914,"description":1915,"path":1916,"category":1860,"updatedAt":1421,"sourceType":1185,"tags":1917},"doctor 的备份、unknown keys 清理和 --fix 该怎么理解","基于最新官方 Doctor 文档，解释 openclaw doctor 在修复 stale config、unknown keys 和 legacy 状态时的备份与收口方式，帮助团队区分安全修复和强制覆盖。","/docs/operations/doctor-fix-backups-and-unknown-keys",[1918,1919,1920,1770,1921],"doctor","repair","backups","unknown-keys",{"title":1923,"description":1924,"path":1925,"category":1860,"updatedAt":1271,"sourceType":1185,"tags":1926},"Gateway 运维与日常检查","围绕状态检查、访问方式、日志与升级窗口，建立 OpenClaw Gateway 的日常运维习惯。","/docs/operations/gateway-operations",[1192,1230,1927,1633],"status",{"title":1929,"description":1930,"path":1931,"category":1860,"updatedAt":1279,"sourceType":1185,"tags":1932},"Gmail Pub/Sub 接入 OpenClaw","根据最新官方自动化文档，整理 Gmail watch、Google Pub/Sub、Webhook 映射和 Tailscale Funnel 的接入顺序，帮助你把 Gmail 事件稳定送进 OpenClaw。","/docs/operations/gmail-pubsub",[1933,1934,1854,1258,1878],"gmail","pubsub",{"title":1936,"description":1937,"path":1938,"category":1860,"updatedAt":1217,"sourceType":1185,"tags":1939},"长期运行时，如何管理会话、记忆与压缩","把 session、memory、compaction 和重置策略放到同一条治理链里，帮助长期运行的 OpenClaw 环境建立更稳定的上下文边界。","/docs/operations/long-session-governance",[1362,1212,1796,1697,1230],{"title":1941,"description":1942,"path":1943,"category":1860,"updatedAt":1322,"sourceType":1185,"tags":1944},"模型选型与成本控制","从主力模型、fallback、国内 provider 和低价值任务分流四个角度理解 OpenClaw 的模型配置策略与成本控制方法。","/docs/operations/model-strategy-and-cost",[1330,1945,1396,1723,1946,1947,1948],"cost","qwen","qianfan","kimi",{"title":1950,"description":1951,"path":1952,"category":1860,"updatedAt":1279,"sourceType":1185,"tags":1953},"用 models status 做模型健康检查","基于最新官方 Models CLI 与 Auth Monitoring 文档，整理 openclaw models status 在日常运维里的正确用法、退出码含义和适合接入监控的检查方式。","/docs/operations/models-status-and-health-checks",[1330,1954,1398,1669,1955],"health-check","monitoring",{"title":1957,"description":1958,"path":1959,"category":1860,"updatedAt":1271,"sourceType":1185,"tags":1960},"多 Gateway 与隔离运行","当一台机器上需要运行多个 OpenClaw 实例时，如何用 profile、独立端口和独立状态目录避免冲突。","/docs/operations/multiple-gateways",[1192,1961,1962,1963,1230],"profile","multi-instance","isolation",{"title":1965,"description":1966,"path":1967,"category":1860,"updatedAt":1526,"sourceType":1185,"tags":1968},"网络模型、发现与配对","基于官方网络中心、配对和 Gateway 拥有的配对文档，梳理 localhost、tailnet、发现、身份和审批之间的关系。","/docs/operations/network-and-pairing",[1969,1564,1970,1971,1972],"network","identity","tailnet","mdns",{"title":1974,"description":1975,"path":1976,"category":1860,"updatedAt":1322,"sourceType":1185,"tags":1977},"OpenClaw 安全最佳实践","了解使用 OpenClaw 时的安全最佳实践，包括密码管理、权限控制和日志监控。","/docs/operations/openclaw-security-best-practices",[1231,1978,1979],"best-practices","guide",{"title":1981,"description":1982,"path":1983,"category":1860,"updatedAt":1403,"sourceType":1185,"tags":1984},"Compaction 前的 memory flush 在保护什么","基于最新官方 Memory、Compaction 和会话管理文档，解释 pre-compaction memory flush 的触发时机、NO_REPLY 机制、软阈值公式，以及为什么它是长期使用体验里的关键缓冲层。","/docs/operations/pre-compaction-memory-flush",[1212,1796,1985,1986,1230],"flush","NO_REPLY",{"title":1988,"description":1989,"path":1990,"category":1991,"updatedAt":1322,"sourceType":1185,"tags":1992},"如何持续跟踪 OpenClaw 更新","建立一套低成本的更新跟踪方法，并把官方 release 和文档变化转化成真正可执行的中文维护动作。","/docs/operations/release-tracking","更新",[1993,1994,1995,1996],"release","changelog","updates","maintenance",{"title":1998,"description":1999,"path":1133,"category":1860,"updatedAt":1322,"sourceType":1185,"tags":2000},"远程访问与 Tailscale / SSH","把 OpenClaw 放到远程主机长期运行时，如何在 SSH、tailnet、Tailscale Serve 和直接 ws/wss 之间做选择。",[1281,2001,1878,1192,1230],"ssh",{"title":2003,"description":2004,"path":2005,"category":1860,"updatedAt":1271,"sourceType":1185,"tags":2006},"Remote Operators 与多设备协作","当 Gateway 跑在远程主机、操作入口分散在多台设备上时，如何理解 operator、node 和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[1281,2007,1377,1878,2001,1565],"operators",{"title":2009,"description":2010,"path":2011,"category":1860,"updatedAt":1271,"sourceType":1185,"tags":2012},"OpenClaw 安全配置基础","从 Gateway auth、allowlist、Control UI 暴露方式和 Tailscale/SSH 接入策略理解 OpenClaw 的基础安全边界。","/docs/operations/safety-basics",[1231,1398,1878,1266],{"title":2014,"description":2015,"path":2016,"category":1860,"updatedAt":1322,"sourceType":1185,"tags":2017},"security audit、--deep 和 --fix 该怎么配合","基于最新官方安全文档，解释 openclaw security audit、--deep 与 --fix 各自适合什么阶段，哪些问题适合自动修复，哪些仍应人工复核。","/docs/operations/security-audit-fix-and-review",[1231,2018,2019,2020,1230],"audit","hardening","fix",{"title":2022,"description":2023,"path":2024,"category":1860,"updatedAt":1403,"sourceType":1185,"tags":2025},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 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的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[1222,2254,1870,2255,1230],{"title":2828,"description":2829,"path":2830,"category":2436,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2831,"tags":2832},"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",[2833,2376,2834,2835,2836],"showcase","home-assistant","nix","infrastructure",{"title":2838,"description":2839,"path":2840,"category":2642,"date":1403,"updatedAt":1403,"sourceType":1185,"source":2841,"tags":2842},"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",[1362,1212,1796,2724,1697],{"title":2844,"description":2845,"path":2846,"category":2642,"date":1403,"updatedAt":1403,"sourceType":1185,"source":2847,"tags":2848},"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",[1996,1386,1362,1885,1230],{"title":2850,"description":2851,"path":2852,"category":2462,"date":2437,"updatedAt":1271,"sourceType":2137,"source":2464,"tags":2853},"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",[1993,2065,1994,1223,1231],{"title":2855,"description":2856,"path":2857,"category":2642,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2858,"tags":2859},"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",[2833,1212,1513,2870,2871],"vector-search","knowledge",{"title":2873,"description":2874,"path":2875,"category":2642,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2876,"tags":2877},"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",[2235,1424,1451,1453,1520],{"title":2879,"description":2880,"path":2881,"category":2642,"date":1403,"updatedAt":1403,"sourceType":1185,"source":2882,"tags":2883},"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",[1583,1337,1406,1587,1211],{"title":2885,"description":2886,"path":2887,"category":2642,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2710,"tags":2888},"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",[1330,2276,1396,1398,1955],{"title":2890,"description":2891,"path":2892,"category":2642,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2893,"tags":2894},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[2007,1506,1485,1564,1281],{"title":2907,"description":2908,"path":2909,"category":2642,"date":1431,"updatedAt":1431,"sourceType":1185,"source":2910,"tags":2911},"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",[1266,1337,1846,2007,1378],{"title":2913,"description":2914,"path":2915,"category":2642,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2752,"tags":2916},"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",[1564,2115,1211,2116,1230],{"title":2918,"description":2919,"path":2920,"category":2436,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2921,"tags":2922},"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",[1314,1477,1316,1476,1478],{"title":2924,"description":2925,"path":2926,"category":2642,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2927,"tags":2928},"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",[1314,1459,2288,2289,1995],{"title":2930,"description":2931,"path":2932,"category":2642,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2933,"tags":2934},"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",[1678,1679,1257,1530,1315],{"title":2936,"description":2937,"path":2938,"category":2642,"date":1431,"updatedAt":1431,"sourceType":1185,"source":2939,"tags":2940},"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",[1396,1330,1377,1398,1697],{"title":2942,"description":2943,"path":2944,"category":2642,"date":1431,"updatedAt":1431,"sourceType":1185,"source":2945,"tags":2946},"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",[1396,2079,1330,1192,1230],{"title":2948,"description":2949,"path":2950,"category":2436,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2630,"tags":2951},"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",[1993,1994,1996,1995],{"title":2953,"description":2954,"path":2955,"category":2642,"date":1403,"updatedAt":1403,"sourceType":1185,"source":2655,"tags":2956},"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",[1266,1564,1377,1281,1899],{"title":2958,"description":2959,"path":2960,"category":2642,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2961,"tags":2962},"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",[1406,1405,2963,1211,1407],"threads",{"title":2965,"description":2966,"path":2967,"category":2642,"date":1383,"updatedAt":1383,"sourceType":1185,"source":2968,"tags":2969},"OpenClaw 把 SearXNG 推进 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[1425,1231,2186,1564,2033],{"title":2984,"description":2985,"path":2986,"category":2642,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2987,"tags":2988},"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",[1231,2018,2020,2019,1230],{"title":2990,"description":2991,"path":2992,"category":2993,"date":1206,"updatedAt":1206,"sourceType":1476,"source":2994,"tags":2995},"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",[1231,2996,1596,1229],"compliance",{"title":2998,"description":2999,"path":3000,"category":2642,"date":1403,"updatedAt":1403,"sourceType":1185,"source":2974,"tags":3001},"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",[1231,2315,1530,3002,1230],"proxy",{"title":3004,"description":3005,"path":3006,"category":2642,"date":2326,"updatedAt":2326,"sourceType":1185,"source":3007,"tags":3008},"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 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