[{"data":1,"prerenderedAt":3798},["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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和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[1281,1962,1367,1832,1956,1557],"operators",{"title":1964,"description":1965,"path":1966,"category":1814,"updatedAt":1271,"sourceType":1185,"tags":1967},"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",[1231,1388,1832,1266],{"title":1969,"description":1970,"path":1971,"category":1814,"updatedAt":1322,"sourceType":1185,"tags":1972},"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",[1231,1973,1974,1975,1230],"audit","hardening","fix",{"title":1977,"description":1978,"path":1979,"category":1814,"updatedAt":1393,"sourceType":1185,"tags":1980},"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 不是同一层清理。","/docs/operations/sessions-cleanup-and-maintenance",[1544,1981,1951,1982,1230],"cleanup","transcripts",{"title":1984,"description":1985,"path":1986,"category":1814,"updatedAt":1411,"sourceType":1185,"tags":1987},"shared inbox 的运营边界和信任模型","基于最新官方 Security、Session 和 Groups 文档，解释 OpenClaw 对 shared inbox 的默认安全假设、适合的协作硬化方式，以及为什么真正的互不信任多租户场景更应该拆成独立 gateway。","/docs/operations/shared-inbox-trust-boundaries",[1231,1988,1989,1192,1230],"shared-inbox","trust-model",{"title":1991,"description":1992,"path":1993,"category":1814,"updatedAt":1517,"sourceType":1185,"tags":1994},"Tailscale Serve / Funnel 怎么选","基于官方 Tailscale 文档，解释 serve、funnel、tailnet 绑定和 allowTailscale 的差异，以及更稳的使用边界。","/docs/operations/tailscale-serve-and-funnel",[1832,1995,1996,1192,1388],"serve","funnel",{"title":1998,"description":1999,"path":2000,"category":1814,"updatedAt":1271,"sourceType":1185,"tags":2001},"团队频道里的 Session 隔离策略","当 OpenClaw 进入 Discord、Slack 等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[1415,1444,1511,1220,2002,1230],"group-chat",{"title":2004,"description":2005,"path":2006,"category":1814,"updatedAt":1731,"sourceType":1185,"tags":2007},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2008,2009,1388,1192,1231],"trusted-proxy","reverse-proxy",{"title":2011,"description":2012,"path":2013,"category":1814,"updatedAt":1279,"sourceType":1185,"tags":2014},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2008,1832,2009,1388,1192,1231],{"title":2016,"description":2017,"path":2018,"category":1814,"updatedAt":1322,"sourceType":1185,"tags":2019},"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",[2020,1211,2021,2022,2023,2024],"update","stable","beta","dev","rollout",{"title":2026,"description":2027,"path":2028,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2030},"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",[2031,2032,2033,2034,2035],"anthropic","429","context1m","failover","reference",{"title":2037,"description":2038,"path":2039,"category":2029,"updatedAt":1271,"sourceType":1185,"tags":2040},"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",[2035,1378,1733,2041],"diagnostics",{"title":2043,"description":2044,"path":2045,"category":2029,"updatedAt":1322,"sourceType":1185,"tags":2046},"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",[1521,1642,1519,1192,2047,2035],"node",{"title":2049,"description":2050,"path":2051,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2052},"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",[1388,2053,2034,1544,2035],"profiles",{"title":2055,"description":2056,"path":2057,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2058},"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",[1556,2059,1442,1557,2035],"bootstrapToken",{"title":2061,"description":2062,"path":2063,"category":2029,"updatedAt":1411,"sourceType":1185,"tags":2064},"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",[1556,2065,1211,2066,1853],"allowFrom","account",{"title":2068,"description":2069,"path":2070,"category":2029,"updatedAt":1517,"sourceType":1185,"tags":2071},"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",[1378,2035,2072,2073],"commands","terminal",{"title":2075,"description":2076,"path":2077,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2078},"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",[2079,2080,1388,1386,2035],"cloudflare-ai-gateway","headers",{"title":2082,"description":2083,"path":2084,"category":2085,"updatedAt":1322,"sourceType":1467,"tags":2086},"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",[1467,2087,2088,2089],"github","issues","feedback",{"title":2091,"description":2092,"path":2093,"category":2029,"updatedAt":1517,"sourceType":1185,"tags":2094},"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",[1222,2035,2095,2096],"settings","options",{"title":2098,"description":2099,"path":2100,"category":2029,"updatedAt":1279,"sourceType":1185,"tags":2101},"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",[1476,1556,1557,1497,1853],{"title":2103,"description":2104,"path":2105,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2106},"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",[1376,1636,2107,2108,2035],"scheduler","queue",{"title":2110,"description":2111,"path":2112,"category":2029,"updatedAt":1793,"sourceType":1185,"tags":2113},"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",[1266,1496,2114,2115,1388],"secretref","sessionStorage",{"title":2117,"description":2118,"path":2119,"category":2120,"updatedAt":1517,"sourceType":1185,"tags":2121},"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",[2122,2123,2124,1872,1625],"debugging","debug","runtime-overrides",{"title":2126,"description":2127,"path":2128,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2129},"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",[2041,2130,2131,2123,2035],"logging","flags",{"title":2133,"description":2134,"path":2135,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2136},"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",[1415,2137,2138,1396,2035],"dmScope","identityLinks",{"title":2140,"description":2141,"path":2142,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2143},"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",[1872,1873,2041,2144,2035],"migrations",{"title":2146,"description":2147,"path":2148,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2149},"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",[1736,1222,1423,2150,2035],"shell",{"title":2152,"description":2153,"path":2154,"category":2029,"updatedAt":1322,"sourceType":1207,"tags":2155},"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",[2156,1948,1467,2157,1950],"sources","trust",{"title":2159,"description":2160,"path":2161,"category":2029,"updatedAt":1279,"sourceType":1185,"tags":2162},"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",[1192,2163,1378,1800,1368],"rpc",{"title":2165,"description":2166,"path":2167,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2168},"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",[1556,1557,1192,1367,2035],{"title":2170,"description":2171,"path":2172,"category":2029,"updatedAt":1793,"sourceType":1185,"tags":2173},"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",[1415,1192,1337,1266,2035],{"title":2175,"description":2176,"path":2177,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2178},"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",[1192,1800,2179,2180,2035],"protocol","scopes",{"title":2182,"description":2183,"path":2184,"category":2029,"updatedAt":1411,"sourceType":1185,"tags":2185},"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",[1414,2186,1396,1642,1575],"mention",{"title":2188,"description":2189,"path":2190,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2191},"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",[1846,2192,2193,2194,2035],"visibility","activeHours","alerts",{"title":2196,"description":2197,"path":1127,"category":2029,"updatedAt":1411,"sourceType":1185,"tags":2198},"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。",[1188,1800,2199,1192,2035],"sdk",{"title":2201,"description":2202,"path":2203,"category":2029,"updatedAt":1411,"sourceType":1185,"tags":2204},"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",[1222,2205,1824,2206,2035],"include","arrays",{"title":2208,"description":2209,"path":2210,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2211},"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",[1662,2212,1521,1257,2035],"invoke",{"title":2214,"description":2215,"path":2216,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2217},"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",[1212,2218,2219,2220,2221,2035],"hybrid-search","ranking","mmr","retrieval",{"title":2223,"description":2224,"path":2225,"category":2029,"updatedAt":1322,"sourceType":1185,"tags":2226},"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",[1330,2227,1388,1386,2035],"probe",{"title":2229,"description":2230,"path":2231,"category":2029,"updatedAt":1731,"sourceType":1185,"tags":2232},"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",[1556,1557,2065,2233,1853],"credentials",{"title":2235,"description":2236,"path":2237,"category":2029,"updatedAt":1322,"sourceType":1185,"tags":2238},"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",[1314,1450,2239,2240,1950,2035],"npm","pin",{"title":2242,"description":2243,"path":2244,"category":2120,"updatedAt":1279,"sourceType":1185,"tags":2245},"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",[2122,2246,1625,1386,1588],"raw-stream",{"title":2248,"description":2249,"path":2250,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2251},"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",[1281,2252,1388,1192,2035],"tlsFingerprint",{"title":2254,"description":2255,"path":2256,"category":2029,"updatedAt":1421,"sourceType":1185,"tags":2257},"回复机器人消息也算 mention 吗，pending history 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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",[1415,1231,2137,1556,1642],{"title":2275,"description":2276,"path":2277,"category":2029,"updatedAt":2278,"sourceType":1185,"tags":2279},"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",[1415,2280,2281,1750,2035],"transcript","jsonl",{"title":2283,"description":2284,"path":2285,"category":2029,"updatedAt":2278,"sourceType":1185,"tags":2286},"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 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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",[2280,2306,1386,2307,2035],"hygiene","tool-calls",{"title":2309,"description":2310,"path":2311,"category":2120,"updatedAt":1271,"sourceType":1185,"tags":2312},"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",[2300,1872,1881,1625],{"title":2314,"description":2315,"path":2316,"category":2029,"updatedAt":1393,"sourceType":1185,"tags":2317},"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",[1337,2318,2319,2280,2035],"history","inject",{"title":2321,"description":2322,"path":2323,"category":2324,"updatedAt":1322,"sourceType":1185,"tags":2325},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[1258,1846,1376,2300,1230],{"title":2623,"description":2624,"path":2625,"category":2600,"date":1373,"updatedAt":1373,"sourceType":1185,"source":2626,"tags":2627},"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",[1375,1258,1376,1377,1973,1230],{"title":2629,"description":2630,"path":2631,"category":2600,"date":1373,"updatedAt":1373,"sourceType":1185,"source":2632,"tags":2633},"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 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[1384,1385,1387,1386,1668],{"title":2635,"description":2636,"path":2637,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2638,"tags":2639},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[1413,1397,1414,1396,1443],{"title":2641,"description":2642,"path":2643,"category":2600,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2644,"tags":2645},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 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",[1266,2008,1556,1281,1231],{"title":2647,"description":2648,"path":2649,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2607,"tags":2650},"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",[1442,1444,1521,1211,1962],{"title":2652,"description":2653,"path":2654,"category":2449,"date":1206,"updatedAt":1206,"sourceType":1467,"source":2655,"tags":2656},"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 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[2326,1468,2452,2405],{"title":2658,"description":2659,"path":2660,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2661,"tags":2662},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[1450,1223,1459,1460,2663,1451],"telemetry",{"title":2665,"description":2666,"path":2667,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2668,"tags":2669},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1378,1192,2163,1368,1230],{"title":2671,"description":2672,"path":2673,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2674,"tags":2675},"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",[1222,1736,1395,2676,1230],"overrides",{"title":2678,"description":2679,"path":2680,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2588,"tags":2681},"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",[1749,1750,1544,1212,2682],"continuity",{"title":2684,"description":2685,"path":2686,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2687,"tags":2688},"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",[1476,1266,1832,1556,1281],{"title":2690,"description":2691,"path":2692,"category":2600,"date":1793,"updatedAt":1793,"sourceType":1185,"source":2613,"tags":2693},"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",[1219,1223,1468,2326],{"title":2708,"description":2709,"path":2710,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2711,"tags":2712},"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",[1557,1556,1496,1866,2713],"rotate",{"title":2715,"description":2716,"path":2717,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2718,"tags":2719},"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 ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1872,2041,1873,2122,1230],{"title":2721,"description":2722,"path":2723,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2718,"tags":2724},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1872,1873,1733,1951,2041],{"title":2726,"description":2727,"path":2728,"category":2729,"date":1206,"updatedAt":1206,"sourceType":1467,"source":2730,"tags":2731},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[2732,2733,2734,2735],"education","adoption","ai-tutor","higher-education",{"title":2737,"description":2738,"path":2739,"category":2729,"date":1206,"updatedAt":1206,"sourceType":1467,"source":2740,"tags":2741},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 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",[1229,2328,1257,2326],{"title":2743,"description":2744,"path":2745,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2746,"tags":2747},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1223,1450,1314,1316,1469],{"title":2749,"description":2750,"path":2751,"category":2600,"date":1373,"updatedAt":1373,"sourceType":1185,"source":2752,"tags":2753},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[1533,1534,1535,1536,1211,1537],{"title":2755,"description":2756,"path":2757,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2758,"tags":2759},"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",[1192,1556,2760,1496,1367],"pending",{"title":2762,"description":2763,"path":2764,"category":2600,"date":1793,"updatedAt":1793,"sourceType":1185,"source":2765,"tags":2766},"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",[1192,1415,1337,1266,2767],"state",{"title":2769,"description":2770,"path":2771,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2772,"tags":2773},"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",[1222,2205,1824,2206,1230],{"title":2787,"description":2788,"path":2789,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2790,"tags":2791},"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",[2792,2328,2793,2794,2795],"showcase","home-assistant","nix","infrastructure",{"title":2797,"description":2798,"path":2799,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2800,"tags":2801},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2792,1212,1504,2829,2830],"vector-search","knowledge",{"title":2832,"description":2833,"path":2834,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2835,"tags":2836},"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",[2186,1414,1442,1444,1511],{"title":2838,"description":2839,"path":2840,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2841,"tags":2842},"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",[1575,1337,1396,1579,1211],{"title":2844,"description":2845,"path":2846,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2668,"tags":2847},"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",[1330,2227,1386,1388,1910],{"title":2849,"description":2850,"path":2851,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2852,"tags":2853},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[1367,1555,1192,1556,1557],{"title":2855,"description":2856,"path":2857,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2858,"tags":2859},"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",[1265,2374,2860,2375,1951],"install",{"title":2862,"description":2863,"path":2864,"category":2600,"date":1793,"updatedAt":1793,"sourceType":1185,"source":2687,"tags":2865},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1962,1497,1476,1556,1281],{"title":2867,"description":2868,"path":2869,"category":2600,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2870,"tags":2871},"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",[1266,1337,1800,1962,1368],{"title":2873,"description":2874,"path":2875,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2711,"tags":2876},"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",[1556,2065,1211,2066,1230],{"title":2878,"description":2879,"path":2880,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2881,"tags":2882},"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",[1314,1468,1316,1467,1469],{"title":2884,"description":2885,"path":2886,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2887,"tags":2888},"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",[1314,1450,2239,2240,1950],{"title":2890,"description":2891,"path":2892,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2893,"tags":2894},"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",[1661,1662,1257,1521,1315],{"title":2896,"description":2897,"path":2898,"category":2600,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2899,"tags":2900},"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",[1386,1330,1367,1388,1668],{"title":2902,"description":2903,"path":2904,"category":2600,"date":1421,"updatedAt":1421,"sourceType":1185,"source":2905,"tags":2906},"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",[1386,2034,1330,1192,1230],{"title":2908,"description":2909,"path":2910,"category":2390,"date":1279,"updatedAt":1279,"sourceType":1185,"source":2588,"tags":2911},"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",[1948,1949,1951,1950],{"title":2913,"description":2914,"path":2915,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2613,"tags":2916},"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",[1266,1556,1367,1281,1853],{"title":2918,"description":2919,"path":2920,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2921,"tags":2922},"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",[1396,1395,2923,1211,1397],"threads",{"title":2925,"description":2926,"path":2927,"category":2600,"date":1373,"updatedAt":1373,"sourceType":1185,"source":2928,"tags":2929},"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",[1415,1231,2137,1556,1988],{"title":2944,"description":2945,"path":2946,"category":2600,"date":1322,"updatedAt":1322,"sourceType":1185,"source":2947,"tags":2948},"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",[1231,1973,1975,1974,1230],{"title":2950,"description":2951,"path":2952,"category":2953,"date":1206,"updatedAt":1206,"sourceType":1467,"source":2954,"tags":2955},"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",[1231,2956,1588,1229],"compliance",{"title":2958,"description":2959,"path":2960,"category":2600,"date":1393,"updatedAt":1393,"sourceType":1185,"source":2934,"tags":2961},"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",[1231,2266,1521,2962,1230],"proxy",{"title":2964,"description":2965,"path":2966,"category":2600,"date":2278,"updatedAt":2278,"sourceType":1185,"source":2967,"tags":2968},"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",[1415,2281,1750,2280,1192],{"title":2970,"description":2971,"path":2972,"category":2600,"date":2278,"updatedAt":2278,"sourceType":1185,"source":2973,"tags":2974},"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",[1544,1378,2287,1973,1230],{"title":2976,"description":2977,"path":2978,"category":2600,"date":1411,"updatedAt":1411,"sourceType":1185,"source":2979,"tags":2980},"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 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