[{"data":1,"prerenderedAt":4574},["ShallowReactive",2],{"best-practices:custom-skill-development":3,"content-manifest":1935},{"id":4,"title":5,"body":6,"category":1918,"date":1919,"description":1920,"difficulty":1921,"extension":1922,"meta":1923,"navigation":203,"path":1924,"seo":1925,"source":1919,"sourceName":1919,"sourceType":1926,"stem":1927,"tags":1928,"updatedAt":1933,"__hash__":1934},"bestPractices/best-practices/custom-skill-development.md","自定义技能开发指南",{"type":7,"value":8,"toc":1882},"minimark",[9,12,16,20,78,81,84,95,99,102,625,628,633,870,874,1057,1061,1110,1113,1119,1122,1128,1131,1135,1219,1222,1312,1315,1328,1331,1334,1384,1387,1418,1421,1517,1521,1524,1537,1540,1562,1565,1604,1607,1611,1614,1620,1624,1661,1665,1694,1698,1726,1730,1733,1795,1798,1801,1821,1824,1839,1842,1853,1856,1878],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"当现有技能无法满足你的特定需求时，开发自定义技能是最好的解决方案。这篇指南将带你从零开始创建一个完整的 OpenClaw 技能。",[17,18,19],"h2",{"id":19},"什么时候需要自定义技能",[21,22,23,36],"table",{},[24,25,26],"thead",{},[27,28,29,33],"tr",{},[30,31,32],"th",{},"场景",[30,34,35],{},"建议",[37,38,39,48,55,62,70],"tbody",{},[27,40,41,45],{},[42,43,44],"td",{},"需要调用内部 API 或私有服务",[42,46,47],{},"✅ 自定义技能",[27,49,50,53],{},[42,51,52],{},"需要特定的数据处理逻辑",[42,54,47],{},[27,56,57,60],{},[42,58,59],{},"需要集成公司内部工具",[42,61,47],{},[27,63,64,67],{},[42,65,66],{},"现有技能功能接近但不完全满足",[42,68,69],{},"先看能否通过配置调整",[27,71,72,75],{},[42,73,74],{},"只是需要简单的提示词增强",[42,76,77],{},"考虑 SOUL.md 或 Hooks",[17,79,80],{"id":80},"技能项目结构",[13,82,83],{},"一个标准的技能项目结构如下：",[85,86,91],"pre",{"className":87,"code":89,"language":90},[88],"language-text","my-skill/\n├── skill.yaml          # 技能配置文件（必需）\n├── skill.md            # 技能说明文档\n├── handler.py          # Python 处理逻辑\n├── handler.js          # 或 JavaScript 处理逻辑\n├── requirements.txt    # Python 依赖\n├── package.json        # JavaScript 依赖\n├── tests/\n│   └── test_handler.py # 测试文件\n├── examples/\n│   └── example-usage.md\n└── README.md\n","text",[92,93,89],"code",{"__ignoreMap":94},"",[17,96,98],{"id":97},"skillyaml-配置文件","skill.yaml 配置文件",[13,100,101],{},"这是技能的核心配置文件：",[85,103,107],{"className":104,"code":105,"language":106,"meta":94,"style":94},"language-yaml shiki shiki-themes github-light github-dark","# 基本信息\nname: my-custom-skill\nversion: 1.0.0\ndescription:\n  en: My custom skill for OpenClaw\n  zh: 我的 OpenClaw 自定义技能\nauthor: your-name\nlicense: MIT\n\n# 触发关键词\ntriggers:\n  - \"my skill\"\n  - \"自定义技能\"\n  - \"帮我处理\"\n\n# 参数定义\nparameters:\n  - name: input_text\n    type: string\n    required: true\n    description:\n      en: The text to process\n      zh: 需要处理的文本\n\n  - name: mode\n    type: enum\n    required: false\n    default: \"standard\"\n    options:\n      - \"standard\"\n      - \"advanced\"\n    description:\n      en: Processing mode\n      zh: 处理模式\n\n# 执行配置\nexecution:\n  handler: handler.py\n  timeout: 30\n  memory: 256\n\n# 权限声明\npermissions:\n  - network      # 网络访问\n  - filesystem   # 文件系统\n  - environment  # 环境变量\n\n# 环境变量需求\nenvironment:\n  - name: API_KEY\n    required: true\n    description: API 密钥\n\n  - name: API_URL\n    required: false\n    default: \"https://api.example.com\"\n    description: API 地址\n","yaml",[92,108,109,118,133,145,154,165,176,187,198,205,211,219,228,236,244,249,255,263,275,286,297,305,316,327,332,344,354,364,375,383,391,399,406,416,426,431,437,445,456,467,478,483,489,497,508,519,530,535,541,548,560,569,579,584,596,605,615],{"__ignoreMap":94},[110,111,114],"span",{"class":112,"line":113},"line",1,[110,115,117],{"class":116},"sJ8bj","# 基本信息\n",[110,119,121,125,129],{"class":112,"line":120},2,[110,122,124],{"class":123},"s9eBZ","name",[110,126,128],{"class":127},"sVt8B",": ",[110,130,132],{"class":131},"sZZnC","my-custom-skill\n",[110,134,136,139,141],{"class":112,"line":135},3,[110,137,138],{"class":123},"version",[110,140,128],{"class":127},[110,142,144],{"class":143},"sj4cs","1.0.0\n",[110,146,148,151],{"class":112,"line":147},4,[110,149,150],{"class":123},"description",[110,152,153],{"class":127},":\n",[110,155,157,160,162],{"class":112,"line":156},5,[110,158,159],{"class":123},"  en",[110,161,128],{"class":127},[110,163,164],{"class":131},"My custom skill for OpenClaw\n",[110,166,168,171,173],{"class":112,"line":167},6,[110,169,170],{"class":123},"  zh",[110,172,128],{"class":127},[110,174,175],{"class":131},"我的 OpenClaw 自定义技能\n",[110,177,179,182,184],{"class":112,"line":178},7,[110,180,181],{"class":123},"author",[110,183,128],{"class":127},[110,185,186],{"class":131},"your-name\n",[110,188,190,193,195],{"class":112,"line":189},8,[110,191,192],{"class":123},"license",[110,194,128],{"class":127},[110,196,197],{"class":131},"MIT\n",[110,199,201],{"class":112,"line":200},9,[110,202,204],{"emptyLinePlaceholder":203},true,"\n",[110,206,208],{"class":112,"line":207},10,[110,209,210],{"class":116},"# 触发关键词\n",[110,212,214,217],{"class":112,"line":213},11,[110,215,216],{"class":123},"triggers",[110,218,153],{"class":127},[110,220,222,225],{"class":112,"line":221},12,[110,223,224],{"class":127},"  - ",[110,226,227],{"class":131},"\"my skill\"\n",[110,229,231,233],{"class":112,"line":230},13,[110,232,224],{"class":127},[110,234,235],{"class":131},"\"自定义技能\"\n",[110,237,239,241],{"class":112,"line":238},14,[110,240,224],{"class":127},[110,242,243],{"class":131},"\"帮我处理\"\n",[110,245,247],{"class":112,"line":246},15,[110,248,204],{"emptyLinePlaceholder":203},[110,250,252],{"class":112,"line":251},16,[110,253,254],{"class":116},"# 参数定义\n",[110,256,258,261],{"class":112,"line":257},17,[110,259,260],{"class":123},"parameters",[110,262,153],{"class":127},[110,264,266,268,270,272],{"class":112,"line":265},18,[110,267,224],{"class":127},[110,269,124],{"class":123},[110,271,128],{"class":127},[110,273,274],{"class":131},"input_text\n",[110,276,278,281,283],{"class":112,"line":277},19,[110,279,280],{"class":123},"    type",[110,282,128],{"class":127},[110,284,285],{"class":131},"string\n",[110,287,289,292,294],{"class":112,"line":288},20,[110,290,291],{"class":123},"    required",[110,293,128],{"class":127},[110,295,296],{"class":143},"true\n",[110,298,300,303],{"class":112,"line":299},21,[110,301,302],{"class":123},"    description",[110,304,153],{"class":127},[110,306,308,311,313],{"class":112,"line":307},22,[110,309,310],{"class":123},"      en",[110,312,128],{"class":127},[110,314,315],{"class":131},"The text to process\n",[110,317,319,322,324],{"class":112,"line":318},23,[110,320,321],{"class":123},"      zh",[110,323,128],{"class":127},[110,325,326],{"class":131},"需要处理的文本\n",[110,328,330],{"class":112,"line":329},24,[110,331,204],{"emptyLinePlaceholder":203},[110,333,335,337,339,341],{"class":112,"line":334},25,[110,336,224],{"class":127},[110,338,124],{"class":123},[110,340,128],{"class":127},[110,342,343],{"class":131},"mode\n",[110,345,347,349,351],{"class":112,"line":346},26,[110,348,280],{"class":123},[110,350,128],{"class":127},[110,352,353],{"class":131},"enum\n",[110,355,357,359,361],{"class":112,"line":356},27,[110,358,291],{"class":123},[110,360,128],{"class":127},[110,362,363],{"class":143},"false\n",[110,365,367,370,372],{"class":112,"line":366},28,[110,368,369],{"class":123},"    default",[110,371,128],{"class":127},[110,373,374],{"class":131},"\"standard\"\n",[110,376,378,381],{"class":112,"line":377},29,[110,379,380],{"class":123},"    options",[110,382,153],{"class":127},[110,384,386,389],{"class":112,"line":385},30,[110,387,388],{"class":127},"      - ",[110,390,374],{"class":131},[110,392,394,396],{"class":112,"line":393},31,[110,395,388],{"class":127},[110,397,398],{"class":131},"\"advanced\"\n",[110,400,402,404],{"class":112,"line":401},32,[110,403,302],{"class":123},[110,405,153],{"class":127},[110,407,409,411,413],{"class":112,"line":408},33,[110,410,310],{"class":123},[110,412,128],{"class":127},[110,414,415],{"class":131},"Processing mode\n",[110,417,419,421,423],{"class":112,"line":418},34,[110,420,321],{"class":123},[110,422,128],{"class":127},[110,424,425],{"class":131},"处理模式\n",[110,427,429],{"class":112,"line":428},35,[110,430,204],{"emptyLinePlaceholder":203},[110,432,434],{"class":112,"line":433},36,[110,435,436],{"class":116},"# 执行配置\n",[110,438,440,443],{"class":112,"line":439},37,[110,441,442],{"class":123},"execution",[110,444,153],{"class":127},[110,446,448,451,453],{"class":112,"line":447},38,[110,449,450],{"class":123},"  handler",[110,452,128],{"class":127},[110,454,455],{"class":131},"handler.py\n",[110,457,459,462,464],{"class":112,"line":458},39,[110,460,461],{"class":123},"  timeout",[110,463,128],{"class":127},[110,465,466],{"class":143},"30\n",[110,468,470,473,475],{"class":112,"line":469},40,[110,471,472],{"class":123},"  memory",[110,474,128],{"class":127},[110,476,477],{"class":143},"256\n",[110,479,481],{"class":112,"line":480},41,[110,482,204],{"emptyLinePlaceholder":203},[110,484,486],{"class":112,"line":485},42,[110,487,488],{"class":116},"# 权限声明\n",[110,490,492,495],{"class":112,"line":491},43,[110,493,494],{"class":123},"permissions",[110,496,153],{"class":127},[110,498,500,502,505],{"class":112,"line":499},44,[110,501,224],{"class":127},[110,503,504],{"class":131},"network",[110,506,507],{"class":116},"      # 网络访问\n",[110,509,511,513,516],{"class":112,"line":510},45,[110,512,224],{"class":127},[110,514,515],{"class":131},"filesystem",[110,517,518],{"class":116},"   # 文件系统\n",[110,520,522,524,527],{"class":112,"line":521},46,[110,523,224],{"class":127},[110,525,526],{"class":131},"environment",[110,528,529],{"class":116},"  # 环境变量\n",[110,531,533],{"class":112,"line":532},47,[110,534,204],{"emptyLinePlaceholder":203},[110,536,538],{"class":112,"line":537},48,[110,539,540],{"class":116},"# 环境变量需求\n",[110,542,544,546],{"class":112,"line":543},49,[110,545,526],{"class":123},[110,547,153],{"class":127},[110,549,551,553,555,557],{"class":112,"line":550},50,[110,552,224],{"class":127},[110,554,124],{"class":123},[110,556,128],{"class":127},[110,558,559],{"class":131},"API_KEY\n",[110,561,563,565,567],{"class":112,"line":562},51,[110,564,291],{"class":123},[110,566,128],{"class":127},[110,568,296],{"class":143},[110,570,572,574,576],{"class":112,"line":571},52,[110,573,302],{"class":123},[110,575,128],{"class":127},[110,577,578],{"class":131},"API 密钥\n",[110,580,582],{"class":112,"line":581},53,[110,583,204],{"emptyLinePlaceholder":203},[110,585,587,589,591,593],{"class":112,"line":586},54,[110,588,224],{"class":127},[110,590,124],{"class":123},[110,592,128],{"class":127},[110,594,595],{"class":131},"API_URL\n",[110,597,599,601,603],{"class":112,"line":598},55,[110,600,291],{"class":123},[110,602,128],{"class":127},[110,604,363],{"class":143},[110,606,608,610,612],{"class":112,"line":607},56,[110,609,369],{"class":123},[110,611,128],{"class":127},[110,613,614],{"class":131},"\"https://api.example.com\"\n",[110,616,618,620,622],{"class":112,"line":617},57,[110,619,302],{"class":123},[110,621,128],{"class":127},[110,623,624],{"class":131},"API 地址\n",[17,626,627],{"id":627},"处理逻辑实现",[629,630,632],"h3",{"id":631},"python-实现","Python 实现",[85,634,638],{"className":635,"code":636,"language":637,"meta":94,"style":94},"language-python shiki shiki-themes github-light github-dark","# handler.py\nimport os\nimport json\nfrom typing import Dict, Any\n\ndef execute(params: Dict[str, Any]) -> Dict[str, Any]:\n    \"\"\"\n    技能执行入口函数\n\n    Args:\n        params: 包含所有参数的字典\n\n    Returns:\n        包含结果的字典\n    \"\"\"\n    input_text = params.get(\"input_text\", \"\")\n    mode = params.get(\"mode\", \"standard\")\n\n    # 获取环境变量\n    api_key = os.environ.get(\"API_KEY\")\n    api_url = os.environ.get(\"API_URL\", \"https://api.example.com\")\n\n    try:\n        # 处理逻辑\n        result = process_text(input_text, mode)\n\n        return {\n            \"success\": True,\n            \"result\": result,\n            \"metadata\": {\n                \"mode\": mode,\n                \"input_length\": len(input_text)\n            }\n        }\n    except Exception as e:\n        return {\n            \"success\": False,\n            \"error\": str(e)\n        }\n\ndef process_text(text: str, mode: str) -> str:\n    \"\"\"核心处理逻辑\"\"\"\n    if mode == \"advanced\":\n        # 高级处理\n        return text.upper()\n    else:\n        # 标准处理\n        return text.title()\n","python",[92,639,640,645,650,655,660,664,669,674,679,683,688,693,697,702,707,711,716,721,725,730,735,740,744,749,754,759,763,768,773,778,783,788,793,798,803,808,812,817,822,826,830,835,840,845,850,855,860,865],{"__ignoreMap":94},[110,641,642],{"class":112,"line":113},[110,643,644],{},"# handler.py\n",[110,646,647],{"class":112,"line":120},[110,648,649],{},"import os\n",[110,651,652],{"class":112,"line":135},[110,653,654],{},"import json\n",[110,656,657],{"class":112,"line":147},[110,658,659],{},"from typing import Dict, Any\n",[110,661,662],{"class":112,"line":156},[110,663,204],{"emptyLinePlaceholder":203},[110,665,666],{"class":112,"line":167},[110,667,668],{},"def execute(params: Dict[str, Any]) -> Dict[str, Any]:\n",[110,670,671],{"class":112,"line":178},[110,672,673],{},"    \"\"\"\n",[110,675,676],{"class":112,"line":189},[110,677,678],{},"    技能执行入口函数\n",[110,680,681],{"class":112,"line":200},[110,682,204],{"emptyLinePlaceholder":203},[110,684,685],{"class":112,"line":207},[110,686,687],{},"    Args:\n",[110,689,690],{"class":112,"line":213},[110,691,692],{},"        params: 包含所有参数的字典\n",[110,694,695],{"class":112,"line":221},[110,696,204],{"emptyLinePlaceholder":203},[110,698,699],{"class":112,"line":230},[110,700,701],{},"    Returns:\n",[110,703,704],{"class":112,"line":238},[110,705,706],{},"        包含结果的字典\n",[110,708,709],{"class":112,"line":246},[110,710,673],{},[110,712,713],{"class":112,"line":251},[110,714,715],{},"    input_text = params.get(\"input_text\", \"\")\n",[110,717,718],{"class":112,"line":257},[110,719,720],{},"    mode = params.get(\"mode\", \"standard\")\n",[110,722,723],{"class":112,"line":265},[110,724,204],{"emptyLinePlaceholder":203},[110,726,727],{"class":112,"line":277},[110,728,729],{},"    # 获取环境变量\n",[110,731,732],{"class":112,"line":288},[110,733,734],{},"    api_key = os.environ.get(\"API_KEY\")\n",[110,736,737],{"class":112,"line":299},[110,738,739],{},"    api_url = os.environ.get(\"API_URL\", \"https://api.example.com\")\n",[110,741,742],{"class":112,"line":307},[110,743,204],{"emptyLinePlaceholder":203},[110,745,746],{"class":112,"line":318},[110,747,748],{},"    try:\n",[110,750,751],{"class":112,"line":329},[110,752,753],{},"        # 处理逻辑\n",[110,755,756],{"class":112,"line":334},[110,757,758],{},"        result = process_text(input_text, mode)\n",[110,760,761],{"class":112,"line":346},[110,762,204],{"emptyLinePlaceholder":203},[110,764,765],{"class":112,"line":356},[110,766,767],{},"        return {\n",[110,769,770],{"class":112,"line":366},[110,771,772],{},"            \"success\": True,\n",[110,774,775],{"class":112,"line":377},[110,776,777],{},"            \"result\": result,\n",[110,779,780],{"class":112,"line":385},[110,781,782],{},"            \"metadata\": {\n",[110,784,785],{"class":112,"line":393},[110,786,787],{},"                \"mode\": mode,\n",[110,789,790],{"class":112,"line":401},[110,791,792],{},"                \"input_length\": len(input_text)\n",[110,794,795],{"class":112,"line":408},[110,796,797],{},"            }\n",[110,799,800],{"class":112,"line":418},[110,801,802],{},"        }\n",[110,804,805],{"class":112,"line":428},[110,806,807],{},"    except Exception as e:\n",[110,809,810],{"class":112,"line":433},[110,811,767],{},[110,813,814],{"class":112,"line":439},[110,815,816],{},"            \"success\": False,\n",[110,818,819],{"class":112,"line":447},[110,820,821],{},"            \"error\": str(e)\n",[110,823,824],{"class":112,"line":458},[110,825,802],{},[110,827,828],{"class":112,"line":469},[110,829,204],{"emptyLinePlaceholder":203},[110,831,832],{"class":112,"line":480},[110,833,834],{},"def process_text(text: str, mode: str) -> str:\n",[110,836,837],{"class":112,"line":485},[110,838,839],{},"    \"\"\"核心处理逻辑\"\"\"\n",[110,841,842],{"class":112,"line":491},[110,843,844],{},"    if mode == \"advanced\":\n",[110,846,847],{"class":112,"line":499},[110,848,849],{},"        # 高级处理\n",[110,851,852],{"class":112,"line":510},[110,853,854],{},"        return text.upper()\n",[110,856,857],{"class":112,"line":521},[110,858,859],{},"    else:\n",[110,861,862],{"class":112,"line":532},[110,863,864],{},"        # 标准处理\n",[110,866,867],{"class":112,"line":537},[110,868,869],{},"        return text.title()\n",[629,871,873],{"id":872},"javascript-实现","JavaScript 实现",[85,875,879],{"className":876,"code":877,"language":878,"meta":94,"style":94},"language-javascript shiki shiki-themes github-light github-dark","// handler.js\nmodule.exports = {\n  async execute(params) {\n    const { input_text, mode = 'standard' } = params\n\n    const apiKey = process.env.API_KEY\n    const apiUrl = process.env.API_URL || 'https://api.example.com'\n\n    try {\n      const result = await processText(input_text, mode)\n\n      return {\n        success: true,\n        result,\n        metadata: {\n          mode,\n          inputLength: input_text.length\n        }\n      }\n    } catch (error) {\n      return {\n        success: false,\n        error: error.message\n      }\n    }\n  }\n}\n\nasync function processText(text, mode) {\n  if (mode === 'advanced') {\n    return text.toUpperCase()\n  }\n  return text\n    .split(' ')\n    .map(word => word.charAt(0).toUpperCase() + word.slice(1))\n    .join(' ')\n}\n","javascript",[92,880,881,886,891,896,901,905,910,915,919,924,929,933,938,943,948,953,958,963,967,972,977,981,986,991,995,1000,1005,1010,1014,1019,1024,1029,1033,1038,1043,1048,1053],{"__ignoreMap":94},[110,882,883],{"class":112,"line":113},[110,884,885],{},"// handler.js\n",[110,887,888],{"class":112,"line":120},[110,889,890],{},"module.exports = {\n",[110,892,893],{"class":112,"line":135},[110,894,895],{},"  async execute(params) {\n",[110,897,898],{"class":112,"line":147},[110,899,900],{},"    const { input_text, mode = 'standard' } = params\n",[110,902,903],{"class":112,"line":156},[110,904,204],{"emptyLinePlaceholder":203},[110,906,907],{"class":112,"line":167},[110,908,909],{},"    const apiKey = process.env.API_KEY\n",[110,911,912],{"class":112,"line":178},[110,913,914],{},"    const apiUrl = process.env.API_URL || 'https://api.example.com'\n",[110,916,917],{"class":112,"line":189},[110,918,204],{"emptyLinePlaceholder":203},[110,920,921],{"class":112,"line":200},[110,922,923],{},"    try {\n",[110,925,926],{"class":112,"line":207},[110,927,928],{},"      const result = await processText(input_text, mode)\n",[110,930,931],{"class":112,"line":213},[110,932,204],{"emptyLinePlaceholder":203},[110,934,935],{"class":112,"line":221},[110,936,937],{},"      return {\n",[110,939,940],{"class":112,"line":230},[110,941,942],{},"        success: true,\n",[110,944,945],{"class":112,"line":238},[110,946,947],{},"        result,\n",[110,949,950],{"class":112,"line":246},[110,951,952],{},"        metadata: {\n",[110,954,955],{"class":112,"line":251},[110,956,957],{},"          mode,\n",[110,959,960],{"class":112,"line":257},[110,961,962],{},"          inputLength: input_text.length\n",[110,964,965],{"class":112,"line":265},[110,966,802],{},[110,968,969],{"class":112,"line":277},[110,970,971],{},"      }\n",[110,973,974],{"class":112,"line":288},[110,975,976],{},"    } catch (error) {\n",[110,978,979],{"class":112,"line":299},[110,980,937],{},[110,982,983],{"class":112,"line":307},[110,984,985],{},"        success: false,\n",[110,987,988],{"class":112,"line":318},[110,989,990],{},"        error: error.message\n",[110,992,993],{"class":112,"line":329},[110,994,971],{},[110,996,997],{"class":112,"line":334},[110,998,999],{},"    }\n",[110,1001,1002],{"class":112,"line":346},[110,1003,1004],{},"  }\n",[110,1006,1007],{"class":112,"line":356},[110,1008,1009],{},"}\n",[110,1011,1012],{"class":112,"line":366},[110,1013,204],{"emptyLinePlaceholder":203},[110,1015,1016],{"class":112,"line":377},[110,1017,1018],{},"async function processText(text, mode) {\n",[110,1020,1021],{"class":112,"line":385},[110,1022,1023],{},"  if (mode === 'advanced') {\n",[110,1025,1026],{"class":112,"line":393},[110,1027,1028],{},"    return text.toUpperCase()\n",[110,1030,1031],{"class":112,"line":401},[110,1032,1004],{},[110,1034,1035],{"class":112,"line":408},[110,1036,1037],{},"  return text\n",[110,1039,1040],{"class":112,"line":418},[110,1041,1042],{},"    .split(' ')\n",[110,1044,1045],{"class":112,"line":428},[110,1046,1047],{},"    .map(word => word.charAt(0).toUpperCase() + word.slice(1))\n",[110,1049,1050],{"class":112,"line":433},[110,1051,1052],{},"    .join(' ')\n",[110,1054,1055],{"class":112,"line":439},[110,1056,1009],{},[17,1058,1060],{"id":1059},"技能说明文档-skillmd","技能说明文档 (skill.md)",[85,1062,1066],{"className":1063,"code":1064,"language":1065,"meta":94,"style":94},"language-markdown shiki shiki-themes github-light github-dark","# My Custom Skill\n\n## 功能说明\n\n这个技能用于处理文本，支持标准和高级两种模式。\n\n## 使用方法\n\n### 基本用法\n\n","markdown",[92,1067,1068,1074,1078,1083,1087,1092,1096,1101,1105],{"__ignoreMap":94},[110,1069,1070],{"class":112,"line":113},[110,1071,1073],{"class":1072},"sq-ep","# My Custom Skill\n",[110,1075,1076],{"class":112,"line":120},[110,1077,204],{"emptyLinePlaceholder":203},[110,1079,1080],{"class":112,"line":135},[110,1081,1082],{"class":1072},"## 功能说明\n",[110,1084,1085],{"class":112,"line":147},[110,1086,204],{"emptyLinePlaceholder":203},[110,1088,1089],{"class":112,"line":156},[110,1090,1091],{"class":127},"这个技能用于处理文本，支持标准和高级两种模式。\n",[110,1093,1094],{"class":112,"line":167},[110,1095,204],{"emptyLinePlaceholder":203},[110,1097,1098],{"class":112,"line":178},[110,1099,1100],{"class":1072},"## 使用方法\n",[110,1102,1103],{"class":112,"line":189},[110,1104,204],{"emptyLinePlaceholder":203},[110,1106,1107],{"class":112,"line":200},[110,1108,1109],{"class":1072},"### 基本用法\n",[13,1111,1112],{},"请用自定义技能处理这段文字：你好世界",[85,1114,1117],{"className":1115,"code":1116,"language":90},[88],"\n### 指定模式\n\n",[92,1118,1116],{"__ignoreMap":94},[13,1120,1121],{},"请用自定义技能的高级模式处理：hello world",[85,1123,1126],{"className":1124,"code":1125,"language":90},[88],"\n## 参数说明\n\n| 参数 | 类型 | 必需 | 说明 |\n|------|------|------|------|\n| input_text | string | 是 | 需要处理的文本 |\n| mode | enum | 否 | 处理模式：standard 或 advanced |\n\n## 示例\n\n输入：`请用自定义技能处理：hello world`\n输出：`Hello World`\n\n输入：`请用自定义技能的高级模式处理：hello world`\n输出：`HELLO WORLD`\n",[92,1127,1125],{"__ignoreMap":94},[17,1129,1130],{"id":1130},"本地测试",[629,1132,1134],{"id":1133},"使用-cli-测试","使用 CLI 测试",[85,1136,1140],{"className":1137,"code":1138,"language":1139,"meta":94,"style":94},"language-bash shiki shiki-themes github-light github-dark","# 测试技能\nopenclaw skills test my-skill --input '{\"input_text\": \"hello world\"}'\n\n# 指定模式测试\nopenclaw skills test my-skill --input '{\"input_text\": \"hello world\", \"mode\": \"advanced\"}'\n\n# 查看详细输出\nopenclaw skills test my-skill --input '{\"input_text\": \"test\"}' --verbose\n","bash",[92,1141,1142,1147,1168,1172,1177,1192,1196,1201],{"__ignoreMap":94},[110,1143,1144],{"class":112,"line":113},[110,1145,1146],{"class":116},"# 测试技能\n",[110,1148,1149,1153,1156,1159,1162,1165],{"class":112,"line":120},[110,1150,1152],{"class":1151},"sScJk","openclaw",[110,1154,1155],{"class":131}," skills",[110,1157,1158],{"class":131}," test",[110,1160,1161],{"class":131}," my-skill",[110,1163,1164],{"class":143}," --input",[110,1166,1167],{"class":131}," '{\"input_text\": \"hello world\"}'\n",[110,1169,1170],{"class":112,"line":135},[110,1171,204],{"emptyLinePlaceholder":203},[110,1173,1174],{"class":112,"line":147},[110,1175,1176],{"class":116},"# 指定模式测试\n",[110,1178,1179,1181,1183,1185,1187,1189],{"class":112,"line":156},[110,1180,1152],{"class":1151},[110,1182,1155],{"class":131},[110,1184,1158],{"class":131},[110,1186,1161],{"class":131},[110,1188,1164],{"class":143},[110,1190,1191],{"class":131}," '{\"input_text\": \"hello world\", \"mode\": \"advanced\"}'\n",[110,1193,1194],{"class":112,"line":167},[110,1195,204],{"emptyLinePlaceholder":203},[110,1197,1198],{"class":112,"line":178},[110,1199,1200],{"class":116},"# 查看详细输出\n",[110,1202,1203,1205,1207,1209,1211,1213,1216],{"class":112,"line":189},[110,1204,1152],{"class":1151},[110,1206,1155],{"class":131},[110,1208,1158],{"class":131},[110,1210,1161],{"class":131},[110,1212,1164],{"class":143},[110,1214,1215],{"class":131}," '{\"input_text\": \"test\"}'",[110,1217,1218],{"class":143}," --verbose\n",[629,1220,1221],{"id":1221},"单元测试",[85,1223,1225],{"className":635,"code":1224,"language":637,"meta":94,"style":94},"# tests/test_handler.py\nimport pytest\nfrom handler import execute\n\ndef test_standard_mode():\n    result = execute({\"input_text\": \"hello world\"})\n    assert result[\"success\"] is True\n    assert result[\"result\"] == \"Hello World\"\n\ndef test_advanced_mode():\n    result = execute({\"input_text\": \"hello world\", \"mode\": \"advanced\"})\n    assert result[\"success\"] is True\n    assert result[\"result\"] == \"HELLO WORLD\"\n\ndef test_empty_input():\n    result = execute({\"input_text\": \"\"})\n    assert result[\"success\"] is True\n    assert result[\"result\"] == \"\"\n",[92,1226,1227,1232,1237,1242,1246,1251,1256,1261,1266,1270,1275,1280,1284,1289,1293,1298,1303,1307],{"__ignoreMap":94},[110,1228,1229],{"class":112,"line":113},[110,1230,1231],{},"# tests/test_handler.py\n",[110,1233,1234],{"class":112,"line":120},[110,1235,1236],{},"import pytest\n",[110,1238,1239],{"class":112,"line":135},[110,1240,1241],{},"from handler import execute\n",[110,1243,1244],{"class":112,"line":147},[110,1245,204],{"emptyLinePlaceholder":203},[110,1247,1248],{"class":112,"line":156},[110,1249,1250],{},"def test_standard_mode():\n",[110,1252,1253],{"class":112,"line":167},[110,1254,1255],{},"    result = execute({\"input_text\": \"hello world\"})\n",[110,1257,1258],{"class":112,"line":178},[110,1259,1260],{},"    assert result[\"success\"] is True\n",[110,1262,1263],{"class":112,"line":189},[110,1264,1265],{},"    assert result[\"result\"] == \"Hello World\"\n",[110,1267,1268],{"class":112,"line":200},[110,1269,204],{"emptyLinePlaceholder":203},[110,1271,1272],{"class":112,"line":207},[110,1273,1274],{},"def test_advanced_mode():\n",[110,1276,1277],{"class":112,"line":213},[110,1278,1279],{},"    result = execute({\"input_text\": \"hello world\", \"mode\": \"advanced\"})\n",[110,1281,1282],{"class":112,"line":221},[110,1283,1260],{},[110,1285,1286],{"class":112,"line":230},[110,1287,1288],{},"    assert result[\"result\"] == \"HELLO WORLD\"\n",[110,1290,1291],{"class":112,"line":238},[110,1292,204],{"emptyLinePlaceholder":203},[110,1294,1295],{"class":112,"line":246},[110,1296,1297],{},"def test_empty_input():\n",[110,1299,1300],{"class":112,"line":251},[110,1301,1302],{},"    result = execute({\"input_text\": \"\"})\n",[110,1304,1305],{"class":112,"line":257},[110,1306,1260],{},[110,1308,1309],{"class":112,"line":265},[110,1310,1311],{},"    assert result[\"result\"] == \"\"\n",[13,1313,1314],{},"运行测试：",[85,1316,1318],{"className":1137,"code":1317,"language":1139,"meta":94,"style":94},"pytest tests/\n",[92,1319,1320],{"__ignoreMap":94},[110,1321,1322,1325],{"class":112,"line":113},[110,1323,1324],{"class":1151},"pytest",[110,1326,1327],{"class":131}," tests/\n",[17,1329,1330],{"id":1330},"安装与部署",[629,1332,1333],{"id":1333},"本地安装",[85,1335,1337],{"className":1137,"code":1336,"language":1139,"meta":94,"style":94},"# 从本地目录安装\nopenclaw skills install ./my-skill\n\n# 验证安装\nopenclaw skills list | grep my-skill\n",[92,1338,1339,1344,1356,1360,1365],{"__ignoreMap":94},[110,1340,1341],{"class":112,"line":113},[110,1342,1343],{"class":116},"# 从本地目录安装\n",[110,1345,1346,1348,1350,1353],{"class":112,"line":120},[110,1347,1152],{"class":1151},[110,1349,1155],{"class":131},[110,1351,1352],{"class":131}," install",[110,1354,1355],{"class":131}," ./my-skill\n",[110,1357,1358],{"class":112,"line":135},[110,1359,204],{"emptyLinePlaceholder":203},[110,1361,1362],{"class":112,"line":147},[110,1363,1364],{"class":116},"# 验证安装\n",[110,1366,1367,1369,1371,1374,1378,1381],{"class":112,"line":156},[110,1368,1152],{"class":1151},[110,1370,1155],{"class":131},[110,1372,1373],{"class":131}," list",[110,1375,1377],{"class":1376},"szBVR"," |",[110,1379,1380],{"class":1151}," grep",[110,1382,1383],{"class":131}," my-skill\n",[629,1385,1386],{"id":1386},"配置环境变量",[85,1388,1390],{"className":1137,"code":1389,"language":1139,"meta":94,"style":94},"# 在 .env 文件中添加\nAPI_KEY=your-api-key-here\nAPI_URL=https://api.example.com\n",[92,1391,1392,1397,1408],{"__ignoreMap":94},[110,1393,1394],{"class":112,"line":113},[110,1395,1396],{"class":116},"# 在 .env 文件中添加\n",[110,1398,1399,1402,1405],{"class":112,"line":120},[110,1400,1401],{"class":127},"API_KEY",[110,1403,1404],{"class":1376},"=",[110,1406,1407],{"class":131},"your-api-key-here\n",[110,1409,1410,1413,1415],{"class":112,"line":135},[110,1411,1412],{"class":127},"API_URL",[110,1414,1404],{"class":1376},[110,1416,1417],{"class":131},"https://api.example.com\n",[13,1419,1420],{},"或在配置文件中：",[85,1422,1426],{"className":1423,"code":1424,"language":1425,"meta":94,"style":94},"language-json shiki shiki-themes github-light github-dark","{\n  \"skills\": {\n    \"entries\": {\n      \"my-custom-skill\": {\n        \"enabled\": true,\n        \"config\": {\n          \"apiKey\": \"${API_KEY}\",\n          \"apiUrl\": \"${API_URL}\"\n        }\n      }\n    }\n  }\n}\n","json",[92,1427,1428,1433,1441,1448,1455,1468,1475,1487,1497,1501,1505,1509,1513],{"__ignoreMap":94},[110,1429,1430],{"class":112,"line":113},[110,1431,1432],{"class":127},"{\n",[110,1434,1435,1438],{"class":112,"line":120},[110,1436,1437],{"class":143},"  \"skills\"",[110,1439,1440],{"class":127},": {\n",[110,1442,1443,1446],{"class":112,"line":135},[110,1444,1445],{"class":143},"    \"entries\"",[110,1447,1440],{"class":127},[110,1449,1450,1453],{"class":112,"line":147},[110,1451,1452],{"class":143},"      \"my-custom-skill\"",[110,1454,1440],{"class":127},[110,1456,1457,1460,1462,1465],{"class":112,"line":156},[110,1458,1459],{"class":143},"        \"enabled\"",[110,1461,128],{"class":127},[110,1463,1464],{"class":143},"true",[110,1466,1467],{"class":127},",\n",[110,1469,1470,1473],{"class":112,"line":167},[110,1471,1472],{"class":143},"        \"config\"",[110,1474,1440],{"class":127},[110,1476,1477,1480,1482,1485],{"class":112,"line":178},[110,1478,1479],{"class":143},"          \"apiKey\"",[110,1481,128],{"class":127},[110,1483,1484],{"class":131},"\"${API_KEY}\"",[110,1486,1467],{"class":127},[110,1488,1489,1492,1494],{"class":112,"line":189},[110,1490,1491],{"class":143},"          \"apiUrl\"",[110,1493,128],{"class":127},[110,1495,1496],{"class":131},"\"${API_URL}\"\n",[110,1498,1499],{"class":112,"line":200},[110,1500,802],{"class":127},[110,1502,1503],{"class":112,"line":207},[110,1504,971],{"class":127},[110,1506,1507],{"class":112,"line":213},[110,1508,999],{"class":127},[110,1510,1511],{"class":112,"line":221},[110,1512,1004],{"class":127},[110,1514,1515],{"class":112,"line":230},[110,1516,1009],{"class":127},[17,1518,1520],{"id":1519},"发布到-clawhub","发布到 ClawHub",[629,1522,1523],{"id":1523},"准备发布",[1525,1526,1527,1531,1534],"ol",{},[1528,1529,1530],"li",{},"确保技能完整且经过测试",[1528,1532,1533],{},"更新版本号",[1528,1535,1536],{},"准备 README 和文档",[629,1538,1539],{"id":1539},"打包",[85,1541,1543],{"className":1137,"code":1542,"language":1139,"meta":94,"style":94},"openclaw skills pack my-skill -o my-skill.ocpkg\n",[92,1544,1545],{"__ignoreMap":94},[110,1546,1547,1549,1551,1554,1556,1559],{"class":112,"line":113},[110,1548,1152],{"class":1151},[110,1550,1155],{"class":131},[110,1552,1553],{"class":131}," pack",[110,1555,1161],{"class":131},[110,1557,1558],{"class":143}," -o",[110,1560,1561],{"class":131}," my-skill.ocpkg\n",[629,1563,1564],{"id":1564},"发布",[85,1566,1568],{"className":1137,"code":1567,"language":1139,"meta":94,"style":94},"# 登录 ClawHub\nopenclaw skills login\n\n# 发布技能\nopenclaw skills publish my-skill.ocpkg\n",[92,1569,1570,1575,1584,1588,1593],{"__ignoreMap":94},[110,1571,1572],{"class":112,"line":113},[110,1573,1574],{"class":116},"# 登录 ClawHub\n",[110,1576,1577,1579,1581],{"class":112,"line":120},[110,1578,1152],{"class":1151},[110,1580,1155],{"class":131},[110,1582,1583],{"class":131}," login\n",[110,1585,1586],{"class":112,"line":135},[110,1587,204],{"emptyLinePlaceholder":203},[110,1589,1590],{"class":112,"line":147},[110,1591,1592],{"class":116},"# 发布技能\n",[110,1594,1595,1597,1599,1602],{"class":112,"line":156},[110,1596,1152],{"class":1151},[110,1598,1155],{"class":131},[110,1600,1601],{"class":131}," publish",[110,1603,1561],{"class":131},[17,1605,1606],{"id":1606},"最佳实践",[629,1608,1610],{"id":1609},"_1-保持单一职责","1. 保持单一职责",[13,1612,1613],{},"每个技能应该只做一件事，并且做好它。",[85,1615,1618],{"className":1616,"code":1617,"language":90},[88],"✅ 好：一个技能只处理 PDF 转换\n❌ 差：一个技能处理 PDF、Word、Excel 转换\n",[92,1619,1617],{"__ignoreMap":94},[629,1621,1623],{"id":1622},"_2-提供清晰的错误信息","2. 提供清晰的错误信息",[85,1625,1627],{"className":635,"code":1626,"language":637,"meta":94,"style":94},"def execute(params):\n    if not params.get(\"input_text\"):\n        return {\n            \"success\": False,\n            \"error\": \"缺少必需参数：input_text\",\n            \"hint\": \"请提供需要处理的文本，例如：处理这段文字：你好\"\n        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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[2145,2164,1952,2144,2163],{"title":2186,"description":2187,"path":2188,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2189},"OpenClaw 渠道能力概览","了解 OpenClaw 当前支持的主要聊天渠道、接入方式，以及第一次应该如何选择和配置渠道。","/docs/manual/channels-overview",[1952,2190,2191,2192],"telegram","whatsapp","discord",{"title":2194,"description":2195,"path":2196,"category":2106,"updatedAt":2142,"sourceType":1926,"tags":2197},"ClawHub 的搜索、信号和信任边界","基于最新官方 ClawHub 文档，整理技能注册表里的搜索、标签、下载信号、举报与 moderation 机制，以及中文用户挑选技能时最该看什么。","/docs/manual/clawhub-discovery-and-trust-signals",[2198,1929,2199,2200,2201],"clawhub","registry","moderation","discovery",{"title":2203,"description":2204,"path":2205,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2206},"ClawHub 的版本、锁文件和 sync 怎么理解","基于最新官方 ClawHub 文档，整理 skill bundle 的版本化、.clawhub/lock.json 的作用、sync 的扫描规则，以及为什么 ClawHub 不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[2198,1929,2207,2208,2209],"sync","lockfile","versioning",{"title":2211,"description":2212,"path":2213,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2214},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[2053,2215,2216,2217,2218],"community","ecosystem","extensions","directory",{"title":2220,"description":2221,"path":2222,"category":2169,"updatedAt":2170,"sourceType":1926,"tags":2223},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[2224,1953,2225,2226,2095],"control-ui","catalog","policy",{"title":2228,"description":2229,"path":2230,"category":1945,"updatedAt":2011,"sourceType":1926,"tags":2231},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[2006,2224,1950,1971],{"title":2233,"description":2234,"path":2235,"category":2044,"updatedAt":2011,"sourceType":1926,"tags":2236},"OpenClaw 核心能力总览","用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。","/docs/manual/core-capabilities",[2237,1952,1929,2238],"capabilities","voice",{"title":2240,"description":2241,"path":2242,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2243},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[2006,2224,2137,2244,2245],"token","browser",{"title":2247,"description":2248,"path":2249,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2250},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[2251,2252,2253,2238,2135],"deepgram","transcription","audio",{"title":2255,"description":2256,"path":2257,"category":2106,"updatedAt":2011,"sourceType":1926,"tags":2258},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1952,2192,2259,2099,2260],"slack","team",{"title":2262,"description":2263,"path":2264,"category":2106,"updatedAt":2265,"sourceType":1926,"tags":2266},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals","2026-03-12",[2267,2268,2269,1953,1972],"exec","apply-patch","approvals",{"title":2271,"description":2272,"path":2273,"category":2106,"updatedAt":2170,"sourceType":1926,"tags":2274},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1929,1953,2053,2055,2275,2269],"workflows",{"title":2277,"description":2278,"path":2279,"category":2106,"updatedAt":2122,"sourceType":1926,"tags":2280},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[2281,2282,1952,2283,2284,2285],"feishu","lark","drive","comments","collaboration",{"title":2287,"description":2288,"path":2289,"category":2169,"updatedAt":2170,"sourceType":1926,"tags":2290},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[2190,2291,2101,2145,2095],"forum-topics",{"title":2293,"description":2294,"path":2295,"category":2106,"updatedAt":2170,"sourceType":1926,"tags":2296},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1963,1950,1952,2069,1954,1998],{"title":2298,"description":2299,"path":2300,"category":2106,"updatedAt":2160,"sourceType":1926,"tags":2301},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[2116,2302,2303,2304,1950],"headless","pairing","devices",{"title":2306,"description":2307,"path":2308,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2309},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 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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",[2069,2334,2135,2145],{"title":2397,"description":2398,"path":2399,"category":2106,"updatedAt":2011,"sourceType":1926,"tags":2400},"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",[2116,2179,2178,2238,2303],{"title":2402,"description":2403,"path":2404,"category":2095,"updatedAt":2096,"sourceType":1926,"tags":2405},"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",[2406,2137,2407,2408,2409],"oauth","codex","claude","profiles",{"title":2411,"description":2412,"path":2413,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2414},"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",[2415,2416,2054,2269,1997],"openprose","lobster",{"title":2418,"description":2419,"path":2420,"category":2095,"updatedAt":2421,"sourceType":1926,"tags":2422},"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",[2423,2154,2424,2425,2426,2427,2428],"platforms","ios","android","windows","linux","install",{"title":2430,"description":2431,"path":2432,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2433},"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",[2053,2055,1998,2217,2434],"governance",{"title":2436,"description":2437,"path":2438,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2439},"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",[2053,2440,2441,2442,1964],"manifest","schema","validation",{"title":2444,"description":2445,"path":2446,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2447},"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",[2053,2448,1952,2449,2217],"package-packs","metadata",{"title":2451,"description":2452,"path":2453,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2454},"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",[2053,2217,1929,1953,2127],{"title":2456,"description":2457,"path":2458,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2459},"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",[2135,2069,2460,2461,2332],"fallback","openrouter",{"title":2463,"description":2464,"path":2465,"category":2095,"updatedAt":2096,"sourceType":1926,"tags":2466},"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",[2467,2468,2469,2322],"queue","steering","concurrency",{"title":2471,"description":2472,"path":2473,"category":2106,"updatedAt":2122,"sourceType":1926,"tags":2474},"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",[2475,2476,1953,2362,2046],"searxng","web-search",{"title":2478,"description":2479,"path":2480,"category":2106,"updatedAt":2011,"sourceType":2107,"tags":2481},"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",[2164,2303,1952,2137],{"title":2483,"description":2484,"path":2485,"category":2169,"updatedAt":2170,"sourceType":1926,"tags":2486},"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",[1954,2101,2363,2487,2095],"cache",{"title":2489,"description":2490,"path":2491,"category":2106,"updatedAt":2011,"sourceType":1926,"tags":2492},"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",[1952,2493,2494,2303,2335],"signal","signal-cli",{"title":2496,"description":2497,"path":2498,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2499},"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",[2493,2163,2013,2500,1952],"multi-account",{"title":2502,"description":2503,"path":2504,"category":2106,"updatedAt":2505,"sourceType":1926,"tags":2506},"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",[1929,2507,2508,2509,2510],"config","allowBundled","watch","env",{"title":2512,"description":2513,"path":1864,"category":2106,"updatedAt":2514,"sourceType":1926,"tags":2515},"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。","2026-03-17",[1929,2198,1953,1972],{"title":2517,"description":2518,"path":2519,"category":2095,"updatedAt":2096,"sourceType":1926,"tags":2520},"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",[2521,2522,2523,2524,1952],"streaming","chunking","block","preview",{"title":2526,"description":2527,"path":2528,"category":2106,"updatedAt":2265,"sourceType":1926,"tags":2529},"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",[2530,2531,2532,2533,2101],"system-prompt","context","compaction","pruning",{"title":2535,"description":2536,"path":2537,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2538},"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",[1952,2190,2191,2303,2539],"bot",{"title":2541,"description":2542,"path":2543,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2544},"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",[2190,2192,2269,1952,2267,1972],{"title":2546,"description":2547,"path":2548,"category":2106,"updatedAt":2011,"sourceType":1926,"tags":2549},"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",[1953,1929,2055,1998],{"title":2551,"description":2552,"path":2553,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2554},"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",[2555,2556,2135,2046,2557],"vllm","local-models","inference",{"title":2559,"description":2560,"path":2561,"category":2106,"updatedAt":2011,"sourceType":1926,"tags":2562},"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",[2238,2563,2564,2116,2179],"wake-word","talk-mode",{"title":2566,"description":2567,"path":2568,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2569},"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",[2076,2570,2127,1950,1952],"message",{"title":2572,"description":2573,"path":2574,"category":2106,"updatedAt":2575,"sourceType":1926,"tags":2576},"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",[2076,2577,2006,1950,2275],"api",{"title":2579,"description":2580,"path":2581,"category":2106,"updatedAt":2019,"sourceType":1926,"tags":2582},"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",[2076,2101,2583,2584,2585],"websocket","readonly","chat",{"title":2587,"description":2588,"path":2589,"category":2106,"updatedAt":2061,"sourceType":1926,"tags":2590},"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",[2591,2055,1998,2592,1972],"webhooks","integrations",{"title":2594,"description":2595,"path":2596,"category":2597,"updatedAt":2142,"sourceType":1926,"tags":2598},"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",[2269,2267,2585,2599,1971],"forwarding",{"title":2601,"description":2602,"path":2603,"category":2597,"updatedAt":2019,"sourceType":1926,"tags":2604},"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",[1964,2605,2606,2607,2608],"hot-reload","includes","merge","restart",{"title":2610,"description":2611,"path":2612,"category":2597,"updatedAt":2019,"sourceType":1926,"tags":2613},"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",[2224,2006,2614,2615,2616],"remote-access","tailscale","allowedOrigins",{"title":2618,"description":2619,"path":2620,"category":2597,"updatedAt":2142,"sourceType":1926,"tags":2621},"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",[2125,2622,2533,2623,1971],"retention","runlog",{"title":2625,"description":2626,"path":2627,"category":2597,"updatedAt":2019,"sourceType":1926,"tags":2628},"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",[1998,2125,2629,2630,1971],"heartbeat","scheduling",{"title":2632,"description":2633,"path":2634,"category":2597,"updatedAt":2142,"sourceType":1926,"tags":2635},"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",[2006,2224,2021,1972,2636],"admin",{"title":2638,"description":2639,"path":2640,"category":2597,"updatedAt":2575,"sourceType":1926,"tags":2641},"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",[2006,2137,2642,2643,1971],"unauthorized","1008",{"title":2645,"description":2646,"path":2647,"category":2597,"updatedAt":2160,"sourceType":1926,"tags":2648},"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",[2304,2303,2244,2649,1971],"revoke",{"title":2651,"description":2652,"path":2653,"category":2597,"updatedAt":2160,"sourceType":1926,"tags":2654},"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",[2655,2656,2657,2507,2658],"doctor","repair","backups","unknown-keys",{"title":2660,"description":2661,"path":2662,"category":2597,"updatedAt":2011,"sourceType":1926,"tags":2663},"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",[1950,1971,2664,2370],"status",{"title":2666,"description":2667,"path":2668,"category":2597,"updatedAt":2019,"sourceType":1926,"tags":2669},"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",[2670,2671,2591,1998,2615],"gmail","pubsub",{"title":2673,"description":2674,"path":2675,"category":2597,"updatedAt":1959,"sourceType":1926,"tags":2676},"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",[2101,1954,2532,2434,1971],{"title":2678,"description":2679,"path":2680,"category":2597,"updatedAt":2061,"sourceType":1926,"tags":2681},"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",[2069,2682,2135,2460,2683,2684,2685],"cost","qwen","qianfan","kimi",{"title":2687,"description":2688,"path":2689,"category":2597,"updatedAt":2019,"sourceType":1926,"tags":2690},"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",[2069,2691,2137,2406,2692],"health-check","monitoring",{"title":2694,"description":2695,"path":2696,"category":2597,"updatedAt":2011,"sourceType":1926,"tags":2697},"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",[1950,2698,2699,2700,1971],"profile","multi-instance","isolation",{"title":2702,"description":2703,"path":2704,"category":2597,"updatedAt":2265,"sourceType":1926,"tags":2705},"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",[504,2303,2706,2707,2708],"identity","tailnet","mdns",{"title":2710,"description":2711,"path":2712,"category":2597,"updatedAt":2061,"sourceType":1926,"tags":2713},"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",[1972,2714,2715],"best-practices","guide",{"title":2717,"description":2718,"path":2719,"category":2597,"updatedAt":2142,"sourceType":1926,"tags":2720},"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",[1954,2532,2721,2722,1971],"flush","NO_REPLY",{"title":2724,"description":2725,"path":2726,"category":2727,"updatedAt":2061,"sourceType":1926,"tags":2728},"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",[2729,2730,2731,2732],"release","changelog","updates","maintenance",{"title":2734,"description":2735,"path":2736,"category":2597,"updatedAt":2061,"sourceType":1926,"tags":2737},"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。","/docs/operations/remote-access",[2021,2738,2615,1950,1971],"ssh",{"title":2740,"description":2741,"path":2742,"category":2597,"updatedAt":2011,"sourceType":1926,"tags":2743},"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",[2021,2744,2116,2615,2738,2304],"operators",{"title":2746,"description":2747,"path":2748,"category":2597,"updatedAt":2011,"sourceType":1926,"tags":2749},"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",[1972,2137,2615,2006],{"title":2751,"description":2752,"path":2753,"category":2597,"updatedAt":2061,"sourceType":1926,"tags":2754},"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",[1972,2755,2756,2757,1971],"audit","hardening","fix",{"title":2759,"description":2760,"path":2761,"category":2597,"updatedAt":2142,"sourceType":1926,"tags":2762},"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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顺序。","/docs/operations/update-channels-and-safe-rollout",[2802,1952,2803,2804,2805,2806],"update","stable","beta","dev","rollout",{"title":2808,"description":2809,"path":2810,"category":2811,"updatedAt":2170,"sourceType":1926,"tags":2812},"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",[2813,2814,2815,2816,2817],"anthropic","429","context1m","failover","reference",{"title":2819,"description":2820,"path":2821,"category":2811,"updatedAt":2011,"sourceType":1926,"tags":2822},"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",[2817,2127,2507,2823],"diagnostics",{"title":2825,"description":2826,"path":2827,"category":2811,"updatedAt":2061,"sourceType":1926,"tags":2828},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec 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评论流一起推进到了更成熟的位置。","/news/openclaw-2026-4-1-release","https://github.com/openclaw/openclaw/releases/tag/v2026.4.1",[2729,2124,2475,2133,2281,2136],{"title":3374,"description":3375,"path":3376,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3378,"tags":3379},"OpenClaw 集成观察：HTTP API、Gateway WebSocket 与 SDK 的三层接口面正在被官方写清","基于 2026 年 3 月 25 日可见的官方 API、Web 与 Gateway 文档，最近开发者侧最值得关注的变化之一是不同接口面的分工正在被官方主动拆清。","/news/openclaw-api-surface-watch-2026-03-25","生态观察","https://docs.openclaw.ai/api/v2",[2577,2583,2984,1950,3380],"integration",{"title":3382,"description":3383,"path":3384,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3385,"tags":3386},"OpenClaw 执行审批观察：CLI、per-agent allowlist 与聊天转发正在把宿主机执行面做成正式治理层","基于 2026 年 3 月 24 日可见的官方 approvals CLI 与 Exec Approvals 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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",[1950,2303,3537,2244,2116],"pending",{"title":3539,"description":3540,"path":3541,"category":3377,"date":2575,"updatedAt":2575,"sourceType":1926,"source":3542,"tags":3543},"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",[1950,2164,2076,2006,3544],"state",{"title":3546,"description":3547,"path":3548,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3549,"tags":3550},"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",[1964,2990,2607,2991,1971],{"title":3564,"description":3565,"path":3566,"category":3172,"date":2019,"updatedAt":2019,"sourceType":1926,"source":3567,"tags":3568},"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",[3569,3112,3570,3571,3572],"showcase","home-assistant","nix","infrastructure",{"title":3574,"description":3575,"path":3576,"category":3377,"date":2142,"updatedAt":2142,"sourceType":1926,"source":3577,"tags":3578},"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",[2101,1954,2532,3460,2434],{"title":3580,"description":3581,"path":3582,"category":3377,"date":2142,"updatedAt":2142,"sourceType":1926,"source":3583,"tags":3584},"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",[2732,2125,2101,2622,1971],{"title":3586,"description":3587,"path":3588,"category":3198,"date":3173,"updatedAt":2011,"sourceType":2874,"source":3200,"tags":3589},"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",[2729,2802,2730,1929,1972],{"title":3591,"description":3592,"path":3593,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3594,"tags":3595},"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",[3569,1954,2252,3606,3607],"vector-search","knowledge",{"title":3609,"description":3610,"path":3611,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3612,"tags":3613},"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",[2970,2163,2190,2192,2259],{"title":3615,"description":3616,"path":3617,"category":3377,"date":2142,"updatedAt":2142,"sourceType":1926,"source":3618,"tags":3619},"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",[2322,2076,2145,2326,1952],{"title":3621,"description":3622,"path":3623,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3446,"tags":3624},"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",[2069,3012,2135,2137,2692],{"title":3626,"description":3627,"path":3628,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3629,"tags":3630},"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",[2116,2302,1950,2303,2304],{"title":3632,"description":3633,"path":3634,"category":3172,"date":2019,"updatedAt":2019,"sourceType":1926,"source":3635,"tags":3636},"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",[2005,3157,2428,3158,2732],{"title":3638,"description":3639,"path":3640,"category":3377,"date":2575,"updatedAt":2575,"sourceType":1926,"source":3465,"tags":3641},"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",[2744,2245,2224,2303,2021],{"title":3643,"description":3644,"path":3645,"category":3377,"date":2170,"updatedAt":2170,"sourceType":1926,"source":3646,"tags":3647},"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",[2006,2076,2583,2744,2117],{"title":3649,"description":3650,"path":3651,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3488,"tags":3652},"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",[2303,2852,1952,2853,1971],{"title":3654,"description":3655,"path":3656,"category":3172,"date":2019,"updatedAt":2019,"sourceType":1926,"source":3657,"tags":3658},"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",[2053,2216,2055,2215,2217],{"title":3660,"description":3661,"path":3662,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3663,"tags":3664},"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",[2053,2198,3024,3025,2731],{"title":3666,"description":3667,"path":3668,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3669,"tags":3670},"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",[2415,2416,1997,2269,2054],{"title":3672,"description":3673,"path":3674,"category":3377,"date":2170,"updatedAt":2170,"sourceType":1926,"source":3675,"tags":3676},"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",[2135,2069,2116,2137,2434],{"title":3678,"description":3679,"path":3680,"category":3377,"date":2170,"updatedAt":2170,"sourceType":1926,"source":3681,"tags":3682},"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",[2135,2816,2069,1950,1971],{"title":3684,"description":3685,"path":3686,"category":3172,"date":2019,"updatedAt":2019,"sourceType":1926,"source":3365,"tags":3687},"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",[2729,2730,2732,2731],{"title":3689,"description":3690,"path":3691,"category":3377,"date":2142,"updatedAt":2142,"sourceType":1926,"source":3391,"tags":3692},"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",[2006,2303,2116,2021,2636],{"title":3694,"description":3695,"path":3696,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3697,"tags":3698},"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",[2145,2144,3699,1952,2146],"threads",{"title":3701,"description":3702,"path":3703,"category":3377,"date":2122,"updatedAt":2122,"sourceType":1926,"source":3704,"tags":3705},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[2475,2362,2476,2046,1953],{"title":3707,"description":3708,"path":3709,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3710,"tags":3711},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[3052,3712,3713,3051,1971],"snapshot","rotation",{"title":3715,"description":3716,"path":3717,"category":3377,"date":2160,"updatedAt":2160,"sourceType":1926,"source":3577,"tags":3718},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[2164,1972,2921,2303,2770],{"title":3720,"description":3721,"path":3722,"category":3377,"date":2061,"updatedAt":2061,"sourceType":1926,"source":3723,"tags":3724},"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",[1972,2755,2757,2756,1971],{"title":3726,"description":3727,"path":3728,"category":3729,"date":1946,"updatedAt":1946,"sourceType":2215,"source":3730,"tags":3731},"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",[1972,3732,2335,1970],"compliance",{"title":3734,"description":3735,"path":3736,"category":3377,"date":2142,"updatedAt":2142,"sourceType":1926,"source":3710,"tags":3737},"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",[1972,3051,2269,3738,1971],"proxy",{"title":3740,"description":3741,"path":3742,"category":3377,"date":3062,"updatedAt":3062,"sourceType":1926,"source":3743,"tags":3744},"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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