[{"data":1,"prerenderedAt":4299},["ShallowReactive",2],{"best-practices:browser-automation":3,"content-manifest":1653},{"id":4,"title":5,"body":6,"category":1636,"date":1637,"description":1638,"difficulty":1639,"extension":1640,"meta":1641,"navigation":214,"path":1642,"seo":1643,"source":1637,"sourceName":1637,"sourceType":1644,"stem":1645,"tags":1646,"updatedAt":1651,"__hash__":1652},"bestPractices/best-practices/browser-automation.md","浏览器自动化实战",{"type":7,"value":8,"toc":1573},"minimark",[9,12,16,20,25,41,45,56,60,71,74,78,126,130,160,164,194,197,200,226,229,254,257,326,329,403,406,409,452,455,458,467,470,473,530,534,568,571,620,624,672,675,679,709,713,743,746,777,780,783,818,821,851,854,888,891,895,906,910,921,925,936,939,943,1063,1067,1169,1172,1175,1223,1226,1265,1269,1272,1275,1321,1324,1327,1375,1378,1381,1461,1464,1468,1471,1486,1490,1493,1504,1508,1511,1539,1542,1545,1548,1569],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"OpenClaw 支持通过专用 Chrome/Chromium 控制实现浏览器自动化。本文将分享如何利用这一能力实现日常工作自动化。",[17,18,19],"h2",{"id":19},"浏览器自动化能做什么",[21,22,24],"h3",{"id":23},"_1-自动化网页操作","1. 自动化网页操作",[26,27,28,32,35,38],"ul",{},[29,30,31],"li",{},"自动填写表单",[29,33,34],{},"点击按钮和链接",[29,36,37],{},"滚动页面",[29,39,40],{},"截图和录屏",[21,42,44],{"id":43},"_2-数据抓取","2. 数据抓取",[26,46,47,50,53],{},[29,48,49],{},"提取网页内容",[29,51,52],{},"批量获取数据",[29,54,55],{},"定期监控信息变化",[21,57,59],{"id":58},"_3-工作流自动化","3. 工作流自动化",[26,61,62,65,68],{},[29,63,64],{},"定时执行网页操作",[29,66,67],{},"批量处理任务",[29,69,70],{},"跨网站数据同步",[17,72,73],{"id":73},"使用场景举例",[21,75,77],{"id":76},"场景一自动填表","场景一：自动填表",[79,80,85],"pre",{"className":81,"code":82,"language":83,"meta":84,"style":84},"language-python shiki shiki-themes github-light github-dark","# 自动填写表单示例\nbrowser.goto(\"https://example.com/form\")\nbrowser.fill(\"#name\", \"张三\")\nbrowser.fill(\"#email\", \"zhangsan@example.com\")\nbrowser.click(\"#submit\")\nbrowser.screenshot()\n","python","",[86,87,88,96,102,108,114,120],"code",{"__ignoreMap":84},[89,90,93],"span",{"class":91,"line":92},"line",1,[89,94,95],{},"# 自动填写表单示例\n",[89,97,99],{"class":91,"line":98},2,[89,100,101],{},"browser.goto(\"https://example.com/form\")\n",[89,103,105],{"class":91,"line":104},3,[89,106,107],{},"browser.fill(\"#name\", \"张三\")\n",[89,109,111],{"class":91,"line":110},4,[89,112,113],{},"browser.fill(\"#email\", \"zhangsan@example.com\")\n",[89,115,117],{"class":91,"line":116},5,[89,118,119],{},"browser.click(\"#submit\")\n",[89,121,123],{"class":91,"line":122},6,[89,124,125],{},"browser.screenshot()\n",[21,127,129],{"id":128},"场景二数据监控","场景二：数据监控",[79,131,133],{"className":81,"code":132,"language":83,"meta":84,"style":84},"# 监控股票价格\nbrowser.goto(\"https://finance.example.com/stock/AAPL\")\nprice = browser.text(\".stock-price\")\nif float(price) > threshold:\n    send_alert(f\"AAPL 突破 {threshold} 美元\")\n",[86,134,135,140,145,150,155],{"__ignoreMap":84},[89,136,137],{"class":91,"line":92},[89,138,139],{},"# 监控股票价格\n",[89,141,142],{"class":91,"line":98},[89,143,144],{},"browser.goto(\"https://finance.example.com/stock/AAPL\")\n",[89,146,147],{"class":91,"line":104},[89,148,149],{},"price = browser.text(\".stock-price\")\n",[89,151,152],{"class":91,"line":110},[89,153,154],{},"if float(price) > threshold:\n",[89,156,157],{"class":91,"line":116},[89,158,159],{},"    send_alert(f\"AAPL 突破 {threshold} 美元\")\n",[21,161,163],{"id":162},"场景三批量处理","场景三：批量处理",[79,165,167],{"className":81,"code":166,"language":83,"meta":84,"style":84},"# 批量发送消息\nfor user in users:\n    browser.goto(f\"https://chat.example.com/user/{user}\")\n    browser.fill(\"#message\", \"Hello!\")\n    browser.click(\"#send\")\n",[86,168,169,174,179,184,189],{"__ignoreMap":84},[89,170,171],{"class":91,"line":92},[89,172,173],{},"# 批量发送消息\n",[89,175,176],{"class":91,"line":98},[89,177,178],{},"for user in users:\n",[89,180,181],{"class":91,"line":104},[89,182,183],{},"    browser.goto(f\"https://chat.example.com/user/{user}\")\n",[89,185,186],{"class":91,"line":110},[89,187,188],{},"    browser.fill(\"#message\", \"Hello!\")\n",[89,190,191],{"class":91,"line":116},[89,192,193],{},"    browser.click(\"#send\")\n",[17,195,196],{"id":196},"基础操作",[21,198,199],{"id":199},"启动浏览器",[79,201,203],{"className":81,"code":202,"language":83,"meta":84,"style":84},"from openclaw import Browser\n\nbrowser = Browser()\nbrowser.launch(headless=False)  # headless=True 隐藏浏览器\n",[86,204,205,210,216,221],{"__ignoreMap":84},[89,206,207],{"class":91,"line":92},[89,208,209],{},"from openclaw import Browser\n",[89,211,212],{"class":91,"line":98},[89,213,215],{"emptyLinePlaceholder":214},true,"\n",[89,217,218],{"class":91,"line":104},[89,219,220],{},"browser = Browser()\n",[89,222,223],{"class":91,"line":110},[89,224,225],{},"browser.launch(headless=False)  # headless=True 隐藏浏览器\n",[21,227,228],{"id":228},"导航",[79,230,232],{"className":81,"code":231,"language":83,"meta":84,"style":84},"browser.goto(\"https://example.com\")\nbrowser.back()\nbrowser.forward()\nbrowser.reload()\n",[86,233,234,239,244,249],{"__ignoreMap":84},[89,235,236],{"class":91,"line":92},[89,237,238],{},"browser.goto(\"https://example.com\")\n",[89,240,241],{"class":91,"line":98},[89,242,243],{},"browser.back()\n",[89,245,246],{"class":91,"line":104},[89,247,248],{},"browser.forward()\n",[89,250,251],{"class":91,"line":110},[89,252,253],{},"browser.reload()\n",[21,255,256],{"id":256},"元素操作",[79,258,260],{"className":81,"code":259,"language":83,"meta":84,"style":84},"# 点击\nbrowser.click(\"#button-id\")\nbrowser.click(\".submit-button\")\n\n# 填写\nbrowser.fill(\"#input-name\", \"value\")\nbrowser.fill(\"#textarea-content\", \"multi-line\\ntext\")\n\n# 选择\nbrowser.select(\"#dropdown\", \"option-value\")\nbrowser.check(\"#checkbox\")\nbrowser.uncheck(\"#checkbox\")\n",[86,261,262,267,272,277,281,286,291,297,302,308,314,320],{"__ignoreMap":84},[89,263,264],{"class":91,"line":92},[89,265,266],{},"# 点击\n",[89,268,269],{"class":91,"line":98},[89,270,271],{},"browser.click(\"#button-id\")\n",[89,273,274],{"class":91,"line":104},[89,275,276],{},"browser.click(\".submit-button\")\n",[89,278,279],{"class":91,"line":110},[89,280,215],{"emptyLinePlaceholder":214},[89,282,283],{"class":91,"line":116},[89,284,285],{},"# 填写\n",[89,287,288],{"class":91,"line":122},[89,289,290],{},"browser.fill(\"#input-name\", \"value\")\n",[89,292,294],{"class":91,"line":293},7,[89,295,296],{},"browser.fill(\"#textarea-content\", \"multi-line\\ntext\")\n",[89,298,300],{"class":91,"line":299},8,[89,301,215],{"emptyLinePlaceholder":214},[89,303,305],{"class":91,"line":304},9,[89,306,307],{},"# 选择\n",[89,309,311],{"class":91,"line":310},10,[89,312,313],{},"browser.select(\"#dropdown\", \"option-value\")\n",[89,315,317],{"class":91,"line":316},11,[89,318,319],{},"browser.check(\"#checkbox\")\n",[89,321,323],{"class":91,"line":322},12,[89,324,325],{},"browser.uncheck(\"#checkbox\")\n",[21,327,328],{"id":328},"获取内容",[79,330,332],{"className":81,"code":331,"language":83,"meta":84,"style":84},"# 文本\ntitle = browser.text(\"h1\")\ncontent = browser.text(\".article-content\")\n\n# 属性\nlink = browser.attr(\"a\", \"href\")\nimage = browser.attr(\"img\", \"src\")\n\n# HTML\nhtml = browser.html(\".container\")\n\n# 截图\nbrowser.screenshot(\"page.png\")\nbrowser.screenshot(\".element.png\", element=True)\n",[86,333,334,339,344,349,353,358,363,368,372,377,382,386,391,397],{"__ignoreMap":84},[89,335,336],{"class":91,"line":92},[89,337,338],{},"# 文本\n",[89,340,341],{"class":91,"line":98},[89,342,343],{},"title = browser.text(\"h1\")\n",[89,345,346],{"class":91,"line":104},[89,347,348],{},"content = browser.text(\".article-content\")\n",[89,350,351],{"class":91,"line":110},[89,352,215],{"emptyLinePlaceholder":214},[89,354,355],{"class":91,"line":116},[89,356,357],{},"# 属性\n",[89,359,360],{"class":91,"line":122},[89,361,362],{},"link = browser.attr(\"a\", \"href\")\n",[89,364,365],{"class":91,"line":293},[89,366,367],{},"image = browser.attr(\"img\", \"src\")\n",[89,369,370],{"class":91,"line":299},[89,371,215],{"emptyLinePlaceholder":214},[89,373,374],{"class":91,"line":304},[89,375,376],{},"# HTML\n",[89,378,379],{"class":91,"line":310},[89,380,381],{},"html = browser.html(\".container\")\n",[89,383,384],{"class":91,"line":316},[89,385,215],{"emptyLinePlaceholder":214},[89,387,388],{"class":91,"line":322},[89,389,390],{},"# 截图\n",[89,392,394],{"class":91,"line":393},13,[89,395,396],{},"browser.screenshot(\"page.png\")\n",[89,398,400],{"class":91,"line":399},14,[89,401,402],{},"browser.screenshot(\".element.png\", element=True)\n",[17,404,405],{"id":405},"等待和同步",[21,407,408],{"id":408},"显式等待",[79,410,412],{"className":81,"code":411,"language":83,"meta":84,"style":84},"# 等待元素出现\nbrowser.wait_for_selector(\"#result\", timeout=10000)\n\n# 等待导航完成\nbrowser.wait_for_navigation()\n\n# 等待 JavaScript 条件\nbrowser.wait_for_function(\"() => document.readyState === 'complete'\")\n",[86,413,414,419,424,428,433,438,442,447],{"__ignoreMap":84},[89,415,416],{"class":91,"line":92},[89,417,418],{},"# 等待元素出现\n",[89,420,421],{"class":91,"line":98},[89,422,423],{},"browser.wait_for_selector(\"#result\", timeout=10000)\n",[89,425,426],{"class":91,"line":104},[89,427,215],{"emptyLinePlaceholder":214},[89,429,430],{"class":91,"line":110},[89,431,432],{},"# 等待导航完成\n",[89,434,435],{"class":91,"line":116},[89,436,437],{},"browser.wait_for_navigation()\n",[89,439,440],{"class":91,"line":122},[89,441,215],{"emptyLinePlaceholder":214},[89,443,444],{"class":91,"line":293},[89,445,446],{},"# 等待 JavaScript 条件\n",[89,448,449],{"class":91,"line":299},[89,450,451],{},"browser.wait_for_function(\"() => document.readyState === 'complete'\")\n",[21,453,454],{"id":454},"自动等待",[13,456,457],{},"OpenClaw 会自动等待元素可操作：",[79,459,461],{"className":81,"code":460,"language":83,"meta":84,"style":84},"browser.click(\"#dynamic-button\")  # 自动等待按钮出现\n",[86,462,463],{"__ignoreMap":84},[89,464,465],{"class":91,"line":92},[89,466,460],{},[17,468,469],{"id":469},"高级技巧",[21,471,472],{"id":472},"滚动操作",[79,474,476],{"className":81,"code":475,"language":83,"meta":84,"style":84},"# 滚动到顶部\nbrowser.scroll_to_top()\n\n# 滚动到底部\nbrowser.scroll_to_bottom()\n\n# 滚动到元素\nbrowser.scroll_to(\"#target-element\")\n\n# 滚动指定像素\nbrowser.scroll_by(0, 500)\n",[86,477,478,483,488,492,497,502,506,511,516,520,525],{"__ignoreMap":84},[89,479,480],{"class":91,"line":92},[89,481,482],{},"# 滚动到顶部\n",[89,484,485],{"class":91,"line":98},[89,486,487],{},"browser.scroll_to_top()\n",[89,489,490],{"class":91,"line":104},[89,491,215],{"emptyLinePlaceholder":214},[89,493,494],{"class":91,"line":110},[89,495,496],{},"# 滚动到底部\n",[89,498,499],{"class":91,"line":116},[89,500,501],{},"browser.scroll_to_bottom()\n",[89,503,504],{"class":91,"line":122},[89,505,215],{"emptyLinePlaceholder":214},[89,507,508],{"class":91,"line":293},[89,509,510],{},"# 滚动到元素\n",[89,512,513],{"class":91,"line":299},[89,514,515],{},"browser.scroll_to(\"#target-element\")\n",[89,517,518],{"class":91,"line":304},[89,519,215],{"emptyLinePlaceholder":214},[89,521,522],{"class":91,"line":310},[89,523,524],{},"# 滚动指定像素\n",[89,526,527],{"class":91,"line":316},[89,528,529],{},"browser.scroll_by(0, 500)\n",[21,531,533],{"id":532},"iframe-处理","iframe 处理",[79,535,537],{"className":81,"code":536,"language":83,"meta":84,"style":84},"# 切换到 iframe\nwith browser.frame(\"#my-iframe\"):\n    browser.fill(\"#input\", \"value\")\n\n# 切回主框架\nbrowser.switch_to_main()\n",[86,538,539,544,549,554,558,563],{"__ignoreMap":84},[89,540,541],{"class":91,"line":92},[89,542,543],{},"# 切换到 iframe\n",[89,545,546],{"class":91,"line":98},[89,547,548],{},"with browser.frame(\"#my-iframe\"):\n",[89,550,551],{"class":91,"line":104},[89,552,553],{},"    browser.fill(\"#input\", \"value\")\n",[89,555,556],{"class":91,"line":110},[89,557,215],{"emptyLinePlaceholder":214},[89,559,560],{"class":91,"line":116},[89,561,562],{},"# 切回主框架\n",[89,564,565],{"class":91,"line":122},[89,566,567],{},"browser.switch_to_main()\n",[21,569,570],{"id":570},"键盘操作",[79,572,574],{"className":81,"code":573,"language":83,"meta":84,"style":84},"# 特殊按键\nbrowser.press(\"Enter\")\nbrowser.press(\"Control+a\")\nbrowser.press(\"Escape\")\n\n# 快捷键\nbrowser.key_down(\"Control\")\nbrowser.click(\"c\")\nbrowser.key_up(\"Control\")\n",[86,575,576,581,586,591,596,600,605,610,615],{"__ignoreMap":84},[89,577,578],{"class":91,"line":92},[89,579,580],{},"# 特殊按键\n",[89,582,583],{"class":91,"line":98},[89,584,585],{},"browser.press(\"Enter\")\n",[89,587,588],{"class":91,"line":104},[89,589,590],{},"browser.press(\"Control+a\")\n",[89,592,593],{"class":91,"line":110},[89,594,595],{},"browser.press(\"Escape\")\n",[89,597,598],{"class":91,"line":116},[89,599,215],{"emptyLinePlaceholder":214},[89,601,602],{"class":91,"line":122},[89,603,604],{},"# 快捷键\n",[89,606,607],{"class":91,"line":293},[89,608,609],{},"browser.key_down(\"Control\")\n",[89,611,612],{"class":91,"line":299},[89,613,614],{},"browser.click(\"c\")\n",[89,616,617],{"class":91,"line":304},[89,618,619],{},"browser.key_up(\"Control\")\n",[21,621,623],{"id":622},"javascript-执行","JavaScript 执行",[79,625,627],{"className":81,"code":626,"language":83,"meta":84,"style":84},"# 执行 JavaScript\nresult = browser.evaluate(\"\"\"\n    return document.title;\n\"\"\")\n\n# 注入脚本\nbrowser.evaluate(\"\"\"\n    window.scrollTo(0, document.body.scrollHeight);\n\"\"\")\n",[86,628,629,634,639,644,649,653,658,663,668],{"__ignoreMap":84},[89,630,631],{"class":91,"line":92},[89,632,633],{},"# 执行 JavaScript\n",[89,635,636],{"class":91,"line":98},[89,637,638],{},"result = browser.evaluate(\"\"\"\n",[89,640,641],{"class":91,"line":104},[89,642,643],{},"    return document.title;\n",[89,645,646],{"class":91,"line":110},[89,647,648],{},"\"\"\")\n",[89,650,651],{"class":91,"line":116},[89,652,215],{"emptyLinePlaceholder":214},[89,654,655],{"class":91,"line":122},[89,656,657],{},"# 注入脚本\n",[89,659,660],{"class":91,"line":293},[89,661,662],{},"browser.evaluate(\"\"\"\n",[89,664,665],{"class":91,"line":299},[89,666,667],{},"    window.scrollTo(0, document.body.scrollHeight);\n",[89,669,670],{"class":91,"line":304},[89,671,648],{},[17,673,674],{"id":674},"反爬虫处理",[21,676,678],{"id":677},"设置-user-agent","设置 User-Agent",[79,680,682],{"className":81,"code":681,"language":83,"meta":84,"style":84},"browser.launch(\n    args=[\n        \"--user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36\"\n    ]\n)\n",[86,683,684,689,694,699,704],{"__ignoreMap":84},[89,685,686],{"class":91,"line":92},[89,687,688],{},"browser.launch(\n",[89,690,691],{"class":91,"line":98},[89,692,693],{},"    args=[\n",[89,695,696],{"class":91,"line":104},[89,697,698],{},"        \"--user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36\"\n",[89,700,701],{"class":91,"line":110},[89,702,703],{},"    ]\n",[89,705,706],{"class":91,"line":116},[89,707,708],{},")\n",[21,710,712],{"id":711},"添加-cookies","添加 cookies",[79,714,716],{"className":81,"code":715,"language":83,"meta":84,"style":84},"browser.set_cookies({\n    \"name\": \"session\",\n    \"value\": \"xxx\",\n    \"domain\": \".example.com\"\n})\n",[86,717,718,723,728,733,738],{"__ignoreMap":84},[89,719,720],{"class":91,"line":92},[89,721,722],{},"browser.set_cookies({\n",[89,724,725],{"class":91,"line":98},[89,726,727],{},"    \"name\": \"session\",\n",[89,729,730],{"class":91,"line":104},[89,731,732],{},"    \"value\": \"xxx\",\n",[89,734,735],{"class":91,"line":110},[89,736,737],{},"    \"domain\": \".example.com\"\n",[89,739,740],{"class":91,"line":116},[89,741,742],{},"})\n",[21,744,745],{"id":745},"绕过检测",[79,747,749],{"className":81,"code":748,"language":83,"meta":84,"style":84},"browser.launch(\n    args=[\n        \"--disable-blink-features=AutomationControlled\",\n        \"--disable-dev-shm-usage\"\n    ]\n)\n",[86,750,751,755,759,764,769,773],{"__ignoreMap":84},[89,752,753],{"class":91,"line":92},[89,754,688],{},[89,756,757],{"class":91,"line":98},[89,758,693],{},[89,760,761],{"class":91,"line":104},[89,762,763],{},"        \"--disable-blink-features=AutomationControlled\",\n",[89,765,766],{"class":91,"line":110},[89,767,768],{},"        \"--disable-dev-shm-usage\"\n",[89,770,771],{"class":91,"line":116},[89,772,703],{},[89,774,775],{"class":91,"line":122},[89,776,708],{},[17,778,779],{"id":779},"错误处理",[21,781,782],{"id":782},"基本错误处理",[79,784,786],{"className":81,"code":785,"language":83,"meta":84,"style":84},"try:\n    browser.goto(\"https://example.com\")\nexcept TimeoutError:\n    print(\"页面加载超时\")\nexcept NavigationError as e:\n    print(f\"导航失败: {e}\")\n",[86,787,788,793,798,803,808,813],{"__ignoreMap":84},[89,789,790],{"class":91,"line":92},[89,791,792],{},"try:\n",[89,794,795],{"class":91,"line":98},[89,796,797],{},"    browser.goto(\"https://example.com\")\n",[89,799,800],{"class":91,"line":104},[89,801,802],{},"except TimeoutError:\n",[89,804,805],{"class":91,"line":110},[89,806,807],{},"    print(\"页面加载超时\")\n",[89,809,810],{"class":91,"line":116},[89,811,812],{},"except NavigationError as e:\n",[89,814,815],{"class":91,"line":122},[89,816,817],{},"    print(f\"导航失败: {e}\")\n",[21,819,820],{"id":820},"元素不存在处理",[79,822,824],{"className":81,"code":823,"language":83,"meta":84,"style":84},"element = browser.wait_for_selector(\"#optional\", timeout=3000)\nif element:\n    print(\"元素存在\")\nelse:\n    print(\"元素不存在，继续其他操作\")\n",[86,825,826,831,836,841,846],{"__ignoreMap":84},[89,827,828],{"class":91,"line":92},[89,829,830],{},"element = browser.wait_for_selector(\"#optional\", timeout=3000)\n",[89,832,833],{"class":91,"line":98},[89,834,835],{},"if element:\n",[89,837,838],{"class":91,"line":104},[89,839,840],{},"    print(\"元素存在\")\n",[89,842,843],{"class":91,"line":110},[89,844,845],{},"else:\n",[89,847,848],{"class":91,"line":116},[89,849,850],{},"    print(\"元素不存在，继续其他操作\")\n",[21,852,853],{"id":853},"重试机制",[79,855,857],{"className":81,"code":856,"language":83,"meta":84,"style":84},"from tenacity import retry, stop_after_attempt, wait_exponential\n\n@retry(stop=stop_after_attempt(3), wait=wait_exponential(multiplier=1, min=2, max=10))\ndef fetch_data():\n    browser.goto(\"https://example.com/data\")\n    return browser.text(\".data-content\")\n",[86,858,859,864,868,873,878,883],{"__ignoreMap":84},[89,860,861],{"class":91,"line":92},[89,862,863],{},"from tenacity import retry, stop_after_attempt, wait_exponential\n",[89,865,866],{"class":91,"line":98},[89,867,215],{"emptyLinePlaceholder":214},[89,869,870],{"class":91,"line":104},[89,871,872],{},"@retry(stop=stop_after_attempt(3), wait=wait_exponential(multiplier=1, min=2, max=10))\n",[89,874,875],{"class":91,"line":110},[89,876,877],{},"def fetch_data():\n",[89,879,880],{"class":91,"line":116},[89,881,882],{},"    browser.goto(\"https://example.com/data\")\n",[89,884,885],{"class":91,"line":122},[89,886,887],{},"    return browser.text(\".data-content\")\n",[17,889,890],{"id":890},"安全注意事项",[21,892,894],{"id":893},"_1-凭证保护","1. 凭证保护",[26,896,897,900,903],{},[29,898,899],{},"不要在代码中硬编码密码",[29,901,902],{},"使用环境变量或密钥管理服务",[29,904,905],{},"完成后清除 cookies 和 storage",[21,907,909],{"id":908},"_2-频率限制","2. 频率限制",[26,911,912,915,918],{},[29,913,914],{},"避免过高频率请求",[29,916,917],{},"添加适当延迟",[29,919,920],{},"遵守网站 robots.txt",[21,922,924],{"id":923},"_3-数据处理","3. 数据处理",[26,926,927,930,933],{},[29,928,929],{},"敏感数据加密存储",[29,931,932],{},"定期清理临时文件",[29,934,935],{},"遵循数据保护法规",[17,937,938],{"id":938},"实际案例",[21,940,942],{"id":941},"案例自动报税","案例：自动报税",[79,944,946],{"className":81,"code":945,"language":83,"meta":84,"style":84},"def monthly_tax_report():\n    # 1. 登录税务系统\n    browser.goto(\"https://tax.example.com/login\")\n    browser.fill(\"#username\", os.getenv(\"TAX_USER\"))\n    browser.fill(\"#password\", os.getenv(\"TAX_PASS\"))\n    browser.click(\"#login\")\n    \n    # 2. 导航到申报页面\n    browser.wait_for_selector(\".dashboard\")\n    browser.click(\"#monthly-declare\")\n    \n    # 3. 填写报表\n    browser.select(\"#month\", str(date.today().month - 1))\n    browser.fill(\"#revenue\", \"100000\")\n    browser.fill(\"#tax\", \"13000\")\n    \n    # 4. 提交\n    browser.click(\"#submit\")\n    browser.screenshot(\"tax-submitted.png\")\n    \n    # 5. 发送通知\n    notify_team(\"月报已提交\")\n",[86,947,948,953,958,963,968,973,978,983,988,993,998,1002,1007,1012,1017,1023,1028,1034,1040,1046,1051,1057],{"__ignoreMap":84},[89,949,950],{"class":91,"line":92},[89,951,952],{},"def monthly_tax_report():\n",[89,954,955],{"class":91,"line":98},[89,956,957],{},"    # 1. 登录税务系统\n",[89,959,960],{"class":91,"line":104},[89,961,962],{},"    browser.goto(\"https://tax.example.com/login\")\n",[89,964,965],{"class":91,"line":110},[89,966,967],{},"    browser.fill(\"#username\", os.getenv(\"TAX_USER\"))\n",[89,969,970],{"class":91,"line":116},[89,971,972],{},"    browser.fill(\"#password\", os.getenv(\"TAX_PASS\"))\n",[89,974,975],{"class":91,"line":122},[89,976,977],{},"    browser.click(\"#login\")\n",[89,979,980],{"class":91,"line":293},[89,981,982],{},"    \n",[89,984,985],{"class":91,"line":299},[89,986,987],{},"    # 2. 导航到申报页面\n",[89,989,990],{"class":91,"line":304},[89,991,992],{},"    browser.wait_for_selector(\".dashboard\")\n",[89,994,995],{"class":91,"line":310},[89,996,997],{},"    browser.click(\"#monthly-declare\")\n",[89,999,1000],{"class":91,"line":316},[89,1001,982],{},[89,1003,1004],{"class":91,"line":322},[89,1005,1006],{},"    # 3. 填写报表\n",[89,1008,1009],{"class":91,"line":393},[89,1010,1011],{},"    browser.select(\"#month\", str(date.today().month - 1))\n",[89,1013,1014],{"class":91,"line":399},[89,1015,1016],{},"    browser.fill(\"#revenue\", \"100000\")\n",[89,1018,1020],{"class":91,"line":1019},15,[89,1021,1022],{},"    browser.fill(\"#tax\", \"13000\")\n",[89,1024,1026],{"class":91,"line":1025},16,[89,1027,982],{},[89,1029,1031],{"class":91,"line":1030},17,[89,1032,1033],{},"    # 4. 提交\n",[89,1035,1037],{"class":91,"line":1036},18,[89,1038,1039],{},"    browser.click(\"#submit\")\n",[89,1041,1043],{"class":91,"line":1042},19,[89,1044,1045],{},"    browser.screenshot(\"tax-submitted.png\")\n",[89,1047,1049],{"class":91,"line":1048},20,[89,1050,982],{},[89,1052,1054],{"class":91,"line":1053},21,[89,1055,1056],{},"    # 5. 发送通知\n",[89,1058,1060],{"class":91,"line":1059},22,[89,1061,1062],{},"    notify_team(\"月报已提交\")\n",[21,1064,1066],{"id":1065},"案例竞品监控","案例：竞品监控",[79,1068,1070],{"className":81,"code":1069,"language":83,"meta":84,"style":84},"def monitor_competitors():\n    competitors = [\"a.com\", \"b.com\", \"c.com\"]\n    results = []\n    \n    for comp in competitors:\n        browser.goto(f\"https://{comp}/pricing\")\n        price = browser.text(\".price\")\n        features = browser.texts(\".feature-item\")\n        \n        results.append({\n            \"competitor\": comp,\n            \"price\": price,\n            \"features\": features\n        })\n    \n    # 保存结果\n    save_to_notion(results)\n    \n    # 检查变化并告警\n    check_and_alert(results)\n",[86,1071,1072,1077,1082,1087,1091,1096,1101,1106,1111,1116,1121,1126,1131,1136,1141,1145,1150,1155,1159,1164],{"__ignoreMap":84},[89,1073,1074],{"class":91,"line":92},[89,1075,1076],{},"def monitor_competitors():\n",[89,1078,1079],{"class":91,"line":98},[89,1080,1081],{},"    competitors = [\"a.com\", \"b.com\", \"c.com\"]\n",[89,1083,1084],{"class":91,"line":104},[89,1085,1086],{},"    results = []\n",[89,1088,1089],{"class":91,"line":110},[89,1090,982],{},[89,1092,1093],{"class":91,"line":116},[89,1094,1095],{},"    for comp in competitors:\n",[89,1097,1098],{"class":91,"line":122},[89,1099,1100],{},"        browser.goto(f\"https://{comp}/pricing\")\n",[89,1102,1103],{"class":91,"line":293},[89,1104,1105],{},"        price = browser.text(\".price\")\n",[89,1107,1108],{"class":91,"line":299},[89,1109,1110],{},"        features = browser.texts(\".feature-item\")\n",[89,1112,1113],{"class":91,"line":304},[89,1114,1115],{},"        \n",[89,1117,1118],{"class":91,"line":310},[89,1119,1120],{},"        results.append({\n",[89,1122,1123],{"class":91,"line":316},[89,1124,1125],{},"            \"competitor\": comp,\n",[89,1127,1128],{"class":91,"line":322},[89,1129,1130],{},"            \"price\": price,\n",[89,1132,1133],{"class":91,"line":393},[89,1134,1135],{},"            \"features\": features\n",[89,1137,1138],{"class":91,"line":399},[89,1139,1140],{},"        })\n",[89,1142,1143],{"class":91,"line":1019},[89,1144,982],{},[89,1146,1147],{"class":91,"line":1025},[89,1148,1149],{},"    # 保存结果\n",[89,1151,1152],{"class":91,"line":1030},[89,1153,1154],{},"    save_to_notion(results)\n",[89,1156,1157],{"class":91,"line":1036},[89,1158,982],{},[89,1160,1161],{"class":91,"line":1042},[89,1162,1163],{},"    # 检查变化并告警\n",[89,1165,1166],{"class":91,"line":1048},[89,1167,1168],{},"    check_and_alert(results)\n",[17,1170,1171],{"id":1171},"性能优化",[21,1173,1174],{"id":1174},"并行浏览器实例",[79,1176,1178],{"className":81,"code":1177,"language":83,"meta":84,"style":84},"from concurrent.futures import ThreadPoolExecutor\n\ndef process_site(site):\n    browser = Browser()\n    # ... 处理逻辑\n    browser.close()\n\nwith ThreadPoolExecutor(max_workers=3) as executor:\n    executor.map(process_site, sites)\n",[86,1179,1180,1185,1189,1194,1199,1204,1209,1213,1218],{"__ignoreMap":84},[89,1181,1182],{"class":91,"line":92},[89,1183,1184],{},"from concurrent.futures import ThreadPoolExecutor\n",[89,1186,1187],{"class":91,"line":98},[89,1188,215],{"emptyLinePlaceholder":214},[89,1190,1191],{"class":91,"line":104},[89,1192,1193],{},"def process_site(site):\n",[89,1195,1196],{"class":91,"line":110},[89,1197,1198],{},"    browser = Browser()\n",[89,1200,1201],{"class":91,"line":116},[89,1202,1203],{},"    # ... 处理逻辑\n",[89,1205,1206],{"class":91,"line":122},[89,1207,1208],{},"    browser.close()\n",[89,1210,1211],{"class":91,"line":293},[89,1212,215],{"emptyLinePlaceholder":214},[89,1214,1215],{"class":91,"line":299},[89,1216,1217],{},"with ThreadPoolExecutor(max_workers=3) as executor:\n",[89,1219,1220],{"class":91,"line":304},[89,1221,1222],{},"    executor.map(process_site, sites)\n",[21,1224,1225],{"id":1225},"资源清理",[79,1227,1229],{"className":81,"code":1228,"language":83,"meta":84,"style":84},"# 确保关闭浏览器\nbrowser.close()\n\n# 或使用上下文管理器\nwith Browser() as browser:\n    # ... 操作\n# 自动清理\n",[86,1230,1231,1236,1241,1245,1250,1255,1260],{"__ignoreMap":84},[89,1232,1233],{"class":91,"line":92},[89,1234,1235],{},"# 确保关闭浏览器\n",[89,1237,1238],{"class":91,"line":98},[89,1239,1240],{},"browser.close()\n",[89,1242,1243],{"class":91,"line":104},[89,1244,215],{"emptyLinePlaceholder":214},[89,1246,1247],{"class":91,"line":110},[89,1248,1249],{},"# 或使用上下文管理器\n",[89,1251,1252],{"class":91,"line":116},[89,1253,1254],{},"with Browser() as browser:\n",[89,1256,1257],{"class":91,"line":122},[89,1258,1259],{},"    # ... 操作\n",[89,1261,1262],{"class":91,"line":293},[89,1263,1264],{},"# 自动清理\n",[17,1266,1268],{"id":1267},"与-ai-结合的高级用法","与 AI 结合的高级用法",[21,1270,1271],{"id":1271},"智能页面分析",[13,1273,1274],{},"结合 AI 模型自动分析页面内容：",[79,1276,1278],{"className":81,"code":1277,"language":83,"meta":84,"style":84},"from openclaw import Browser\nfrom openclaw.ai import analyze_page\n\nbrowser = Browser()\nbrowser.goto(\"https://news.example.com\")\n\n# AI 自动提取关键信息\nsummary = analyze_page(browser.page.content(), \"提取文章标题和主要内容\")\nprint(summary)\n",[86,1279,1280,1284,1289,1293,1297,1302,1306,1311,1316],{"__ignoreMap":84},[89,1281,1282],{"class":91,"line":92},[89,1283,209],{},[89,1285,1286],{"class":91,"line":98},[89,1287,1288],{},"from openclaw.ai import analyze_page\n",[89,1290,1291],{"class":91,"line":104},[89,1292,215],{"emptyLinePlaceholder":214},[89,1294,1295],{"class":91,"line":110},[89,1296,220],{},[89,1298,1299],{"class":91,"line":116},[89,1300,1301],{},"browser.goto(\"https://news.example.com\")\n",[89,1303,1304],{"class":91,"line":122},[89,1305,215],{"emptyLinePlaceholder":214},[89,1307,1308],{"class":91,"line":293},[89,1309,1310],{},"# AI 自动提取关键信息\n",[89,1312,1313],{"class":91,"line":299},[89,1314,1315],{},"summary = analyze_page(browser.page.content(), \"提取文章标题和主要内容\")\n",[89,1317,1318],{"class":91,"line":304},[89,1319,1320],{},"print(summary)\n",[21,1322,1323],{"id":1323},"自动化测试",[13,1325,1326],{},"利用浏览器自动化进行 UI 测试：",[79,1328,1330],{"className":81,"code":1329,"language":83,"meta":84,"style":84},"def test_login_flow():\n    browser.goto(\"https://app.example.com/login\")\n    browser.fill(\"#username\", \"testuser\")\n    browser.fill(\"#password\", \"wrongpassword\")\n    browser.click(\"#login\")\n    \n    # 验证错误提示\n    error = browser.text(\".error-message\")\n    assert \"密码错误\" in error\n",[86,1331,1332,1337,1342,1347,1352,1356,1360,1365,1370],{"__ignoreMap":84},[89,1333,1334],{"class":91,"line":92},[89,1335,1336],{},"def test_login_flow():\n",[89,1338,1339],{"class":91,"line":98},[89,1340,1341],{},"    browser.goto(\"https://app.example.com/login\")\n",[89,1343,1344],{"class":91,"line":104},[89,1345,1346],{},"    browser.fill(\"#username\", \"testuser\")\n",[89,1348,1349],{"class":91,"line":110},[89,1350,1351],{},"    browser.fill(\"#password\", \"wrongpassword\")\n",[89,1353,1354],{"class":91,"line":116},[89,1355,977],{},[89,1357,1358],{"class":91,"line":122},[89,1359,982],{},[89,1361,1362],{"class":91,"line":293},[89,1363,1364],{},"    # 验证错误提示\n",[89,1366,1367],{"class":91,"line":299},[89,1368,1369],{},"    error = browser.text(\".error-message\")\n",[89,1371,1372],{"class":91,"line":304},[89,1373,1374],{},"    assert \"密码错误\" in error\n",[21,1376,1377],{"id":1377},"批量数据采集",[13,1379,1380],{},"定时采集公开数据：",[79,1382,1384],{"className":81,"code":1383,"language":83,"meta":84,"style":84},"import schedule\nfrom datetime import datetime\n\ndef collect_pricing_data():\n    products = get_product_list()\n    data = []\n    \n    for product in products:\n        browser.goto(f\"https://shop.example.com/{product}\")\n        price = browser.text(\".price\")\n        data.append({\"product\": product, \"price\": price, \"time\": datetime.now()})\n    \n    save_to_database(data)\n\n# 每天早上 9 点执行\nschedule.every().day.at(\"09:00\").do(collect_pricing_data)\n",[86,1385,1386,1391,1396,1400,1405,1410,1415,1419,1424,1429,1433,1438,1442,1447,1451,1456],{"__ignoreMap":84},[89,1387,1388],{"class":91,"line":92},[89,1389,1390],{},"import schedule\n",[89,1392,1393],{"class":91,"line":98},[89,1394,1395],{},"from datetime import datetime\n",[89,1397,1398],{"class":91,"line":104},[89,1399,215],{"emptyLinePlaceholder":214},[89,1401,1402],{"class":91,"line":110},[89,1403,1404],{},"def collect_pricing_data():\n",[89,1406,1407],{"class":91,"line":116},[89,1408,1409],{},"    products = get_product_list()\n",[89,1411,1412],{"class":91,"line":122},[89,1413,1414],{},"    data = []\n",[89,1416,1417],{"class":91,"line":293},[89,1418,982],{},[89,1420,1421],{"class":91,"line":299},[89,1422,1423],{},"    for product in products:\n",[89,1425,1426],{"class":91,"line":304},[89,1427,1428],{},"        browser.goto(f\"https://shop.example.com/{product}\")\n",[89,1430,1431],{"class":91,"line":310},[89,1432,1105],{},[89,1434,1435],{"class":91,"line":316},[89,1436,1437],{},"        data.append({\"product\": product, \"price\": price, \"time\": datetime.now()})\n",[89,1439,1440],{"class":91,"line":322},[89,1441,982],{},[89,1443,1444],{"class":91,"line":393},[89,1445,1446],{},"    save_to_database(data)\n",[89,1448,1449],{"class":91,"line":399},[89,1450,215],{"emptyLinePlaceholder":214},[89,1452,1453],{"class":91,"line":1019},[89,1454,1455],{},"# 每天早上 9 点执行\n",[89,1457,1458],{"class":91,"line":1025},[89,1459,1460],{},"schedule.every().day.at(\"09:00\").do(collect_pricing_data)\n",[17,1462,1463],{"id":1463},"常见陷阱",[21,1465,1467],{"id":1466},"_1-动态内容处理","1. 动态内容处理",[13,1469,1470],{},"有些页面内容通过 JavaScript 动态加载：",[79,1472,1474],{"className":81,"code":1473,"language":83,"meta":84,"style":84},"# 等待动态内容加载\nbrowser.wait_for_selector(\".loaded-content\", timeout=15000)\n",[86,1475,1476,1481],{"__ignoreMap":84},[89,1477,1478],{"class":91,"line":92},[89,1479,1480],{},"# 等待动态内容加载\n",[89,1482,1483],{"class":91,"line":98},[89,1484,1485],{},"browser.wait_for_selector(\".loaded-content\", timeout=15000)\n",[21,1487,1489],{"id":1488},"_2-验证码处理","2. 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Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2509,2334,2510,1856,1668,1691],{"title":2517,"description":2518,"path":2519,"category":2316,"updatedAt":1781,"sourceType":1698,"tags":2520},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[2521,1670,2522,2523,2524,2525],"update","stable","beta","dev","rollout",{"title":2527,"description":2528,"path":2529,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2531},"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",[2532,2533,2534,2535,2536],"anthropic","429","context1m","failover","reference",{"title":2538,"description":2539,"path":2540,"category":2530,"updatedAt":1651,"sourceType":1698,"tags":2541},"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",[2536,1846,2225,2542],"diagnostics",{"title":2544,"description":2545,"path":2546,"category":2530,"updatedAt":1781,"sourceType":1698,"tags":2547},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[1986,2105,1984,1668,2548,2536],"node",{"title":2550,"description":2551,"path":2552,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2553},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[1856,2127,2535,1821,2536],{"title":2555,"description":2556,"path":2557,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2558},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[2019,2559,1909,2020,2536],"bootstrapToken",{"title":2561,"description":2562,"path":2563,"category":2536,"updatedAt":1816,"sourceType":1698,"tags":2564},"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",[2565,1820,1865,1828,2426,1819],"templates",{"title":2567,"description":2568,"path":2569,"category":2530,"updatedAt":1879,"sourceType":1698,"tags":2570},"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",[2019,2571,1670,2572,2355],"allowFrom","account",{"title":2574,"description":2575,"path":2576,"category":2530,"updatedAt":1982,"sourceType":1698,"tags":2577},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[1846,2536,2578,2579],"commands","terminal",{"title":2581,"description":2582,"path":2583,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2584},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[2585,2586,1856,1854,2536],"cloudflare-ai-gateway","headers",{"title":2588,"description":2589,"path":2590,"category":2591,"updatedAt":1781,"sourceType":1934,"tags":2592},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[1934,2593,2594,2595],"github","issues","feedback",{"title":2597,"description":2598,"path":2599,"category":2530,"updatedAt":1982,"sourceType":1698,"tags":2600},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1682,2536,2601,2602],"settings","options",{"title":2604,"description":2605,"path":2606,"category":2530,"updatedAt":1738,"sourceType":1698,"tags":2607},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[1943,2019,2020,1647,2355],{"title":2609,"description":2610,"path":2611,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2612},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1844,2099,2613,2185,2536],"scheduler",{"title":2615,"description":2616,"path":2617,"category":2530,"updatedAt":2294,"sourceType":1698,"tags":2618},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1726,1962,2619,2620,1856],"secretref","sessionStorage",{"title":2622,"description":2623,"path":2624,"category":2625,"updatedAt":1982,"sourceType":1698,"tags":2626},"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",[2627,2628,2629,2374,2088],"debugging","debug","runtime-overrides",{"title":2631,"description":2632,"path":2633,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2634},"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",[2542,2635,2636,2628,2536],"logging","flags",{"title":2638,"description":2639,"path":2640,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2641},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1883,2642,2643,1864,2536],"dmScope","identityLinks",{"title":2645,"description":2646,"path":2647,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2648},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[2374,2375,2542,2649,2536],"migrations",{"title":2651,"description":2652,"path":2653,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2654},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[2228,1682,1891,2655,2536],"shell",{"title":2657,"description":2658,"path":2659,"category":2530,"updatedAt":1781,"sourceType":1665,"tags":2660},"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",[2661,2449,1934,2662,2451],"sources","trust",{"title":2664,"description":2665,"path":2666,"category":2530,"updatedAt":1738,"sourceType":1698,"tags":2667},"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",[1668,2668,1846,2302,1836],"rpc",{"title":2670,"description":2671,"path":2672,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2673},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[2019,2020,1668,1835,2536],{"title":2675,"description":2676,"path":2677,"category":2530,"updatedAt":2294,"sourceType":1698,"tags":2678},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1883,1668,1796,1726,2536],{"title":2680,"description":2681,"path":2682,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2683},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1668,2302,2684,2685,2536],"protocol","scopes",{"title":2687,"description":2688,"path":2689,"category":2530,"updatedAt":1879,"sourceType":1698,"tags":2690},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[1882,2691,1864,2105,2038],"mention",{"title":2693,"description":2694,"path":2695,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2696},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[2348,2697,2698,2699,2536],"visibility","activeHours","alerts",{"title":2701,"description":2702,"path":2703,"category":2530,"updatedAt":1879,"sourceType":1698,"tags":2704},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[2296,2302,2705,1668,2536],"sdk",{"title":2707,"description":2708,"path":2709,"category":2530,"updatedAt":1879,"sourceType":1698,"tags":2710},"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",[1682,2711,2326,2712,2536],"include","arrays",{"title":2714,"description":2715,"path":2716,"category":2530,"updatedAt":1861,"sourceType":1698,"tags":2717},"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",[2134,2718,1986,1718,2536],"invoke",{"title":2720,"description":2721,"path":2722,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2723},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[1672,2724,2725,2726,2727,2536],"hybrid-search","ranking","mmr","retrieval",{"title":2729,"description":2730,"path":2731,"category":2530,"updatedAt":1781,"sourceType":1698,"tags":2732},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[1789,2733,1856,1854,2536],"probe",{"title":2735,"description":2736,"path":2737,"category":2530,"updatedAt":2223,"sourceType":1698,"tags":2738},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[2019,2020,2571,2739,2355],"credentials",{"title":2741,"description":2742,"path":2743,"category":2530,"updatedAt":1781,"sourceType":1698,"tags":2744},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[1773,1917,2745,2746,2451,2536],"npm","pin",{"title":2748,"description":2749,"path":2750,"category":2625,"updatedAt":1738,"sourceType":1698,"tags":2751},"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",[2627,2752,2088,1854,2051],"raw-stream",{"title":2754,"description":2755,"path":2756,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2757},"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",[1740,2758,1856,1668,2536],"tlsFingerprint",{"title":2760,"description":2761,"path":2762,"category":2530,"updatedAt":1889,"sourceType":1698,"tags":2763},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[1648,2348,1844,2805,1690],{"title":3124,"description":3125,"path":3126,"category":3100,"date":1841,"updatedAt":1841,"sourceType":1698,"source":3127,"tags":3128},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[1843,1648,1844,1845,2474,1690],{"title":3130,"description":3131,"path":3132,"category":3100,"date":1841,"updatedAt":1841,"sourceType":1698,"source":3133,"tags":3134},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[1726,2509,2019,1740,1691],{"title":3148,"description":3149,"path":3150,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3108,"tags":3151},"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",[1909,1911,1986,1670,2464],{"title":3153,"description":3154,"path":3155,"category":2951,"date":1664,"updatedAt":1664,"sourceType":1934,"source":3156,"tags":3157},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[2831,1935,2954,2907],{"title":3159,"description":3160,"path":3161,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3162,"tags":3163},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[1917,1683,1926,1927,3164,1918],"telemetry",{"title":3166,"description":3167,"path":3168,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3169,"tags":3170},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1846,1668,2668,1836,1690],{"title":3172,"description":3173,"path":3174,"category":3100,"date":1861,"updatedAt":1861,"sourceType":1698,"source":3175,"tags":3176},"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",[1682,2228,1863,3177,1690],"overrides",{"title":3179,"description":3180,"path":3181,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3088,"tags":3182},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[2250,2251,1821,1672,3183],"continuity",{"title":3185,"description":3186,"path":3187,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3188,"tags":3189},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[1943,1726,2334,2019,1740],{"title":3191,"description":3192,"path":3193,"category":3100,"date":2294,"updatedAt":2294,"sourceType":1698,"source":3114,"tags":3194},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1679,1683,1935,2831],{"title":3208,"description":3209,"path":3210,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3211,"tags":3212},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[2020,2019,1962,2368,3213],"rotate",{"title":3215,"description":3216,"path":3217,"category":3100,"date":1861,"updatedAt":1861,"sourceType":1698,"source":3218,"tags":3219},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[2374,2542,2375,2627,1690],{"title":3221,"description":3222,"path":3223,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3218,"tags":3224},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[2374,2375,2225,2452,2542],{"title":3226,"description":3227,"path":3228,"category":3229,"date":1664,"updatedAt":1664,"sourceType":1934,"source":3230,"tags":3231},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[3232,3233,3234,3235],"education","adoption","ai-tutor","higher-education",{"title":3237,"description":3238,"path":3239,"category":3229,"date":1664,"updatedAt":1664,"sourceType":1934,"source":3240,"tags":3241},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[1689,2833,1718,2831],{"title":3243,"description":3244,"path":3245,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3246,"tags":3247},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1683,1917,1773,1775,1936],{"title":3249,"description":3250,"path":3251,"category":3100,"date":1841,"updatedAt":1841,"sourceType":1698,"source":3252,"tags":3253},"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",[1997,1998,1999,2000,1670,2001],{"title":3255,"description":3256,"path":3257,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3258,"tags":3259},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[1668,2019,3260,1962,1835],"pending",{"title":3262,"description":3263,"path":3264,"category":3100,"date":2294,"updatedAt":2294,"sourceType":1698,"source":3265,"tags":3266},"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",[1668,1883,1796,1726,3267],"state",{"title":3269,"description":3270,"path":3271,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3272,"tags":3273},"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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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",[3292,1672,1969,3329,3330],"vector-search","knowledge",{"title":3332,"description":3333,"path":3334,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3335,"tags":3336},"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",[2691,1882,1909,1911,1976],{"title":3338,"description":3339,"path":3340,"category":3100,"date":1861,"updatedAt":1861,"sourceType":1698,"source":3341,"tags":3342},"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",[2038,1796,1864,2042,1670],{"title":3344,"description":3345,"path":3346,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3169,"tags":3347},"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",[1789,2733,1854,1856,2411],{"title":3349,"description":3350,"path":3351,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3352,"tags":3353},"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",[1835,2018,1668,2019,2020],{"title":3355,"description":3356,"path":3357,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3358,"tags":3359},"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",[1725,2878,2146,2879,2452],{"title":3361,"description":3362,"path":3363,"category":3100,"date":2294,"updatedAt":2294,"sourceType":1698,"source":3188,"tags":3364},"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",[2464,1647,1943,2019,1740],{"title":3366,"description":3367,"path":3368,"category":3100,"date":1889,"updatedAt":1889,"sourceType":1698,"source":3369,"tags":3370},"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",[1726,1796,2302,2464,1836],{"title":3372,"description":3373,"path":3374,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3211,"tags":3375},"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",[2019,2571,1670,2572,1690],{"title":3377,"description":3378,"path":3379,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3380,"tags":3381},"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",[1773,1935,1775,1934,1936],{"title":3383,"description":3384,"path":3385,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3386,"tags":3387},"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",[1773,1917,2745,2746,2451],{"title":3389,"description":3390,"path":3391,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3392,"tags":3393},"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",[2133,2134,1718,1986,1774],{"title":3395,"description":3396,"path":3397,"category":3100,"date":1889,"updatedAt":1889,"sourceType":1698,"source":3398,"tags":3399},"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",[1854,1789,1835,1856,2152],{"title":3401,"description":3402,"path":3403,"category":3100,"date":1889,"updatedAt":1889,"sourceType":1698,"source":3404,"tags":3405},"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",[1854,2535,1789,1668,1690],{"title":3407,"description":3408,"path":3409,"category":2893,"date":1738,"updatedAt":1738,"sourceType":1698,"source":3088,"tags":3410},"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",[2449,2450,2452,2451],{"title":3412,"description":3413,"path":3414,"category":3100,"date":1861,"updatedAt":1861,"sourceType":1698,"source":3114,"tags":3415},"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",[1726,2019,1835,1740,2355],{"title":3417,"description":3418,"path":3419,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3420,"tags":3421},"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",[1864,1863,3422,1670,1865],"threads",{"title":3424,"description":3425,"path":3426,"category":3100,"date":1841,"updatedAt":1841,"sourceType":1698,"source":3427,"tags":3428},"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",[1883,1691,2642,2019,2489],{"title":3443,"description":3444,"path":3445,"category":3100,"date":1781,"updatedAt":1781,"sourceType":1698,"source":3446,"tags":3447},"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",[1691,2474,2476,2475,1690],{"title":3449,"description":3450,"path":3451,"category":3452,"date":1664,"updatedAt":1664,"sourceType":1934,"source":3453,"tags":3454},"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",[1691,3455,2051,1689],"compliance",{"title":3457,"description":3458,"path":3459,"category":3100,"date":1861,"updatedAt":1861,"sourceType":1698,"source":3433,"tags":3460},"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",[1691,2772,1986,3461,1690],"proxy",{"title":3463,"description":3464,"path":3465,"category":3100,"date":2783,"updatedAt":2783,"sourceType":1698,"source":3466,"tags":3467},"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",[1883,2786,2251,2785,1668],{"title":3469,"description":3470,"path":3471,"category":3100,"date":2783,"updatedAt":2783,"sourceType":1698,"source":3472,"tags":3473},"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",[1821,1846,2792,2474,1690],{"title":3475,"description":3476,"path":3477,"category":3100,"date":1879,"updatedAt":1879,"sourceType":1698,"source":3478,"tags":3479},"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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