[{"data":1,"prerenderedAt":5160},["ShallowReactive",2],{"best-practices:developer-workflow":3,"content-manifest":2516},{"id":4,"title":5,"body":6,"category":2498,"date":2499,"description":2500,"difficulty":2501,"extension":2502,"meta":2503,"navigation":315,"path":2504,"seo":2505,"source":2499,"sourceName":2499,"sourceType":2506,"stem":2507,"tags":2508,"updatedAt":2514,"__hash__":2515},"bestPractices/best-practices/developer-workflow.md","开发者工作流自动化",{"type":7,"value":8,"toc":2460},"minimark",[9,12,16,20,87,90,94,281,284,388,391,445,452,467,483,487,507,511,522,530,532,535,625,628,954,957,1076,1078,1082,1206,1209,1260,1266,1272,1276,1279,1394,1397,1635,1639,1862,1866,1870,2150,2153,2155,2175,2178,2198,2201,2221,2224,2227,2230,2295,2298,2301,2370,2374,2377,2433,2436,2456],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍如何使用 OpenClaw 构建完整的开发者工作流，提升日常开发效率。",[17,18,19],"h2",{"id":19},"核心场景",[21,22,23,39],"table",{},[24,25,26],"thead",{},[27,28,29,33,36],"tr",{},[30,31,32],"th",{},"场景",[30,34,35],{},"描述",[30,37,38],{},"效率提升",[40,41,42,54,65,76],"tbody",{},[27,43,44,48,51],{},[45,46,47],"td",{},"代码审查",[45,49,50],{},"自动分析代码质量、安全漏洞",[45,52,53],{},"减少 60% 审查时间",[27,55,56,59,62],{},[45,57,58],{},"调试辅助",[45,60,61],{},"错误分析、日志解读、解决方案",[45,63,64],{},"加速问题定位",[27,66,67,70,73],{},[45,68,69],{},"文档生成",[45,71,72],{},"自动生成 API 文档、README",[45,74,75],{},"节省 80% 文档时间",[27,77,78,81,84],{},[45,79,80],{},"Git 操作",[45,82,83],{},"智能提交信息、分支管理",[45,85,86],{},"规范化提交历史",[17,88,89],{"id":89},"代码审查助手",[91,92,93],"h3",{"id":93},"配置代码审查技能",[95,96,101],"pre",{"className":97,"code":98,"language":99,"meta":100,"style":100},"language-json shiki shiki-themes github-light github-dark","{\n  \"skills\": {\n    \"code-reviewer\": {\n      \"enabled\": true,\n      \"languages\": [\"typescript\", \"python\", \"go\", \"rust\"],\n      \"checks\": {\n        \"security\": true,\n        \"performance\": true,\n        \"style\": true,\n        \"best_practices\": true\n      },\n      \"severity_levels\": [\"error\", \"warning\", \"info\"]\n    }\n  }\n}\n","json","",[102,103,104,113,123,131,146,178,186,198,210,222,233,239,263,269,275],"code",{"__ignoreMap":100},[105,106,109],"span",{"class":107,"line":108},"line",1,[105,110,112],{"class":111},"sVt8B","{\n",[105,114,116,120],{"class":107,"line":115},2,[105,117,119],{"class":118},"sj4cs","  \"skills\"",[105,121,122],{"class":111},": {\n",[105,124,126,129],{"class":107,"line":125},3,[105,127,128],{"class":118},"    \"code-reviewer\"",[105,130,122],{"class":111},[105,132,134,137,140,143],{"class":107,"line":133},4,[105,135,136],{"class":118},"      \"enabled\"",[105,138,139],{"class":111},": ",[105,141,142],{"class":118},"true",[105,144,145],{"class":111},",\n",[105,147,149,152,155,159,162,165,167,170,172,175],{"class":107,"line":148},5,[105,150,151],{"class":118},"      \"languages\"",[105,153,154],{"class":111},": [",[105,156,158],{"class":157},"sZZnC","\"typescript\"",[105,160,161],{"class":111},", ",[105,163,164],{"class":157},"\"python\"",[105,166,161],{"class":111},[105,168,169],{"class":157},"\"go\"",[105,171,161],{"class":111},[105,173,174],{"class":157},"\"rust\"",[105,176,177],{"class":111},"],\n",[105,179,181,184],{"class":107,"line":180},6,[105,182,183],{"class":118},"      \"checks\"",[105,185,122],{"class":111},[105,187,189,192,194,196],{"class":107,"line":188},7,[105,190,191],{"class":118},"        \"security\"",[105,193,139],{"class":111},[105,195,142],{"class":118},[105,197,145],{"class":111},[105,199,201,204,206,208],{"class":107,"line":200},8,[105,202,203],{"class":118},"        \"performance\"",[105,205,139],{"class":111},[105,207,142],{"class":118},[105,209,145],{"class":111},[105,211,213,216,218,220],{"class":107,"line":212},9,[105,214,215],{"class":118},"        \"style\"",[105,217,139],{"class":111},[105,219,142],{"class":118},[105,221,145],{"class":111},[105,223,225,228,230],{"class":107,"line":224},10,[105,226,227],{"class":118},"        \"best_practices\"",[105,229,139],{"class":111},[105,231,232],{"class":118},"true\n",[105,234,236],{"class":107,"line":235},11,[105,237,238],{"class":111},"      },\n",[105,240,242,245,247,250,252,255,257,260],{"class":107,"line":241},12,[105,243,244],{"class":118},"      \"severity_levels\"",[105,246,154],{"class":111},[105,248,249],{"class":157},"\"error\"",[105,251,161],{"class":111},[105,253,254],{"class":157},"\"warning\"",[105,256,161],{"class":111},[105,258,259],{"class":157},"\"info\"",[105,261,262],{"class":111},"]\n",[105,264,266],{"class":107,"line":265},13,[105,267,268],{"class":111},"    }\n",[105,270,272],{"class":107,"line":271},14,[105,273,274],{"class":111},"  }\n",[105,276,278],{"class":107,"line":277},15,[105,279,280],{"class":111},"}\n",[91,282,283],{"id":283},"审查工作流",[95,285,289],{"className":286,"code":287,"language":288,"meta":100,"style":100},"language-python shiki shiki-themes github-light github-dark","async def review_code(diff_content, file_path):\n    \"\"\"代码审查工作流\"\"\"\n    # 1. 静态分析\n    static_issues = await analyze_code(diff_content, file_path)\n\n    # 2. 安全检查\n    security_issues = await check_security(diff_content)\n\n    # 3. 性能分析\n    performance_hints = await analyze_performance(diff_content)\n\n    # 4. 生成审查报告\n    report = await generate_review_report({\n        \"static\": static_issues,\n        \"security\": security_issues,\n        \"performance\": performance_hints\n    })\n\n    return report\n","python",[102,290,291,296,301,306,311,317,322,327,331,336,341,345,350,355,360,365,371,377,382],{"__ignoreMap":100},[105,292,293],{"class":107,"line":108},[105,294,295],{},"async def review_code(diff_content, file_path):\n",[105,297,298],{"class":107,"line":115},[105,299,300],{},"    \"\"\"代码审查工作流\"\"\"\n",[105,302,303],{"class":107,"line":125},[105,304,305],{},"    # 1. 静态分析\n",[105,307,308],{"class":107,"line":133},[105,309,310],{},"    static_issues = await analyze_code(diff_content, file_path)\n",[105,312,313],{"class":107,"line":148},[105,314,316],{"emptyLinePlaceholder":315},true,"\n",[105,318,319],{"class":107,"line":180},[105,320,321],{},"    # 2. 安全检查\n",[105,323,324],{"class":107,"line":188},[105,325,326],{},"    security_issues = await check_security(diff_content)\n",[105,328,329],{"class":107,"line":200},[105,330,316],{"emptyLinePlaceholder":315},[105,332,333],{"class":107,"line":212},[105,334,335],{},"    # 3. 性能分析\n",[105,337,338],{"class":107,"line":224},[105,339,340],{},"    performance_hints = await analyze_performance(diff_content)\n",[105,342,343],{"class":107,"line":235},[105,344,316],{"emptyLinePlaceholder":315},[105,346,347],{"class":107,"line":241},[105,348,349],{},"    # 4. 生成审查报告\n",[105,351,352],{"class":107,"line":265},[105,353,354],{},"    report = await generate_review_report({\n",[105,356,357],{"class":107,"line":271},[105,358,359],{},"        \"static\": static_issues,\n",[105,361,362],{"class":107,"line":277},[105,363,364],{},"        \"security\": security_issues,\n",[105,366,368],{"class":107,"line":367},16,[105,369,370],{},"        \"performance\": performance_hints\n",[105,372,374],{"class":107,"line":373},17,[105,375,376],{},"    })\n",[105,378,380],{"class":107,"line":379},18,[105,381,316],{"emptyLinePlaceholder":315},[105,383,385],{"class":107,"line":384},19,[105,386,387],{},"    return report\n",[91,389,390],{"id":390},"审查报告示例",[95,392,396],{"className":393,"code":394,"language":395,"meta":100,"style":100},"language-markdown shiki shiki-themes github-light github-dark","## 代码审查报告\n\n### 🔴 严重问题 (2)\n\n1. **SQL 注入风险** (src/api/users.py:45)\n   ```python\n   # 危险：直接拼接 SQL\n   query = f\"SELECT * FROM users WHERE id = {user_id}\"\n","markdown",[102,397,398,404,408,413,417,430,435,440],{"__ignoreMap":100},[105,399,400],{"class":107,"line":108},[105,401,403],{"class":402},"sq-ep","## 代码审查报告\n",[105,405,406],{"class":107,"line":115},[105,407,316],{"emptyLinePlaceholder":315},[105,409,410],{"class":107,"line":125},[105,411,412],{"class":402},"### 🔴 严重问题 (2)\n",[105,414,415],{"class":107,"line":133},[105,416,316],{"emptyLinePlaceholder":315},[105,418,419,423,427],{"class":107,"line":148},[105,420,422],{"class":421},"s4XuR","1.",[105,424,426],{"class":425},"sIZ1i"," **SQL 注入风险**",[105,428,429],{"class":111}," (src/api/users.py:45)\n",[105,431,432],{"class":107,"line":180},[105,433,434],{"class":111},"   ```python\n",[105,436,437],{"class":107,"line":188},[105,438,439],{"class":111},"   # 危险：直接拼接 SQL\n",[105,441,442],{"class":107,"line":200},[105,443,444],{"class":111},"   query = f\"SELECT * FROM users WHERE id = {user_id}\"\n",[13,446,447,451],{},[448,449,450],"strong",{},"建议","：使用参数化查询",[95,453,455],{"className":286,"code":454,"language":288,"meta":100,"style":100},"query = \"SELECT * FROM users WHERE id = ?\"\ncursor.execute(query, (user_id,))\n",[102,456,457,462],{"__ignoreMap":100},[105,458,459],{"class":107,"line":108},[105,460,461],{},"query = \"SELECT * FROM users WHERE id = ?\"\n",[105,463,464],{"class":107,"line":115},[105,465,466],{},"cursor.execute(query, (user_id,))\n",[468,469,470],"ol",{"start":115},[471,472,473,476,477],"li",{},[448,474,475],{},"敏感信息泄露"," (src/config.py:12)\n",[478,479,480],"ul",{},[471,481,482],{},"检测到硬编码的 API 密钥",[91,484,486],{"id":485},"警告-3","🟡 警告 (3)",[468,488,489,495,501],{},[471,490,491,494],{},[448,492,493],{},"未处理的异常"," (src/services/auth.py:78)",[471,496,497,500],{},[448,498,499],{},"潜在的性能问题"," (src/utils/parser.py:23)",[471,502,503,506],{},[448,504,505],{},"过时的 API 使用"," (src/api/legacy.py:156)",[91,508,510],{"id":509},"改进建议-5","💡 改进建议 (5)",[468,512,513,516,519],{},[471,514,515],{},"考虑使用异步 IO 提升性能",[471,517,518],{},"添加类型注解提高代码可读性",[471,520,521],{},"...",[95,523,528],{"className":524,"code":526,"language":527},[525],"language-text","\n### Git Hook 集成\n\n```bash\n# .git/hooks/pre-commit\n#!/bin/bash\n\n# 获取待提交的文件\nFILES=$(git diff --cached --name-only --diff-filter=ACM)\n\n# 调用 OpenClaw 代码审查\nopenclaw skill run code-reviewer --files \"$FILES\"\n\n# 检查审查结果\nif [ $? -ne 0 ]; then\n    echo \"代码审查发现问题，请修复后再提交\"\n    exit 1\nfi\n","text",[102,529,526],{"__ignoreMap":100},[17,531,58],{"id":58},[91,533,534],{"id":534},"错误分析",[95,536,538],{"className":286,"code":537,"language":288,"meta":100,"style":100},"async def analyze_error(error_log):\n    \"\"\"分析错误日志\"\"\"\n    prompt = f\"\"\"\n    分析以下错误日志，提供：\n\n    1. 错误类型和原因\n    2. 可能的解决方案\n    3. 预防措施\n\n    错误日志：\n    ```\n    {error_log}\n    ```\n\n    请用中文回答，格式清晰。\n    \"\"\"\n\n    return await generate_response(prompt)\n",[102,539,540,545,550,555,560,564,569,574,579,583,588,593,598,602,606,611,616,620],{"__ignoreMap":100},[105,541,542],{"class":107,"line":108},[105,543,544],{},"async def analyze_error(error_log):\n",[105,546,547],{"class":107,"line":115},[105,548,549],{},"    \"\"\"分析错误日志\"\"\"\n",[105,551,552],{"class":107,"line":125},[105,553,554],{},"    prompt = f\"\"\"\n",[105,556,557],{"class":107,"line":133},[105,558,559],{},"    分析以下错误日志，提供：\n",[105,561,562],{"class":107,"line":148},[105,563,316],{"emptyLinePlaceholder":315},[105,565,566],{"class":107,"line":180},[105,567,568],{},"    1. 错误类型和原因\n",[105,570,571],{"class":107,"line":188},[105,572,573],{},"    2. 可能的解决方案\n",[105,575,576],{"class":107,"line":200},[105,577,578],{},"    3. 预防措施\n",[105,580,581],{"class":107,"line":212},[105,582,316],{"emptyLinePlaceholder":315},[105,584,585],{"class":107,"line":224},[105,586,587],{},"    错误日志：\n",[105,589,590],{"class":107,"line":235},[105,591,592],{},"    ```\n",[105,594,595],{"class":107,"line":241},[105,596,597],{},"    {error_log}\n",[105,599,600],{"class":107,"line":265},[105,601,592],{},[105,603,604],{"class":107,"line":271},[105,605,316],{"emptyLinePlaceholder":315},[105,607,608],{"class":107,"line":277},[105,609,610],{},"    请用中文回答，格式清晰。\n",[105,612,613],{"class":107,"line":367},[105,614,615],{},"    \"\"\"\n",[105,617,618],{"class":107,"line":373},[105,619,316],{"emptyLinePlaceholder":315},[105,621,622],{"class":107,"line":379},[105,623,624],{},"    return await generate_response(prompt)\n",[91,626,627],{"id":627},"日志解读",[95,629,631],{"className":97,"code":630,"language":99,"meta":100,"style":100},"{\n  \"workflow\": {\n    \"id\": \"log-analyzer\",\n    \"name\": \"日志分析\",\n    \"trigger\": {\n      \"type\": \"webhook\",\n      \"path\": \"/webhook/logs\"\n    },\n    \"steps\": [\n      {\n        \"id\": \"parse-log\",\n        \"type\": \"action\",\n        \"action\": \"parseLogFormat\",\n        \"params\": {\n          \"log\": \"{{webhook.body.log}}\"\n        }\n      },\n      {\n        \"id\": \"analyze\",\n        \"type\": \"ai\",\n        \"prompt\": \"分析以下日志，识别异常模式：\\n{{parse-log.result}}\"\n      },\n      {\n        \"id\": \"alert\",\n        \"type\": \"condition\",\n        \"condition\": \"{{analyze.severity}} == 'error'\",\n        \"true\": {\n          \"action\": \"sendAlert\",\n          \"params\": {\n            \"channel\": \"slack\",\n            \"message\": \"{{analyze.summary}}\"\n          }\n        }\n      }\n    ]\n  }\n}\n",[102,632,633,637,644,656,668,675,687,697,702,710,715,727,739,751,758,768,773,777,781,792,804,821,826,831,843,855,868,876,889,897,910,921,927,932,938,944,949],{"__ignoreMap":100},[105,634,635],{"class":107,"line":108},[105,636,112],{"class":111},[105,638,639,642],{"class":107,"line":115},[105,640,641],{"class":118},"  \"workflow\"",[105,643,122],{"class":111},[105,645,646,649,651,654],{"class":107,"line":125},[105,647,648],{"class":118},"    \"id\"",[105,650,139],{"class":111},[105,652,653],{"class":157},"\"log-analyzer\"",[105,655,145],{"class":111},[105,657,658,661,663,666],{"class":107,"line":133},[105,659,660],{"class":118},"    \"name\"",[105,662,139],{"class":111},[105,664,665],{"class":157},"\"日志分析\"",[105,667,145],{"class":111},[105,669,670,673],{"class":107,"line":148},[105,671,672],{"class":118},"    \"trigger\"",[105,674,122],{"class":111},[105,676,677,680,682,685],{"class":107,"line":180},[105,678,679],{"class":118},"      \"type\"",[105,681,139],{"class":111},[105,683,684],{"class":157},"\"webhook\"",[105,686,145],{"class":111},[105,688,689,692,694],{"class":107,"line":188},[105,690,691],{"class":118},"      \"path\"",[105,693,139],{"class":111},[105,695,696],{"class":157},"\"/webhook/logs\"\n",[105,698,699],{"class":107,"line":200},[105,700,701],{"class":111},"    },\n",[105,703,704,707],{"class":107,"line":212},[105,705,706],{"class":118},"    \"steps\"",[105,708,709],{"class":111},": [\n",[105,711,712],{"class":107,"line":224},[105,713,714],{"class":111},"      {\n",[105,716,717,720,722,725],{"class":107,"line":235},[105,718,719],{"class":118},"        \"id\"",[105,721,139],{"class":111},[105,723,724],{"class":157},"\"parse-log\"",[105,726,145],{"class":111},[105,728,729,732,734,737],{"class":107,"line":241},[105,730,731],{"class":118},"        \"type\"",[105,733,139],{"class":111},[105,735,736],{"class":157},"\"action\"",[105,738,145],{"class":111},[105,740,741,744,746,749],{"class":107,"line":265},[105,742,743],{"class":118},"        \"action\"",[105,745,139],{"class":111},[105,747,748],{"class":157},"\"parseLogFormat\"",[105,750,145],{"class":111},[105,752,753,756],{"class":107,"line":271},[105,754,755],{"class":118},"        \"params\"",[105,757,122],{"class":111},[105,759,760,763,765],{"class":107,"line":277},[105,761,762],{"class":118},"          \"log\"",[105,764,139],{"class":111},[105,766,767],{"class":157},"\"{{webhook.body.log}}\"\n",[105,769,770],{"class":107,"line":367},[105,771,772],{"class":111},"        }\n",[105,774,775],{"class":107,"line":373},[105,776,238],{"class":111},[105,778,779],{"class":107,"line":379},[105,780,714],{"class":111},[105,782,783,785,787,790],{"class":107,"line":384},[105,784,719],{"class":118},[105,786,139],{"class":111},[105,788,789],{"class":157},"\"analyze\"",[105,791,145],{"class":111},[105,793,795,797,799,802],{"class":107,"line":794},20,[105,796,731],{"class":118},[105,798,139],{"class":111},[105,800,801],{"class":157},"\"ai\"",[105,803,145],{"class":111},[105,805,807,810,812,815,818],{"class":107,"line":806},21,[105,808,809],{"class":118},"        \"prompt\"",[105,811,139],{"class":111},[105,813,814],{"class":157},"\"分析以下日志，识别异常模式：",[105,816,817],{"class":118},"\\n",[105,819,820],{"class":157},"{{parse-log.result}}\"\n",[105,822,824],{"class":107,"line":823},22,[105,825,238],{"class":111},[105,827,829],{"class":107,"line":828},23,[105,830,714],{"class":111},[105,832,834,836,838,841],{"class":107,"line":833},24,[105,835,719],{"class":118},[105,837,139],{"class":111},[105,839,840],{"class":157},"\"alert\"",[105,842,145],{"class":111},[105,844,846,848,850,853],{"class":107,"line":845},25,[105,847,731],{"class":118},[105,849,139],{"class":111},[105,851,852],{"class":157},"\"condition\"",[105,854,145],{"class":111},[105,856,858,861,863,866],{"class":107,"line":857},26,[105,859,860],{"class":118},"        \"condition\"",[105,862,139],{"class":111},[105,864,865],{"class":157},"\"{{analyze.severity}} == 'error'\"",[105,867,145],{"class":111},[105,869,871,874],{"class":107,"line":870},27,[105,872,873],{"class":118},"        \"true\"",[105,875,122],{"class":111},[105,877,879,882,884,887],{"class":107,"line":878},28,[105,880,881],{"class":118},"          \"action\"",[105,883,139],{"class":111},[105,885,886],{"class":157},"\"sendAlert\"",[105,888,145],{"class":111},[105,890,892,895],{"class":107,"line":891},29,[105,893,894],{"class":118},"          \"params\"",[105,896,122],{"class":111},[105,898,900,903,905,908],{"class":107,"line":899},30,[105,901,902],{"class":118},"            \"channel\"",[105,904,139],{"class":111},[105,906,907],{"class":157},"\"slack\"",[105,909,145],{"class":111},[105,911,913,916,918],{"class":107,"line":912},31,[105,914,915],{"class":118},"            \"message\"",[105,917,139],{"class":111},[105,919,920],{"class":157},"\"{{analyze.summary}}\"\n",[105,922,924],{"class":107,"line":923},32,[105,925,926],{"class":111},"          }\n",[105,928,930],{"class":107,"line":929},33,[105,931,772],{"class":111},[105,933,935],{"class":107,"line":934},34,[105,936,937],{"class":111},"      }\n",[105,939,941],{"class":107,"line":940},35,[105,942,943],{"class":111},"    ]\n",[105,945,947],{"class":107,"line":946},36,[105,948,274],{"class":111},[105,950,952],{"class":107,"line":951},37,[105,953,280],{"class":111},[91,955,956],{"id":956},"常见错误模式库",[95,958,960],{"className":97,"code":959,"language":99,"meta":100,"style":100},"{\n  \"error_patterns\": {\n    \"connection_timeout\": {\n      \"pattern\": \"Connection timed out|ETIMEDOUT\",\n      \"solution\": \"检查网络连接，增加超时时间，使用重试机制\"\n    },\n    \"memory_leak\": {\n      \"pattern\": \"out of memory|heap allocation failed\",\n      \"solution\": \"检查内存泄漏，优化数据结构，增加内存限制\"\n    },\n    \"auth_failed\": {\n      \"pattern\": \"authentication failed|401|403\",\n      \"solution\": \"检查凭证有效性，确认权限配置，刷新 token\"\n    }\n  }\n}\n",[102,961,962,966,973,980,992,1002,1006,1013,1024,1033,1037,1044,1055,1064,1068,1072],{"__ignoreMap":100},[105,963,964],{"class":107,"line":108},[105,965,112],{"class":111},[105,967,968,971],{"class":107,"line":115},[105,969,970],{"class":118},"  \"error_patterns\"",[105,972,122],{"class":111},[105,974,975,978],{"class":107,"line":125},[105,976,977],{"class":118},"    \"connection_timeout\"",[105,979,122],{"class":111},[105,981,982,985,987,990],{"class":107,"line":133},[105,983,984],{"class":118},"      \"pattern\"",[105,986,139],{"class":111},[105,988,989],{"class":157},"\"Connection timed out|ETIMEDOUT\"",[105,991,145],{"class":111},[105,993,994,997,999],{"class":107,"line":148},[105,995,996],{"class":118},"      \"solution\"",[105,998,139],{"class":111},[105,1000,1001],{"class":157},"\"检查网络连接，增加超时时间，使用重试机制\"\n",[105,1003,1004],{"class":107,"line":180},[105,1005,701],{"class":111},[105,1007,1008,1011],{"class":107,"line":188},[105,1009,1010],{"class":118},"    \"memory_leak\"",[105,1012,122],{"class":111},[105,1014,1015,1017,1019,1022],{"class":107,"line":200},[105,1016,984],{"class":118},[105,1018,139],{"class":111},[105,1020,1021],{"class":157},"\"out of memory|heap allocation failed\"",[105,1023,145],{"class":111},[105,1025,1026,1028,1030],{"class":107,"line":212},[105,1027,996],{"class":118},[105,1029,139],{"class":111},[105,1031,1032],{"class":157},"\"检查内存泄漏，优化数据结构，增加内存限制\"\n",[105,1034,1035],{"class":107,"line":224},[105,1036,701],{"class":111},[105,1038,1039,1042],{"class":107,"line":235},[105,1040,1041],{"class":118},"    \"auth_failed\"",[105,1043,122],{"class":111},[105,1045,1046,1048,1050,1053],{"class":107,"line":241},[105,1047,984],{"class":118},[105,1049,139],{"class":111},[105,1051,1052],{"class":157},"\"authentication failed|401|403\"",[105,1054,145],{"class":111},[105,1056,1057,1059,1061],{"class":107,"line":265},[105,1058,996],{"class":118},[105,1060,139],{"class":111},[105,1062,1063],{"class":157},"\"检查凭证有效性，确认权限配置，刷新 token\"\n",[105,1065,1066],{"class":107,"line":271},[105,1067,268],{"class":111},[105,1069,1070],{"class":107,"line":277},[105,1071,274],{"class":111},[105,1073,1074],{"class":107,"line":367},[105,1075,280],{"class":111},[17,1077,69],{"id":69},[91,1079,1081],{"id":1080},"api-文档自动生成","API 文档自动生成",[95,1083,1085],{"className":286,"code":1084,"language":288,"meta":100,"style":100},"async def generate_api_docs(code_path):\n    \"\"\"从代码生成 API 文档\"\"\"\n    # 解析代码\n    endpoints = await parse_api_endpoints(code_path)\n\n    docs = []\n    for endpoint in endpoints:\n        doc = f\"\"\"\n## {endpoint.method} {endpoint.path}\n\n{endpoint.description or '暂无描述'}\n\n### 请求参数\n\n| 参数名 | 类型 | 必填 | 描述 |\n|--------|------|------|------|\n\"\"\"\n        for param in endpoint.parameters:\n            doc += f\"| {param.name} | {param.type} | {'是' if param.required else '否'} | {param.description} |\\n\"\n\n        doc += f\"\"\"\n### 响应示例\n\n```json\n{endpoint.response_example}\n",[102,1086,1087,1092,1097,1102,1107,1111,1116,1121,1126,1131,1135,1140,1144,1149,1153,1158,1163,1168,1173,1178,1182,1187,1192,1196,1201],{"__ignoreMap":100},[105,1088,1089],{"class":107,"line":108},[105,1090,1091],{},"async def generate_api_docs(code_path):\n",[105,1093,1094],{"class":107,"line":115},[105,1095,1096],{},"    \"\"\"从代码生成 API 文档\"\"\"\n",[105,1098,1099],{"class":107,"line":125},[105,1100,1101],{},"    # 解析代码\n",[105,1103,1104],{"class":107,"line":133},[105,1105,1106],{},"    endpoints = await parse_api_endpoints(code_path)\n",[105,1108,1109],{"class":107,"line":148},[105,1110,316],{"emptyLinePlaceholder":315},[105,1112,1113],{"class":107,"line":180},[105,1114,1115],{},"    docs = []\n",[105,1117,1118],{"class":107,"line":188},[105,1119,1120],{},"    for endpoint in endpoints:\n",[105,1122,1123],{"class":107,"line":200},[105,1124,1125],{},"        doc = f\"\"\"\n",[105,1127,1128],{"class":107,"line":212},[105,1129,1130],{},"## {endpoint.method} {endpoint.path}\n",[105,1132,1133],{"class":107,"line":224},[105,1134,316],{"emptyLinePlaceholder":315},[105,1136,1137],{"class":107,"line":235},[105,1138,1139],{},"{endpoint.description or '暂无描述'}\n",[105,1141,1142],{"class":107,"line":241},[105,1143,316],{"emptyLinePlaceholder":315},[105,1145,1146],{"class":107,"line":265},[105,1147,1148],{},"### 请求参数\n",[105,1150,1151],{"class":107,"line":271},[105,1152,316],{"emptyLinePlaceholder":315},[105,1154,1155],{"class":107,"line":277},[105,1156,1157],{},"| 参数名 | 类型 | 必填 | 描述 |\n",[105,1159,1160],{"class":107,"line":367},[105,1161,1162],{},"|--------|------|------|------|\n",[105,1164,1165],{"class":107,"line":373},[105,1166,1167],{},"\"\"\"\n",[105,1169,1170],{"class":107,"line":379},[105,1171,1172],{},"        for param in endpoint.parameters:\n",[105,1174,1175],{"class":107,"line":384},[105,1176,1177],{},"            doc += f\"| {param.name} | {param.type} | {'是' if param.required else '否'} | {param.description} |\\n\"\n",[105,1179,1180],{"class":107,"line":794},[105,1181,316],{"emptyLinePlaceholder":315},[105,1183,1184],{"class":107,"line":806},[105,1185,1186],{},"        doc += f\"\"\"\n",[105,1188,1189],{"class":107,"line":823},[105,1190,1191],{},"### 响应示例\n",[105,1193,1194],{"class":107,"line":828},[105,1195,316],{"emptyLinePlaceholder":315},[105,1197,1198],{"class":107,"line":833},[105,1199,1200],{},"```json\n",[105,1202,1203],{"class":107,"line":845},[105,1204,1205],{},"{endpoint.response_example}\n",[91,1207,1208],{"id":1208},"错误码",[21,1210,1211,1219],{},[24,1212,1213],{},[27,1214,1215,1217],{},[30,1216,1208],{},[30,1218,35],{},[40,1220,1221,1229,1237,1245,1253],{},[27,1222,1223,1226],{},[45,1224,1225],{},"200",[45,1227,1228],{},"成功",[27,1230,1231,1234],{},[45,1232,1233],{},"400",[45,1235,1236],{},"参数错误",[27,1238,1239,1242],{},[45,1240,1241],{},"401",[45,1243,1244],{},"未授权",[27,1246,1247,1250],{},[45,1248,1249],{},"500",[45,1251,1252],{},"服务器错误",[27,1254,1255,1258],{},[45,1256,1257],{},"\"\"\"",[45,1259],{},[95,1261,1264],{"className":1262,"code":1263,"language":527},[525],"    docs.append(doc)\n\nreturn \"\\n\\n---\\n\\n\".join(docs)\n",[102,1265,1263],{"__ignoreMap":100},[95,1267,1270],{"className":1268,"code":1269,"language":527},[525],"\n### README 生成\n\n```json\n{\n  \"workflow\": {\n    \"id\": \"generate-readme\",\n    \"name\": \"生成 README\",\n    \"trigger\": {\n      \"type\": \"manual\"\n    },\n    \"steps\": [\n      {\n        \"id\": \"analyze-project\",\n        \"type\": \"action\",\n        \"action\": \"analyzeProject\"\n      },\n      {\n        \"id\": \"generate\",\n        \"type\": \"ai\",\n        \"prompt\": \"根据以下项目信息生成 README.md：\\n\\n项目名称：{{analyze-project.name}}\\n描述：{{analyze-project.description}}\\n技术栈：{{analyze-project.tech_stack}}\\n主要功能：{{analyze-project.features}}\\n\\n要求：\\n1. 包含项目介绍、安装步骤、使用方法\\n2. 包含贡献指南和许可证\\n3. 使用中文\"\n      },\n      {\n        \"id\": \"save\",\n        \"type\": \"action\",\n        \"action\": \"writeFile\",\n        \"params\": {\n          \"path\": \"README.md\",\n          \"content\": \"{{generate.result}}\"\n        }\n      }\n    ]\n  }\n}\n",[102,1271,1269],{"__ignoreMap":100},[17,1273,1275],{"id":1274},"git-智能操作","Git 智能操作",[91,1277,1278],{"id":1278},"提交信息生成",[95,1280,1282],{"className":286,"code":1281,"language":288,"meta":100,"style":100},"async def generate_commit_message(diff):\n    \"\"\"根据代码变更生成提交信息\"\"\"\n    prompt = f\"\"\"\n    根据以下代码变更生成规范的 Git 提交信息：\n\n    ```\n    {diff}\n    ```\n\n    要求：\n    1. 使用 Conventional Commits 格式\n    2. 类型包括：feat, fix, docs, style, refactor, test, chore\n    3. 标题不超过 50 字符\n    4. 如有必要，添加详细描述\n\n    示例格式：\n    feat: 添加用户登录功能\n\n    - 实现 JWT 认证\n    - 添加登录表单验证\n    - 集成第三方登录\n    \"\"\"\n\n    return await generate_response(prompt)\n",[102,1283,1284,1289,1294,1298,1303,1307,1311,1316,1320,1324,1329,1334,1339,1344,1349,1353,1358,1363,1367,1372,1377,1382,1386,1390],{"__ignoreMap":100},[105,1285,1286],{"class":107,"line":108},[105,1287,1288],{},"async def generate_commit_message(diff):\n",[105,1290,1291],{"class":107,"line":115},[105,1292,1293],{},"    \"\"\"根据代码变更生成提交信息\"\"\"\n",[105,1295,1296],{"class":107,"line":125},[105,1297,554],{},[105,1299,1300],{"class":107,"line":133},[105,1301,1302],{},"    根据以下代码变更生成规范的 Git 提交信息：\n",[105,1304,1305],{"class":107,"line":148},[105,1306,316],{"emptyLinePlaceholder":315},[105,1308,1309],{"class":107,"line":180},[105,1310,592],{},[105,1312,1313],{"class":107,"line":188},[105,1314,1315],{},"    {diff}\n",[105,1317,1318],{"class":107,"line":200},[105,1319,592],{},[105,1321,1322],{"class":107,"line":212},[105,1323,316],{"emptyLinePlaceholder":315},[105,1325,1326],{"class":107,"line":224},[105,1327,1328],{},"    要求：\n",[105,1330,1331],{"class":107,"line":235},[105,1332,1333],{},"    1. 使用 Conventional Commits 格式\n",[105,1335,1336],{"class":107,"line":241},[105,1337,1338],{},"    2. 类型包括：feat, fix, docs, style, refactor, test, chore\n",[105,1340,1341],{"class":107,"line":265},[105,1342,1343],{},"    3. 标题不超过 50 字符\n",[105,1345,1346],{"class":107,"line":271},[105,1347,1348],{},"    4. 如有必要，添加详细描述\n",[105,1350,1351],{"class":107,"line":277},[105,1352,316],{"emptyLinePlaceholder":315},[105,1354,1355],{"class":107,"line":367},[105,1356,1357],{},"    示例格式：\n",[105,1359,1360],{"class":107,"line":373},[105,1361,1362],{},"    feat: 添加用户登录功能\n",[105,1364,1365],{"class":107,"line":379},[105,1366,316],{"emptyLinePlaceholder":315},[105,1368,1369],{"class":107,"line":384},[105,1370,1371],{},"    - 实现 JWT 认证\n",[105,1373,1374],{"class":107,"line":794},[105,1375,1376],{},"    - 添加登录表单验证\n",[105,1378,1379],{"class":107,"line":806},[105,1380,1381],{},"    - 集成第三方登录\n",[105,1383,1384],{"class":107,"line":823},[105,1385,615],{},[105,1387,1388],{"class":107,"line":828},[105,1389,316],{"emptyLinePlaceholder":315},[105,1391,1392],{"class":107,"line":833},[105,1393,624],{},[91,1395,1396],{"id":1396},"分支管理",[95,1398,1400],{"className":97,"code":1399,"language":99,"meta":100,"style":100},"{\n  \"branch_strategies\": {\n    \"feature\": {\n      \"prefix\": \"feature/\",\n      \"from\": \"develop\",\n      \"merge_to\": \"develop\",\n      \"naming\": \"feature/{ticket-id}-{short-description}\"\n    },\n    \"bugfix\": {\n      \"prefix\": \"bugfix/\",\n      \"from\": \"develop\",\n      \"merge_to\": \"develop\",\n      \"naming\": \"bugfix/{ticket-id}-{short-description}\"\n    },\n    \"hotfix\": {\n      \"prefix\": \"hotfix/\",\n      \"from\": \"main\",\n      \"merge_to\": [\"main\", \"develop\"],\n      \"naming\": \"hotfix/{version}-{short-description}\"\n    },\n    \"release\": {\n      \"prefix\": \"release/\",\n      \"from\": \"develop\",\n      \"merge_to\": \"main\",\n      \"naming\": \"release/{version}\"\n    }\n  }\n}\n",[102,1401,1402,1406,1413,1420,1432,1444,1455,1465,1469,1476,1487,1497,1507,1516,1520,1527,1538,1549,1563,1572,1576,1583,1594,1604,1614,1623,1627,1631],{"__ignoreMap":100},[105,1403,1404],{"class":107,"line":108},[105,1405,112],{"class":111},[105,1407,1408,1411],{"class":107,"line":115},[105,1409,1410],{"class":118},"  \"branch_strategies\"",[105,1412,122],{"class":111},[105,1414,1415,1418],{"class":107,"line":125},[105,1416,1417],{"class":118},"    \"feature\"",[105,1419,122],{"class":111},[105,1421,1422,1425,1427,1430],{"class":107,"line":133},[105,1423,1424],{"class":118},"      \"prefix\"",[105,1426,139],{"class":111},[105,1428,1429],{"class":157},"\"feature/\"",[105,1431,145],{"class":111},[105,1433,1434,1437,1439,1442],{"class":107,"line":148},[105,1435,1436],{"class":118},"      \"from\"",[105,1438,139],{"class":111},[105,1440,1441],{"class":157},"\"develop\"",[105,1443,145],{"class":111},[105,1445,1446,1449,1451,1453],{"class":107,"line":180},[105,1447,1448],{"class":118},"      \"merge_to\"",[105,1450,139],{"class":111},[105,1452,1441],{"class":157},[105,1454,145],{"class":111},[105,1456,1457,1460,1462],{"class":107,"line":188},[105,1458,1459],{"class":118},"      \"naming\"",[105,1461,139],{"class":111},[105,1463,1464],{"class":157},"\"feature/{ticket-id}-{short-description}\"\n",[105,1466,1467],{"class":107,"line":200},[105,1468,701],{"class":111},[105,1470,1471,1474],{"class":107,"line":212},[105,1472,1473],{"class":118},"    \"bugfix\"",[105,1475,122],{"class":111},[105,1477,1478,1480,1482,1485],{"class":107,"line":224},[105,1479,1424],{"class":118},[105,1481,139],{"class":111},[105,1483,1484],{"class":157},"\"bugfix/\"",[105,1486,145],{"class":111},[105,1488,1489,1491,1493,1495],{"class":107,"line":235},[105,1490,1436],{"class":118},[105,1492,139],{"class":111},[105,1494,1441],{"class":157},[105,1496,145],{"class":111},[105,1498,1499,1501,1503,1505],{"class":107,"line":241},[105,1500,1448],{"class":118},[105,1502,139],{"class":111},[105,1504,1441],{"class":157},[105,1506,145],{"class":111},[105,1508,1509,1511,1513],{"class":107,"line":265},[105,1510,1459],{"class":118},[105,1512,139],{"class":111},[105,1514,1515],{"class":157},"\"bugfix/{ticket-id}-{short-description}\"\n",[105,1517,1518],{"class":107,"line":271},[105,1519,701],{"class":111},[105,1521,1522,1525],{"class":107,"line":277},[105,1523,1524],{"class":118},"    \"hotfix\"",[105,1526,122],{"class":111},[105,1528,1529,1531,1533,1536],{"class":107,"line":367},[105,1530,1424],{"class":118},[105,1532,139],{"class":111},[105,1534,1535],{"class":157},"\"hotfix/\"",[105,1537,145],{"class":111},[105,1539,1540,1542,1544,1547],{"class":107,"line":373},[105,1541,1436],{"class":118},[105,1543,139],{"class":111},[105,1545,1546],{"class":157},"\"main\"",[105,1548,145],{"class":111},[105,1550,1551,1553,1555,1557,1559,1561],{"class":107,"line":379},[105,1552,1448],{"class":118},[105,1554,154],{"class":111},[105,1556,1546],{"class":157},[105,1558,161],{"class":111},[105,1560,1441],{"class":157},[105,1562,177],{"class":111},[105,1564,1565,1567,1569],{"class":107,"line":384},[105,1566,1459],{"class":118},[105,1568,139],{"class":111},[105,1570,1571],{"class":157},"\"hotfix/{version}-{short-description}\"\n",[105,1573,1574],{"class":107,"line":794},[105,1575,701],{"class":111},[105,1577,1578,1581],{"class":107,"line":806},[105,1579,1580],{"class":118},"    \"release\"",[105,1582,122],{"class":111},[105,1584,1585,1587,1589,1592],{"class":107,"line":823},[105,1586,1424],{"class":118},[105,1588,139],{"class":111},[105,1590,1591],{"class":157},"\"release/\"",[105,1593,145],{"class":111},[105,1595,1596,1598,1600,1602],{"class":107,"line":828},[105,1597,1436],{"class":118},[105,1599,139],{"class":111},[105,1601,1441],{"class":157},[105,1603,145],{"class":111},[105,1605,1606,1608,1610,1612],{"class":107,"line":833},[105,1607,1448],{"class":118},[105,1609,139],{"class":111},[105,1611,1546],{"class":157},[105,1613,145],{"class":111},[105,1615,1616,1618,1620],{"class":107,"line":845},[105,1617,1459],{"class":118},[105,1619,139],{"class":111},[105,1621,1622],{"class":157},"\"release/{version}\"\n",[105,1624,1625],{"class":107,"line":857},[105,1626,268],{"class":111},[105,1628,1629],{"class":107,"line":870},[105,1630,274],{"class":111},[105,1632,1633],{"class":107,"line":878},[105,1634,280],{"class":111},[91,1636,1638],{"id":1637},"自动化-pr-描述","自动化 PR 描述",[95,1640,1642],{"className":286,"code":1641,"language":288,"meta":100,"style":100},"async def generate_pr_description(branch, base_branch):\n    \"\"\"生成 PR 描述\"\"\"\n    # 获取变更\n    diff = await get_branch_diff(branch, base_branch)\n    commits = await get_branch_commits(branch, base_branch)\n\n    # 分析变更\n    changes = await analyze_changes(diff)\n\n    description = f\"\"\"\n## 变更概述\n\n{changes.summary}\n\n## 变更类型\n\n- [ ] 新功能 (feat)\n- [ ] Bug 修复 (fix)\n- [ ] 文档更新 (docs)\n- [ ] 代码重构 (refactor)\n- [ ] 其他: ________\n\n## 变更详情\n\n{changes.details}\n\n## 测试情况\n\n- [ ] 已添加单元测试\n- [ ] 已进行集成测试\n- [ ] 已手动测试\n\n## 检查清单\n\n- [ ] 代码符合项目规范\n- [ ] 已更新相关文档\n- [ ] 无明显性能问题\n- [ ] 已自测通过\n\n## 相关 Issue\n\nCloses #{issue_number}\n\"\"\"\n\n    return description\n",[102,1643,1644,1649,1654,1659,1664,1669,1673,1678,1683,1687,1692,1697,1701,1706,1710,1715,1719,1724,1729,1734,1739,1744,1748,1753,1757,1762,1766,1771,1775,1780,1785,1790,1794,1799,1803,1808,1813,1818,1824,1829,1835,1840,1846,1851,1856],{"__ignoreMap":100},[105,1645,1646],{"class":107,"line":108},[105,1647,1648],{},"async def generate_pr_description(branch, base_branch):\n",[105,1650,1651],{"class":107,"line":115},[105,1652,1653],{},"    \"\"\"生成 PR 描述\"\"\"\n",[105,1655,1656],{"class":107,"line":125},[105,1657,1658],{},"    # 获取变更\n",[105,1660,1661],{"class":107,"line":133},[105,1662,1663],{},"    diff = await get_branch_diff(branch, base_branch)\n",[105,1665,1666],{"class":107,"line":148},[105,1667,1668],{},"    commits = await get_branch_commits(branch, base_branch)\n",[105,1670,1671],{"class":107,"line":180},[105,1672,316],{"emptyLinePlaceholder":315},[105,1674,1675],{"class":107,"line":188},[105,1676,1677],{},"    # 分析变更\n",[105,1679,1680],{"class":107,"line":200},[105,1681,1682],{},"    changes = await analyze_changes(diff)\n",[105,1684,1685],{"class":107,"line":212},[105,1686,316],{"emptyLinePlaceholder":315},[105,1688,1689],{"class":107,"line":224},[105,1690,1691],{},"    description = f\"\"\"\n",[105,1693,1694],{"class":107,"line":235},[105,1695,1696],{},"## 变更概述\n",[105,1698,1699],{"class":107,"line":241},[105,1700,316],{"emptyLinePlaceholder":315},[105,1702,1703],{"class":107,"line":265},[105,1704,1705],{},"{changes.summary}\n",[105,1707,1708],{"class":107,"line":271},[105,1709,316],{"emptyLinePlaceholder":315},[105,1711,1712],{"class":107,"line":277},[105,1713,1714],{},"## 变更类型\n",[105,1716,1717],{"class":107,"line":367},[105,1718,316],{"emptyLinePlaceholder":315},[105,1720,1721],{"class":107,"line":373},[105,1722,1723],{},"- [ ] 新功能 (feat)\n",[105,1725,1726],{"class":107,"line":379},[105,1727,1728],{},"- [ ] Bug 修复 (fix)\n",[105,1730,1731],{"class":107,"line":384},[105,1732,1733],{},"- [ ] 文档更新 (docs)\n",[105,1735,1736],{"class":107,"line":794},[105,1737,1738],{},"- [ ] 代码重构 (refactor)\n",[105,1740,1741],{"class":107,"line":806},[105,1742,1743],{},"- [ ] 其他: ________\n",[105,1745,1746],{"class":107,"line":823},[105,1747,316],{"emptyLinePlaceholder":315},[105,1749,1750],{"class":107,"line":828},[105,1751,1752],{},"## 变更详情\n",[105,1754,1755],{"class":107,"line":833},[105,1756,316],{"emptyLinePlaceholder":315},[105,1758,1759],{"class":107,"line":845},[105,1760,1761],{},"{changes.details}\n",[105,1763,1764],{"class":107,"line":857},[105,1765,316],{"emptyLinePlaceholder":315},[105,1767,1768],{"class":107,"line":870},[105,1769,1770],{},"## 测试情况\n",[105,1772,1773],{"class":107,"line":878},[105,1774,316],{"emptyLinePlaceholder":315},[105,1776,1777],{"class":107,"line":891},[105,1778,1779],{},"- [ ] 已添加单元测试\n",[105,1781,1782],{"class":107,"line":899},[105,1783,1784],{},"- [ ] 已进行集成测试\n",[105,1786,1787],{"class":107,"line":912},[105,1788,1789],{},"- [ ] 已手动测试\n",[105,1791,1792],{"class":107,"line":923},[105,1793,316],{"emptyLinePlaceholder":315},[105,1795,1796],{"class":107,"line":929},[105,1797,1798],{},"## 检查清单\n",[105,1800,1801],{"class":107,"line":934},[105,1802,316],{"emptyLinePlaceholder":315},[105,1804,1805],{"class":107,"line":940},[105,1806,1807],{},"- [ ] 代码符合项目规范\n",[105,1809,1810],{"class":107,"line":946},[105,1811,1812],{},"- [ ] 已更新相关文档\n",[105,1814,1815],{"class":107,"line":951},[105,1816,1817],{},"- [ ] 无明显性能问题\n",[105,1819,1821],{"class":107,"line":1820},38,[105,1822,1823],{},"- [ ] 已自测通过\n",[105,1825,1827],{"class":107,"line":1826},39,[105,1828,316],{"emptyLinePlaceholder":315},[105,1830,1832],{"class":107,"line":1831},40,[105,1833,1834],{},"## 相关 Issue\n",[105,1836,1838],{"class":107,"line":1837},41,[105,1839,316],{"emptyLinePlaceholder":315},[105,1841,1843],{"class":107,"line":1842},42,[105,1844,1845],{},"Closes #{issue_number}\n",[105,1847,1849],{"class":107,"line":1848},43,[105,1850,1167],{},[105,1852,1854],{"class":107,"line":1853},44,[105,1855,316],{"emptyLinePlaceholder":315},[105,1857,1859],{"class":107,"line":1858},45,[105,1860,1861],{},"    return description\n",[17,1863,1865],{"id":1864},"cicd-集成","CI/CD 集成",[91,1867,1869],{"id":1868},"github-actions","GitHub Actions",[95,1871,1875],{"className":1872,"code":1873,"language":1874,"meta":100,"style":100},"language-yaml shiki shiki-themes github-light github-dark","# .github/workflows/code-review.yml\nname: AI Code Review\n\non:\n  pull_request:\n    types: [opened, synchronize]\n\njobs:\n  review:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/checkout@v4\n\n      - name: Setup OpenClaw\n        run: |\n          curl -fsSL https://openclaw.ai/install.sh | bash\n          openclaw onboard --non-interactive\n\n      - name: Run Code Review\n        env:\n          OPENCLAW_API_KEY: ${{ secrets.OPENCLAW_API_KEY }}\n        run: |\n          openclaw skill run code-reviewer \\\n            --diff \"$(git diff origin/main...HEAD)\" \\\n            --output review.md\n\n      - name: Comment PR\n        uses: actions/github-script@v7\n        with:\n          script: |\n            const fs = require('fs');\n            const review = fs.readFileSync('review.md', 'utf8');\n            await github.rest.issues.createComment({\n              owner: context.repo.owner,\n              repo: context.repo.repo,\n              issue_number: context.issue.number,\n              body: review\n            });\n","yaml",[102,1876,1877,1883,1894,1898,1906,1913,1930,1934,1941,1948,1958,1965,1978,1982,1993,2004,2009,2014,2018,2029,2036,2046,2054,2059,2064,2069,2073,2084,2094,2101,2110,2115,2120,2125,2130,2135,2140,2145],{"__ignoreMap":100},[105,1878,1879],{"class":107,"line":108},[105,1880,1882],{"class":1881},"sJ8bj","# .github/workflows/code-review.yml\n",[105,1884,1885,1889,1891],{"class":107,"line":115},[105,1886,1888],{"class":1887},"s9eBZ","name",[105,1890,139],{"class":111},[105,1892,1893],{"class":157},"AI Code Review\n",[105,1895,1896],{"class":107,"line":125},[105,1897,316],{"emptyLinePlaceholder":315},[105,1899,1900,1903],{"class":107,"line":133},[105,1901,1902],{"class":118},"on",[105,1904,1905],{"class":111},":\n",[105,1907,1908,1911],{"class":107,"line":148},[105,1909,1910],{"class":1887},"  pull_request",[105,1912,1905],{"class":111},[105,1914,1915,1918,1920,1923,1925,1928],{"class":107,"line":180},[105,1916,1917],{"class":1887},"    types",[105,1919,154],{"class":111},[105,1921,1922],{"class":157},"opened",[105,1924,161],{"class":111},[105,1926,1927],{"class":157},"synchronize",[105,1929,262],{"class":111},[105,1931,1932],{"class":107,"line":188},[105,1933,316],{"emptyLinePlaceholder":315},[105,1935,1936,1939],{"class":107,"line":200},[105,1937,1938],{"class":1887},"jobs",[105,1940,1905],{"class":111},[105,1942,1943,1946],{"class":107,"line":212},[105,1944,1945],{"class":1887},"  review",[105,1947,1905],{"class":111},[105,1949,1950,1953,1955],{"class":107,"line":224},[105,1951,1952],{"class":1887},"    runs-on",[105,1954,139],{"class":111},[105,1956,1957],{"class":157},"ubuntu-latest\n",[105,1959,1960,1963],{"class":107,"line":235},[105,1961,1962],{"class":1887},"    steps",[105,1964,1905],{"class":111},[105,1966,1967,1970,1973,1975],{"class":107,"line":241},[105,1968,1969],{"class":111},"      - ",[105,1971,1972],{"class":1887},"uses",[105,1974,139],{"class":111},[105,1976,1977],{"class":157},"actions/checkout@v4\n",[105,1979,1980],{"class":107,"line":265},[105,1981,316],{"emptyLinePlaceholder":315},[105,1983,1984,1986,1988,1990],{"class":107,"line":271},[105,1985,1969],{"class":111},[105,1987,1888],{"class":1887},[105,1989,139],{"class":111},[105,1991,1992],{"class":157},"Setup OpenClaw\n",[105,1994,1995,1998,2000],{"class":107,"line":277},[105,1996,1997],{"class":1887},"        run",[105,1999,139],{"class":111},[105,2001,2003],{"class":2002},"szBVR","|\n",[105,2005,2006],{"class":107,"line":367},[105,2007,2008],{"class":157},"          curl -fsSL https://openclaw.ai/install.sh | bash\n",[105,2010,2011],{"class":107,"line":373},[105,2012,2013],{"class":157},"          openclaw onboard --non-interactive\n",[105,2015,2016],{"class":107,"line":379},[105,2017,316],{"emptyLinePlaceholder":315},[105,2019,2020,2022,2024,2026],{"class":107,"line":384},[105,2021,1969],{"class":111},[105,2023,1888],{"class":1887},[105,2025,139],{"class":111},[105,2027,2028],{"class":157},"Run Code Review\n",[105,2030,2031,2034],{"class":107,"line":794},[105,2032,2033],{"class":1887},"        env",[105,2035,1905],{"class":111},[105,2037,2038,2041,2043],{"class":107,"line":806},[105,2039,2040],{"class":1887},"          OPENCLAW_API_KEY",[105,2042,139],{"class":111},[105,2044,2045],{"class":157},"${{ secrets.OPENCLAW_API_KEY }}\n",[105,2047,2048,2050,2052],{"class":107,"line":823},[105,2049,1997],{"class":1887},[105,2051,139],{"class":111},[105,2053,2003],{"class":2002},[105,2055,2056],{"class":107,"line":828},[105,2057,2058],{"class":157},"          openclaw skill run code-reviewer \\\n",[105,2060,2061],{"class":107,"line":833},[105,2062,2063],{"class":157},"            --diff \"$(git diff origin/main...HEAD)\" \\\n",[105,2065,2066],{"class":107,"line":845},[105,2067,2068],{"class":157},"            --output review.md\n",[105,2070,2071],{"class":107,"line":857},[105,2072,316],{"emptyLinePlaceholder":315},[105,2074,2075,2077,2079,2081],{"class":107,"line":870},[105,2076,1969],{"class":111},[105,2078,1888],{"class":1887},[105,2080,139],{"class":111},[105,2082,2083],{"class":157},"Comment PR\n",[105,2085,2086,2089,2091],{"class":107,"line":878},[105,2087,2088],{"class":1887},"        uses",[105,2090,139],{"class":111},[105,2092,2093],{"class":157},"actions/github-script@v7\n",[105,2095,2096,2099],{"class":107,"line":891},[105,2097,2098],{"class":1887},"        with",[105,2100,1905],{"class":111},[105,2102,2103,2106,2108],{"class":107,"line":899},[105,2104,2105],{"class":1887},"          script",[105,2107,139],{"class":111},[105,2109,2003],{"class":2002},[105,2111,2112],{"class":107,"line":912},[105,2113,2114],{"class":157},"            const fs = require('fs');\n",[105,2116,2117],{"class":107,"line":923},[105,2118,2119],{"class":157},"            const review = fs.readFileSync('review.md', 'utf8');\n",[105,2121,2122],{"class":107,"line":929},[105,2123,2124],{"class":157},"            await github.rest.issues.createComment({\n",[105,2126,2127],{"class":107,"line":934},[105,2128,2129],{"class":157},"              owner: context.repo.owner,\n",[105,2131,2132],{"class":107,"line":940},[105,2133,2134],{"class":157},"              repo: context.repo.repo,\n",[105,2136,2137],{"class":107,"line":946},[105,2138,2139],{"class":157},"              issue_number: context.issue.number,\n",[105,2141,2142],{"class":107,"line":951},[105,2143,2144],{"class":157},"              body: review\n",[105,2146,2147],{"class":107,"line":1820},[105,2148,2149],{"class":157},"            });\n",[17,2151,2152],{"id":2152},"最佳实践",[91,2154,47],{"id":47},[468,2156,2157,2163,2169],{},[471,2158,2159,2162],{},[448,2160,2161],{},"增量审查"," - 只审查变更部分，提高效率",[471,2164,2165,2168],{},[448,2166,2167],{},"分级处理"," - 严重问题阻断提交，警告仅提示",[471,2170,2171,2174],{},[448,2172,2173],{},"持续优化"," - 根据团队反馈调整规则",[91,2176,69],{"id":2177},"文档生成-1",[468,2179,2180,2186,2192],{},[471,2181,2182,2185],{},[448,2183,2184],{},"保持同步"," - 代码变更时自动更新文档",[471,2187,2188,2191],{},[448,2189,2190],{},"模板化"," - 使用统一的文档模板",[471,2193,2194,2197],{},[448,2195,2196],{},"版本控制"," - 文档与代码一起管理",[91,2199,80],{"id":2200},"git-操作",[468,2202,2203,2209,2215],{},[471,2204,2205,2208],{},[448,2206,2207],{},"规范提交"," - 使用 Conventional Commits",[471,2210,2211,2214],{},[448,2212,2213],{},"原子提交"," - 每次提交只做一件事",[471,2216,2217,2220],{},[448,2218,2219],{},"有意义的信息"," - 描述\"为什么\"而不是\"做了什么\"",[17,2222,2223],{"id":2223},"常见问题",[91,2225,2226],{"id":2226},"代码审查误报",[13,2228,2229],{},"调整规则配置，添加白名单：",[95,2231,2233],{"className":97,"code":2232,"language":99,"meta":100,"style":100},"{\n  \"code-reviewer\": {\n    \"ignore_patterns\": [\n      \"**/*.test.ts\",\n      \"**/migrations/**\"\n    ],\n    \"suppress_rules\": [\"no-console\", \"any-type\"]\n  }\n}\n",[102,2234,2235,2239,2246,2253,2260,2265,2270,2287,2291],{"__ignoreMap":100},[105,2236,2237],{"class":107,"line":108},[105,2238,112],{"class":111},[105,2240,2241,2244],{"class":107,"line":115},[105,2242,2243],{"class":118},"  \"code-reviewer\"",[105,2245,122],{"class":111},[105,2247,2248,2251],{"class":107,"line":125},[105,2249,2250],{"class":118},"    \"ignore_patterns\"",[105,2252,709],{"class":111},[105,2254,2255,2258],{"class":107,"line":133},[105,2256,2257],{"class":157},"      \"**/*.test.ts\"",[105,2259,145],{"class":111},[105,2261,2262],{"class":107,"line":148},[105,2263,2264],{"class":157},"      \"**/migrations/**\"\n",[105,2266,2267],{"class":107,"line":180},[105,2268,2269],{"class":111},"    ],\n",[105,2271,2272,2275,2277,2280,2282,2285],{"class":107,"line":188},[105,2273,2274],{"class":118},"    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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",[2546,2534,2636,2638,2857,2851],"workflows",{"title":2859,"description":2860,"path":2861,"category":2689,"updatedAt":2705,"sourceType":2561,"tags":2862},"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",[2863,2864,2533,2865,2866,2867],"feishu","lark","drive","comments","collaboration",{"title":2869,"description":2870,"path":2871,"category":2752,"updatedAt":2753,"sourceType":2561,"tags":2872},"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",[2773,2873,2684,2728,2678],"forum-topics",{"title":2875,"description":2876,"path":2877,"category":2689,"updatedAt":2753,"sourceType":2561,"tags":2878},"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",[2544,2531,2533,2652,2535,2512],{"title":2880,"description":2881,"path":2882,"category":2689,"updatedAt":2743,"sourceType":2561,"tags":2883},"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",[2699,2884,2885,2886,2531],"headless","pairing","devices",{"title":2888,"description":2889,"path":2890,"category":2689,"updatedAt":2602,"sourceType":2561,"tags":2891},"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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顺序。","/docs/operations/update-channels-and-safe-rollout",[3387,2533,3388,3389,3390,3391],"update","stable","beta","dev","rollout",{"title":3393,"description":3394,"path":3395,"category":3396,"updatedAt":2753,"sourceType":2561,"tags":3397},"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",[3398,3399,3400,3401,3402],"anthropic","429","context1m","failover","reference",{"title":3404,"description":3405,"path":3406,"category":3396,"updatedAt":2594,"sourceType":2561,"tags":3407},"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",[3402,2710,3090,3408],"diagnostics",{"title":3410,"description":3411,"path":3412,"category":3396,"updatedAt":2644,"sourceType":2561,"tags":3413},"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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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[2885,3425,2773,2886,3402],"bootstrapToken",{"title":3427,"description":3428,"path":3429,"category":3402,"updatedAt":2679,"sourceType":2561,"tags":3430},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[3431,2683,2729,2692,3291,2682],"templates",{"title":3433,"description":3434,"path":3435,"category":3396,"updatedAt":2743,"sourceType":2561,"tags":3436},"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",[2885,3437,2533,3438,3220],"allowFrom","account",{"title":3440,"description":3441,"path":3442,"category":3396,"updatedAt":2847,"sourceType":2561,"tags":3443},"CLI 命令参考","OpenClaw 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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",[2589,2826,3485,3486,2720],"secretref","sessionStorage",{"title":3488,"description":3489,"path":3490,"category":3491,"updatedAt":2847,"sourceType":2561,"tags":3492},"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",[3493,3494,3495,3239,2953],"debugging","debug","runtime-overrides",{"title":3497,"description":3498,"path":3499,"category":3396,"updatedAt":2725,"sourceType":2561,"tags":3500},"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",[3408,3501,3502,3494,3402],"logging","flags",{"title":3504,"description":3505,"path":3506,"category":3396,"updatedAt":2725,"sourceType":2561,"tags":3507},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[3093,2545,2755,3521,3402],"shell",{"title":3523,"description":3524,"path":3525,"category":3396,"updatedAt":2644,"sourceType":2528,"tags":3526},"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",[3527,3314,2506,3528,3316],"sources","trust",{"title":3530,"description":3531,"path":3532,"category":3396,"updatedAt":2602,"sourceType":2561,"tags":3533},"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",[2531,3534,2710,3167,2700],"rpc",{"title":3536,"description":3537,"path":3538,"category":3396,"updatedAt":2725,"sourceType":2561,"tags":3539},"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 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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[3161,3167,3571,2531,3402],"sdk",{"title":3573,"description":3574,"path":3575,"category":3396,"updatedAt":2743,"sourceType":2561,"tags":3576},"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",[2545,3577,3191,3578,3402],"include","arrays",{"title":3580,"description":3581,"path":3582,"category":3396,"updatedAt":2725,"sourceType":2561,"tags":3583},"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",[2999,3584,2851,2581,3402],"invoke",{"title":3586,"description":3587,"path":3588,"category":3396,"updatedAt":2753,"sourceType":2561,"tags":3589},"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 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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",[2636,2781,3611,3612,3316,3402],"npm","pin",{"title":3614,"description":3615,"path":3616,"category":3491,"updatedAt":2602,"sourceType":2561,"tags":3617},"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",[3493,3618,2953,2718,2917],"raw-stream",{"title":3620,"description":3621,"path":3622,"category":3396,"updatedAt":2753,"sourceType":2561,"tags":3623},"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",[2604,3624,2720,2531,3402],"tlsFingerprint",{"title":3626,"description":3627,"path":3628,"category":3396,"updatedAt":2753,"sourceType":2561,"tags":3629},"回复机器人消息也算 mention 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[2589,3375,2885,2604,2554],{"title":4012,"description":4013,"path":4014,"category":3964,"date":2644,"updatedAt":2644,"sourceType":2561,"source":3972,"tags":4015},"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",[2773,2775,2851,2533,3329],{"title":4017,"description":4018,"path":4019,"category":3815,"date":2527,"updatedAt":2527,"sourceType":2506,"source":4020,"tags":4021},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[2710,2531,3534,2700,2553],{"title":4036,"description":4037,"path":4038,"category":3964,"date":2725,"updatedAt":2725,"sourceType":2561,"source":4039,"tags":4040},"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",[2545,3093,2727,4041,2553],"overrides",{"title":4043,"description":4044,"path":4045,"category":3758,"date":2602,"updatedAt":2602,"sourceType":2561,"source":3952,"tags":4046},"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 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的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[2546,2781,2636,2638,2799],{"title":4113,"description":4114,"path":4115,"category":3964,"date":2705,"updatedAt":2705,"sourceType":2561,"source":4116,"tags":4117},"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",[2863,2864,2865,2866,2533,2867],{"title":4119,"description":4120,"path":4121,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4122,"tags":4123},"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 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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",[4156,2535,2834,4193,4194],"vector-search","knowledge",{"title":4196,"description":4197,"path":4198,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4199,"tags":4200},"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",[3557,2746,2773,2775,2841],{"title":4202,"description":4203,"path":4204,"category":3964,"date":2725,"updatedAt":2725,"sourceType":2561,"source":4205,"tags":4206},"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",[2904,2659,2728,2908,2533],{"title":4208,"description":4209,"path":4210,"category":3964,"date":2644,"updatedAt":2644,"sourceType":2561,"source":4033,"tags":4211},"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",[2652,3599,2718,2720,3276],{"title":4213,"description":4214,"path":4215,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4216,"tags":4217},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[3329,2827,2806,2885,2604],{"title":4230,"description":4231,"path":4232,"category":3964,"date":2753,"updatedAt":2753,"sourceType":2561,"source":4233,"tags":4234},"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",[2589,2659,3167,3329,2700],{"title":4236,"description":4237,"path":4238,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4075,"tags":4239},"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",[2885,3437,2533,3438,2553],{"title":4241,"description":4242,"path":4243,"category":3758,"date":2602,"updatedAt":2602,"sourceType":2561,"source":4244,"tags":4245},"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",[2636,2798,2638,2506,2799],{"title":4247,"description":4248,"path":4249,"category":3964,"date":2644,"updatedAt":2644,"sourceType":2561,"source":4250,"tags":4251},"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",[2636,2781,3611,3612,3316],{"title":4253,"description":4254,"path":4255,"category":3964,"date":2644,"updatedAt":2644,"sourceType":2561,"source":4256,"tags":4257},"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",[2998,2999,2581,2851,2637],{"title":4259,"description":4260,"path":4261,"category":3964,"date":2753,"updatedAt":2753,"sourceType":2561,"source":4262,"tags":4263},"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",[2718,2652,2699,2720,3017],{"title":4265,"description":4266,"path":4267,"category":3964,"date":2753,"updatedAt":2753,"sourceType":2561,"source":4268,"tags":4269},"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",[2718,3401,2652,2531,2553],{"title":4271,"description":4272,"path":4273,"category":3758,"date":2602,"updatedAt":2602,"sourceType":2561,"source":3952,"tags":4274},"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",[3314,3315,3317,3316],{"title":4276,"description":4277,"path":4278,"category":3964,"date":2725,"updatedAt":2725,"sourceType":2561,"source":3978,"tags":4279},"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",[2589,2885,2699,2604,3220],{"title":4281,"description":4282,"path":4283,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4284,"tags":4285},"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",[2728,2727,4286,2533,2729],"threads",{"title":4288,"description":4289,"path":4290,"category":3964,"date":2705,"updatedAt":2705,"sourceType":2561,"source":4291,"tags":4292},"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",[2747,2554,3508,2885,3355],{"title":4307,"description":4308,"path":4309,"category":3964,"date":2644,"updatedAt":2644,"sourceType":2561,"source":4310,"tags":4311},"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",[2554,3340,3342,3341,2553],{"title":4313,"description":4314,"path":4315,"category":4316,"date":2527,"updatedAt":2527,"sourceType":2506,"source":4317,"tags":4318},"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",[2554,4319,2917,2552],"compliance",{"title":4321,"description":4322,"path":4323,"category":3964,"date":2725,"updatedAt":2725,"sourceType":2561,"source":4297,"tags":4324},"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",[2554,3638,2851,4325,2553],"proxy",{"title":4327,"description":4328,"path":4329,"category":3964,"date":3649,"updatedAt":3649,"sourceType":2561,"source":4330,"tags":4331},"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",[2747,3652,3116,3651,2531],{"title":4333,"description":4334,"path":4335,"category":3964,"date":3649,"updatedAt":3649,"sourceType":2561,"source":4336,"tags":4337},"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",[2684,2710,3658,3340,2553],{"title":4339,"description":4340,"path":4341,"category":3964,"date":2743,"updatedAt":2743,"sourceType":2561,"source":4342,"tags":4343},"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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