{"id":96375,"date":"2026-08-27T16:32:14","date_gmt":"2026-08-27T08:32:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96375.html"},"modified":"2026-08-27T16:32:14","modified_gmt":"2026-08-27T08:32:14","slug":"openclaw-%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e6%97%a5%e5%bf%97%e5%88%b0%e5%85%a8%e9%93%be%e8%b7%af%e8%bf%bd%e8%b8%aa%e7%9a%84-agent-%e8%bf%90%e7%bb%b4%e4%bd%93","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96375.html","title":{"rendered":"OpenClaw \u53ef\u89c2\u6d4b\u6027\u5b9e\u6218\uff1a\u4ece\u65e5\u5fd7\u5230\u5168\u94fe\u8def\u8ffd\u8e2a\u7684 Agent \u8fd0\u7ef4\u4f53\u7cfb\u6784\u5efa\uff08v2.x\uff09"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;Agent \u7cfb\u7edf\u5728\u751f\u4ea7\u73af\u5883\u843d\u5730\u65f6&#xff0c;\u4efb\u52a1\u6267\u884c\u5230\u54ea\u4e00\u6b65\u3001\u4e3a\u4ec0\u4e48\u7a81\u7136\u5361\u4f4f\u3001\u5f71\u54cd\u8303\u56f4\u591a\u5927&#xff0c;\u5e38\u5e38\u96be\u4ee5\u56de\u7b54\u3002\u672c\u6587\u9762\u5411 OpenClaw v2.x \u7528\u6237&#xff0c;\u4ece\u771f\u5b9e\u544a\u8b66\u573a\u666f\u51fa\u53d1&#xff0c;\u7cfb\u7edf\u8bb2\u89e3 Logs\u3001Metrics\u3001Traces \u4e09\u5927\u53ef\u89c2\u6d4b\u6027\u652f\u67f1\u5728 Agent \u573a\u666f\u4e0b\u7684\u6620\u5c04\u4e0e\u5b9e\u73b0&#xff0c;\u63d0\u4f9b\u7ed3\u6784\u5316\u65e5\u5fd7\u3001\u6307\u6807\u91c7\u96c6 Skill\u3001\u94fe\u8def\u8ffd\u8e2a\u4e2d\u95f4\u4ef6\u7b49\u53ef\u590d\u73b0\u4ee3\u7801&#xff0c;\u5e76\u7ed9\u51fa\u544a\u8b66\u51b3\u7b56\u3001\u6545\u969c\u81ea\u6108\u4e0e\u6e10\u8fdb\u5f0f\u63a5\u5165\u8def\u5f84&#xff0c;\u5e2e\u52a9\u4f60\u5c06 Agent \u9ed1\u7bb1\u53d8\u4e3a\u53ef\u89c2\u6d4b\u7cfb\u7edf&#xff0c;\u8ba9\u6392\u969c\u4ece\u88ab\u52a8 grep \u8d70\u5411\u4e3b\u52a8\u5b9a\u4f4d\u4e0e\u81ea\u6108&#xff0c;\u4e14\u53ef\u76f4\u63a5\u843d\u5730\u5230\u73b0\u6709 OpenClaw \u9879\u76ee\u4e2d\u3002<\/p>\n<p>\u26a0\ufe0f \u7248\u672c\u4e0e\u66ff\u4ee3\u65b9\u6848\u58f0\u660e&#xff1a;\u672c\u6587\u5b9e\u64cd\u57fa\u4e8e OpenClaw v2.x&#xff0c;\u6838\u5fc3\u6982\u5ff5\u9002\u7528\u4e8e v1.4&#043;&#xff1b;\u94fe\u8def\u8ffd\u8e2a\u4e2d\u95f4\u4ef6\u4e0e OpenTelemetry \u96c6\u6210\u9700 v2.0&#043;\u3002\u53ef\u89c2\u6d4b\u6027\u4e09\u5927\u652f\u67f1\u5c5e\u4e8e\u7ecf\u5178\u539f\u7406&#xff0c;\u957f\u671f\u9002\u7528\u3002\u82e5\u4f60\u7684\u56e2\u961f\u4f7f\u7528 LangChain\u3001Dify \u6216\u5176\u4ed6 Agent \u6846\u67b6&#xff0c;\u4e5f\u53ef\u53c2\u8003\u672c\u6587\u601d\u8def\u8fdb\u884c\u8fc1\u79fb\u3002<\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u5f15\u8a00&#xff1a;Agent \u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u662f\u4ec0\u4e48<\/li>\n<li>\u4e8c\u3001OpenClaw \u7684 Agent \u6267\u884c\u6a21\u578b\u4e0e\u53ef\u89c2\u6d4b\u6027\u7f3a\u53e3<\/li>\n<li>\u4e09\u3001Logs \/ Metrics \/ Traces \u5728 Agent \u573a\u666f\u4e0b\u7684\u6838\u5fc3\u804c\u8d23<\/li>\n<li>\u56db\u3001\u53ef\u89c2\u6d4b\u6027\u67b6\u6784\u603b\u89c8<\/li>\n<li>\n<ul>\n<li>4.1 \u6574\u4f53\u67b6\u6784<\/li>\n<li>4.2 \u6280\u672f\u9009\u578b<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001Logs&#xff1a;\u7ed3\u6784\u5316\u65e5\u5fd7\u4f53\u7cfb<\/li>\n<li>\n<ul>\n<li>5.1 \u6838\u5fc3\u5b57\u6bb5\u8bbe\u8ba1<\/li>\n<li>5.2 \u7ed3\u6784\u5316\u65e5\u5fd7\u914d\u7f6e\u5b9e\u73b0<\/li>\n<li>5.3 \u65e5\u5fd7\u67e5\u8be2\u5b9e\u6218<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001Metrics&#xff1a;\u6307\u6807\u91c7\u96c6\u4e0e\u66b4\u9732<\/li>\n<li>\n<ul>\n<li>6.1 Agent \u7cfb\u7edf\u9700\u8981\u54ea\u4e9b\u6307\u6807<\/li>\n<li>6.2 \u6307\u6807\u91c7\u96c6 Skill \u5b9e\u73b0<\/li>\n<li>6.3 \u6307\u6807\u53ef\u89c6\u5316\u7684\u5173\u952e\u9762\u677f<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001Traces&#xff1a;\u5168\u94fe\u8def\u8ffd\u8e2a\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>7.1 \u94fe\u8def\u8ffd\u8e2a\u65f6\u5e8f\u6a21\u578b<\/li>\n<li>7.2 \u94fe\u8def\u8ffd\u8e2a\u4e2d\u95f4\u4ef6\u5b9e\u73b0<\/li>\n<li>7.3 \u91c7\u6837\u7b56\u7565\u4e0e\u5b58\u50a8\u6210\u672c<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u4e09\u67f1\u5173\u8054&#xff1a;\u7edf\u4e00\u4e0a\u4e0b\u6587\u6ce8\u5165<\/li>\n<li>\n<ul>\n<li>8.1 \u5173\u8054\u67e5\u8be2\u5b9e\u6218<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u544a\u8b66\u51b3\u7b56\u4e0e\u6545\u969c\u81ea\u6108<\/li>\n<li>\n<ul>\n<li>9.1 \u544a\u8b66\u51b3\u7b56\u6d41\u7a0b<\/li>\n<li>9.2 Prometheus \u544a\u8b66\u89c4\u5219\u793a\u4f8b<\/li>\n<li>9.3 \u6545\u969c\u81ea\u6108\u7b56\u7565<\/li>\n<li>9.4 \u544a\u8b66\u6cbb\u7406\u7ecf\u9a8c<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u3001\u65b9\u6848\u5bf9\u6bd4\u4e0e\u8fb9\u754c\u5206\u6790<\/li>\n<li>\n<ul>\n<li>10.1 \u4f20\u7edf\u8fd0\u7ef4 vs \u53ef\u89c2\u6d4b\u6027\u8fd0\u7ef4<\/li>\n<li>10.2 \u9002\u7528\u8fb9\u754c<\/li>\n<li>10.3 \u6e10\u8fdb\u5f0f\u63a5\u5165\u8def\u5f84<\/li>\n<li>10.4 \u6210\u672c\u4e0e\u6536\u76ca\u518d\u5e73\u8861<\/li>\n<li>10.5 \u56e2\u961f\u843d\u5730\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e00\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/li>\n<li>\u53c2\u8003\u94fe\u63a5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e00\u3001\u5f15\u8a00&#xff1a;Agent \u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u662f\u4ec0\u4e48<\/h3>\n<p>\u53ef\u89c2\u6d4b\u6027&#xff08;Observability&#xff09;\u5e76\u975e\u7b80\u5355\u7684\u201c\u76d1\u63a7\u201d&#xff0c;\u800c\u662f\u6307\u901a\u8fc7\u7cfb\u7edf\u7684\u5916\u90e8\u8f93\u51fa&#xff08;Logs\u3001Metrics\u3001Traces&#xff09;\u63a8\u65ad\u5176\u5185\u90e8\u72b6\u6001\u7684\u80fd\u529b\u3002\u5bf9\u4e8e\u4f20\u7edf Web \u670d\u52a1&#xff0c;\u53ef\u89c2\u6d4b\u6027\u4e3b\u8981\u56de\u7b54\u201c\u7cfb\u7edf\u662f\u5426\u5065\u5eb7\u201d&#xff1b;\u800c\u5bf9\u4e8e Agent \u7cfb\u7edf&#xff0c;\u53ef\u89c2\u6d4b\u6027\u9700\u8981\u56de\u7b54\u7684\u662f\u201c\u8fd9\u4e2a\u4efb\u52a1\u4e3a\u4ec0\u4e48\u6ca1\u6709\u6309\u9884\u671f\u5b8c\u6210\u201d\u3002<\/p>\n<p>Agent \u7cfb\u7edf\u7684\u6267\u884c\u8fc7\u7a0b\u5177\u6709\u4e09\u4e2a\u663e\u8457\u7279\u5f81&#xff1a;<\/p>\n<ul>\n<li>\u591a\u8f6e\u7f16\u6392&#xff1a;\u4e00\u4e2a\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u591a\u8f6e LLM \u63a8\u7406\u4e0e Skill \u8c03\u7528\u624d\u80fd\u5b8c\u6210<\/li>\n<li>\u52a8\u6001\u8def\u7531&#xff1a;\u4e0b\u4e00\u6b65\u8c03\u7528\u54ea\u4e2a Skill \u7531 LLM \u7684\u63a8\u7406\u7ed3\u679c\u5728\u8fd0\u884c\u65f6\u51b3\u5b9a<\/li>\n<li>Skill \u7ea7\u8054&#xff1a;\u4e00\u4e2a Skill \u53ef\u80fd\u8c03\u7528\u53e6\u4e00\u4e2a Skill&#xff0c;\u5f62\u6210\u5d4c\u5957\u6216\u56fe\u72b6\u6267\u884c\u7ed3\u6784<\/li>\n<\/ul>\n<p>\u8fd9\u4e09\u4e2a\u7279\u5f81\u51b3\u5b9a\u4e86 Agent \u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\u4e0d\u80fd\u6cbf\u7528\u4f20\u7edf\u7684\u201c\u8bf7\u6c42-\u54cd\u5e94\u201d\u76d1\u63a7\u6a21\u578b\u3002\u6211\u4eec\u9700\u8981\u7684\u4e0d\u53ea\u662f\u65e5\u5fd7&#xff0c;\u800c\u662f\u80fd\u591f\u8fd8\u539f\u5b8c\u6574\u6267\u884c\u8def\u5f84\u3001\u91cf\u5316\u6bcf\u4e2a\u73af\u8282\u8017\u65f6\u3001\u5173\u8054\u4e0d\u540c\u6570\u636e\u6e90\u7684\u7ed3\u6784\u5316\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u3002<\/p>\n<h3>\u4e8c\u3001OpenClaw \u7684 Agent \u6267\u884c\u6a21\u578b\u4e0e\u53ef\u89c2\u6d4b\u6027\u7f3a\u53e3<\/h3>\n<p>OpenClaw \u662f\u4e00\u4e2a\u9762\u5411 Node.js \u7684 Agent \u6846\u67b6&#xff0c;\u6838\u5fc3\u6267\u884c\u5355\u5143\u662f Skill\u3002\u4e00\u4e2a\u5178\u578b\u4efb\u52a1\u7684\u751f\u547d\u5468\u671f\u5982\u4e0b&#xff1a;\u7528\u6237\u53d1\u8d77\u4f1a\u8bdd&#xff0c;Session Orchestrator \u8c03\u7528 LLM \u8fdb\u884c\u63a8\u7406&#xff0c;LLM \u51b3\u5b9a\u4e0b\u4e00\u6b65 Skill&#xff0c;Skill \u6267\u884c\u540e\u8fd4\u56de\u7ed3\u679c&#xff0c;\u5faa\u73af\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p>\u8fd9\u79cd\u6267\u884c\u6a21\u578b\u4e0e\u4f20\u7edf\u7cfb\u7edf\u7684\u5bf9\u6bd4\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u77db\u76fe\u7ef4\u5ea6\u4f20\u7edf\u7cfb\u7edfAgent \u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u7f3a\u53e3<\/tr>\n<tbody>\n<tr>\n<td>\u6267\u884c\u6a21\u578b<\/td>\n<td>\u7ebf\u6027\u8bf7\u6c42-\u54cd\u5e94<\/td>\n<td>\u591a\u8f6e\u7f16\u6392 &#043; \u52a8\u6001\u8def\u7531<\/td>\n<td>\u7f3a\u5c11\u94fe\u8def\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td>\u6545\u969c\u6a21\u5f0f<\/td>\n<td>\u660e\u786e\u7684\u9519\u8bef\u7801<\/td>\n<td>\u8bed\u4e49\u504f\u5dee\u3001\u63a8\u7406\u504f\u79fb\u3001Skill \u8d85\u65f6<\/td>\n<td>\u7f3a\u5c11\u8bed\u4e49\u7ea7\u6307\u6807<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u7c92\u5ea6<\/td>\n<td>\u670d\u52a1\u7ea7\u76d1\u63a7<\/td>\n<td>\u4f1a\u8bdd\u7ea7 &#043; Skill \u7ea7 &#043; \u6b65\u9aa4\u7ea7<\/td>\n<td>\u7f3a\u5c11\u591a\u7ef4\u805a\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;\u4f20\u7edf\u76d1\u63a7\u544a\u8bc9\u4f60\u201c\u7cfb\u7edf\u662f\u5426\u5065\u5eb7\u201d&#xff0c;Agent \u8fd0\u7ef4\u9700\u8981\u544a\u8bc9\u4f60\u201c\u8fd9\u4e2a\u4efb\u52a1\u4e3a\u4ec0\u4e48\u6ca1\u6709\u6309\u9884\u671f\u5b8c\u6210\u201d\u3002\u524d\u8005\u5173\u6ce8\u7cfb\u7edf\u72b6\u6001&#xff0c;\u540e\u8005\u5173\u6ce8\u4efb\u52a1\u8bed\u4e49&#xff0c;\u8fd9\u662f\u672c\u8d28\u533a\u522b\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u7b80\u5355\u589e\u52a0\u65e5\u5fd7\u65e0\u6cd5\u89e3\u51b3\u95ee\u9898&#xff1f;\u56e0\u4e3a\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u53ef\u80fd\u89e6\u53d1 20 \u591a\u6b21 Skill \u8c03\u7528&#xff0c;\u4ea7\u751f\u6570\u767e\u884c\u65e5\u5fd7\u3002\u4e0d\u540c Skill \u7684\u65e5\u5fd7\u4e4b\u95f4\u6ca1\u6709\u7edf\u4e00 ID \u4e32\u8054&#xff0c;\u5173\u952e\u4fe1\u606f\u88ab\u6df9\u6ca1&#xff0c;\u4e5f\u65e0\u6cd5\u76f4\u63a5\u505a\u805a\u5408\u7edf\u8ba1\u3002\u56e0\u6b64&#xff0c;\u6211\u4eec\u9700\u8981\u7684\u662f\u4e00\u5957\u7ed3\u6784\u5316\u7684\u3001\u53ef\u5173\u8054\u7684\u3001\u53ef\u91cf\u5316\u7684\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u3002<\/p>\n<h3>\u4e09\u3001Logs \/ Metrics \/ Traces \u5728 Agent \u573a\u666f\u4e0b\u7684\u6838\u5fc3\u804c\u8d23<\/h3>\n<p>\u7ecf\u5178\u53ef\u89c2\u6d4b\u6027\u4e09\u5927\u652f\u67f1\u5728 Agent \u7cfb\u7edf\u4e2d\u5404\u6709\u660e\u786e\u5206\u5de5&#xff1a;<\/p>\n<table>\n<tr>\u652f\u67f1\u6838\u5fc3\u95ee\u9898\u5728 Agent \u573a\u666f\u4e2d\u7684\u4ef7\u503c\u5178\u578b\u6570\u636e<\/tr>\n<tbody>\n<tr>\n<td>Logs<\/td>\n<td>\u53d1\u751f\u4e86\u4ec0\u4e48<\/td>\n<td>\u8bb0\u5f55 Skill \u542f\u52a8\u3001\u7ed3\u675f\u3001\u5f02\u5e38\u7b49\u4e8b\u4ef6&#xff0c;\u643a\u5e26\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/td>\n<td>trace_id\u3001session_id\u3001skill_name\u3001event_type<\/td>\n<\/tr>\n<tr>\n<td>Metrics<\/td>\n<td>\u53d1\u751f\u4e86\u591a\u5c11\u6b21\/\u591a\u5feb<\/td>\n<td>\u91cf\u5316 Skill \u8017\u65f6\u3001\u9519\u8bef\u7387\u3001Token \u6d88\u8017\u3001\u4efb\u52a1\u5b8c\u6210\u7387<\/td>\n<td>Histogram\u3001Counter\u3001Gauge<\/td>\n<\/tr>\n<tr>\n<td>Traces<\/td>\n<td>\u8c03\u7528\u8def\u5f84\u548c\u8017\u65f6\u5206\u5e03<\/td>\n<td>\u8fd8\u539f LLM \u63a8\u7406\u3001Skill \u6267\u884c\u3001\u5b50\u8c03\u7528\u7684\u5b8c\u6574\u94fe\u8def<\/td>\n<td>Root Span\u3001Child Span\u3001parent_span_id<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u8005\u7684\u5173\u8054\u5173\u952e\u5728\u4e8e\u7edf\u4e00\u7684 ID \u4f53\u7cfb&#xff1a;trace_id \u4e32\u8054\u4e00\u6b21\u5b8c\u6574\u4efb\u52a1\u7684\u6240\u6709\u6570\u636e&#xff0c;session_id \u805a\u5408\u540c\u4e00\u4f1a\u8bdd\u7684\u6267\u884c\u7edf\u8ba1&#xff0c;span_id \u6784\u5efa\u6267\u884c\u6811\u3002\u6700\u7ec8&#xff0c;\u8fd9\u4e9b\u6570\u636e\u5728 Grafana \u4e2d\u5b9e\u73b0\u8054\u5408\u67e5\u8be2\u548c\u53ef\u89c6\u5316\u3002<\/p>\n<h3>\u56db\u3001\u53ef\u89c2\u6d4b\u6027\u67b6\u6784\u603b\u89c8<\/h3>\n<h4>4.1 \u6574\u4f53\u67b6\u6784<\/h4>\n<p>  #mermaid-svg-DLRhPr9IGZjIOwzb{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-DLRhPr9IGZjIOwzb .error-icon{fill:#552222;}#mermaid-svg-DLRhPr9IGZjIOwzb .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-DLRhPr9IGZjIOwzb .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-DLRhPr9IGZjIOwzb .marker{fill:#333333;stroke:#333333;}#mermaid-svg-DLRhPr9IGZjIOwzb .marker.cross{stroke:#333333;}#mermaid-svg-DLRhPr9IGZjIOwzb svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-DLRhPr9IGZjIOwzb p{margin:0;}#mermaid-svg-DLRhPr9IGZjIOwzb .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster-label text{fill:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster-label span{color:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster-label span p{background-color:transparent;}#mermaid-svg-DLRhPr9IGZjIOwzb .label text,#mermaid-svg-DLRhPr9IGZjIOwzb span{fill:#333;color:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb .node rect,#mermaid-svg-DLRhPr9IGZjIOwzb .node circle,#mermaid-svg-DLRhPr9IGZjIOwzb .node ellipse,#mermaid-svg-DLRhPr9IGZjIOwzb .node polygon,#mermaid-svg-DLRhPr9IGZjIOwzb .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-DLRhPr9IGZjIOwzb .rough-node .label text,#mermaid-svg-DLRhPr9IGZjIOwzb .node .label text,#mermaid-svg-DLRhPr9IGZjIOwzb .image-shape .label,#mermaid-svg-DLRhPr9IGZjIOwzb .icon-shape .label{text-anchor:middle;}#mermaid-svg-DLRhPr9IGZjIOwzb .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-DLRhPr9IGZjIOwzb .rough-node .label,#mermaid-svg-DLRhPr9IGZjIOwzb .node .label,#mermaid-svg-DLRhPr9IGZjIOwzb .image-shape .label,#mermaid-svg-DLRhPr9IGZjIOwzb .icon-shape .label{text-align:center;}#mermaid-svg-DLRhPr9IGZjIOwzb .node.clickable{cursor:pointer;}#mermaid-svg-DLRhPr9IGZjIOwzb .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-DLRhPr9IGZjIOwzb .arrowheadPath{fill:#333333;}#mermaid-svg-DLRhPr9IGZjIOwzb .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-DLRhPr9IGZjIOwzb .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-DLRhPr9IGZjIOwzb .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-DLRhPr9IGZjIOwzb .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-DLRhPr9IGZjIOwzb .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-DLRhPr9IGZjIOwzb .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster text{fill:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb .cluster span{color:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-DLRhPr9IGZjIOwzb .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-DLRhPr9IGZjIOwzb rect.text{fill:none;stroke-width:0;}#mermaid-svg-DLRhPr9IGZjIOwzb .icon-shape,#mermaid-svg-DLRhPr9IGZjIOwzb .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-DLRhPr9IGZjIOwzb .icon-shape p,#mermaid-svg-DLRhPr9IGZjIOwzb .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-DLRhPr9IGZjIOwzb .icon-shape .label rect,#mermaid-svg-DLRhPr9IGZjIOwzb .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-DLRhPr9IGZjIOwzb .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-DLRhPr9IGZjIOwzb .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-DLRhPr9IGZjIOwzb :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>OpenClaw\u53ef\u89c2\u6d4b\u6027\u67b6\u6784<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u53ef\u89c2\u6d4b\u6027\u4e09\u652f\u67f1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>Logs\u7ed3\u6784\u5316\u65e5\u5fd7<\/p>\n<p><\/span><\/p>\n<p>           <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>Agent Session\u4f1a\u8bdd\u5165\u53e3<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Session Orchestrator\u4f1a\u8bdd\u7f16\u6392\u5668<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill A\u641c\u7d22\u4e13\u5bb6<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill B\u4ee3\u7801\u6267\u884c<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill C\u6587\u6863\u751f\u6210<\/p>\n<p><\/span><\/p>\n<p>           <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>Metrics\u6307\u6807\u91c7\u96c6<\/p>\n<p><\/span><\/p>\n<p>           <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>Traces\u94fe\u8def\u8ffd\u8e2a<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u65e5\u5fd7\u805a\u5408Loki\/ES<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6307\u6807\u5b58\u50a8Prometheus\/VictoriaMetrics<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u94fe\u8def\u5b58\u50a8Jaeger\/Tempo<\/p>\n<p><\/span><\/p>\n<p>           <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u7edf\u4e00\u67e5\u8be2Grafana Dashboard<\/p>\n<p><\/span><\/p>\n<p>\u4e0a\u56fe\u8bf4\u660e&#xff1a;OpenClaw \u7684\u6bcf\u4e2a Skill \u6267\u884c\u90fd\u4f1a\u540c\u65f6\u4ea7\u51fa\u4e09\u7c7b\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u2014\u2014\u7ed3\u6784\u5316\u65e5\u5fd7\u8bb0\u5f55\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d&#xff0c;\u6307\u6807\u6570\u636e\u8bb0\u5f55\u201c\u53d1\u751f\u4e86\u591a\u5c11\u6b21\/\u591a\u5feb\u201d&#xff0c;\u94fe\u8def\u8ffd\u8e2a\u8bb0\u5f55\u201c\u8c03\u7528\u8def\u5f84\u548c\u8017\u65f6\u5206\u5e03\u201d\u3002\u4e09\u8005\u901a\u8fc7 trace_id \u548c session_id \u5173\u8054&#xff0c;\u6700\u7ec8\u5728 Grafana \u4e2d\u5b9e\u73b0\u7edf\u4e00\u67e5\u8be2\u548c\u53ef\u89c6\u5316\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827083208-6a8ff608e96ee.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>4.2 \u6280\u672f\u9009\u578b<\/h4>\n<table>\n<tr>\u7ec4\u4ef6\u9009\u578b\u9009\u62e9\u7406\u7531\u9002\u7528\u7248\u672c<\/tr>\n<tbody>\n<tr>\n<td>\u7ed3\u6784\u5316\u65e5\u5fd7<\/td>\n<td>Pino \/ Winston<\/td>\n<td>\u9ad8\u6027\u80fd JSON \u65e5\u5fd7\u8f93\u51fa&#xff0c;\u5929\u7136\u7ed3\u6784\u5316<\/td>\n<td>OpenClaw v1.4&#043;<\/td>\n<\/tr>\n<tr>\n<td>\u6307\u6807\u91c7\u96c6<\/td>\n<td>prom-client &#043; \u81ea\u5b9a\u4e49 Skill<\/td>\n<td>Node.js \u751f\u6001\u6807\u51c6&#xff0c;\u4e0e Prometheus \u65e0\u7f1d\u5bf9\u63a5<\/td>\n<td>OpenClaw v1.6&#043;<\/td>\n<\/tr>\n<tr>\n<td>\u94fe\u8def\u8ffd\u8e2a<\/td>\n<td>OpenTelemetry SDK<\/td>\n<td>\u4e1a\u754c\u6807\u51c6&#xff0c;\u652f\u6301\u81ea\u52a8\u57cb\u70b9\u548c\u624b\u52a8 Span<\/td>\n<td>OpenClaw v2.0&#043;<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c6\u5316<\/td>\n<td>Grafana<\/td>\n<td>\u7edf\u4e00 Dashboard&#xff0c;\u652f\u6301 Logs\/Metrics\/Traces \u8054\u5408\u67e5\u8be2<\/td>\n<td>\u901a\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u65e5\u5fd7\u5b58\u50a8<\/td>\n<td>Loki<\/td>\n<td>\u8f7b\u91cf\u7ea7&#xff0c;\u4e0e Grafana \u539f\u751f\u96c6\u6210&#xff0c;\u652f\u6301 label \u8fc7\u6ee4<\/td>\n<td>\u901a\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u94fe\u8def\u5b58\u50a8<\/td>\n<td>Tempo<\/td>\n<td>\u4e0e Loki &#043; Grafana \u6784\u6210 LGT \u6808&#xff0c;trace_id \u5173\u8054\u96f6\u914d\u7f6e<\/td>\n<td>\u901a\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bbe\u8ba1\u8fd9\u5957\u67b6\u6784\u65f6&#xff0c;\u6211\u4eec\u9075\u5faa\u56db\u9879\u539f\u5219&#xff1a;\u4f4e\u4fb5\u5165\u6027&#xff08;\u901a\u8fc7\u4e2d\u95f4\u4ef6\u6ce8\u5165&#xff0c;\u4e0d\u6539\u52a8 Skill \u4e1a\u52a1\u903b\u8f91&#xff09;\u3001\u8bed\u4e49\u4e30\u5bcc&#xff08;\u6bcf\u4e2a\u6570\u636e\u70b9\u643a\u5e26 session_id\u3001skill_name \u7b49\u4e0a\u4e0b\u6587&#xff09;\u3001\u6e10\u8fdb\u5f0f\u63a5\u5165&#xff08;\u4ece\u65e5\u5fd7\u5f00\u59cb&#xff0c;\u9010\u6b65\u53e0\u52a0\u6307\u6807\u548c\u94fe\u8def&#xff09;\u3001\u6210\u672c\u53ef\u63a7&#xff08;\u91c7\u6837\u7b56\u7565 &#043; \u5206\u7ea7\u5b58\u50a8&#xff0c;\u907f\u514d\u81ea\u8eab\u6210\u4e3a\u74f6\u9888&#xff09;\u3002<\/p>\n<h3>\u4e94\u3001Logs&#xff1a;\u7ed3\u6784\u5316\u65e5\u5fd7\u4f53\u7cfb<\/h3>\n<h4>5.1 \u6838\u5fc3\u5b57\u6bb5\u8bbe\u8ba1<\/h4>\n<p>\u7ed3\u6784\u5316\u65e5\u5fd7\u7684\u5173\u952e\u662f\u6bcf\u6761\u65e5\u5fd7\u90fd\u81ea\u5305\u542b&#xff0c;\u65e2\u80fd\u72ec\u7acb\u9605\u8bfb&#xff0c;\u4e5f\u80fd\u88ab\u805a\u5408\u5206\u6790\u3002\u6211\u4eec\u4e3a OpenClaw Agent \u8bbe\u8ba1\u5982\u4e0b\u5b57\u6bb5&#xff1a;<\/p>\n<table>\n<tr>\u5b57\u6bb5\u540d\u7c7b\u578b\u8bf4\u660e\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>timestamp<\/td>\n<td>string<\/td>\n<td>ISO 8601 \u65f6\u95f4\u6233<\/td>\n<td>2026-07-29T02:17:31.234Z<\/td>\n<\/tr>\n<tr>\n<td>level<\/td>\n<td>string<\/td>\n<td>\u65e5\u5fd7\u7ea7\u522b<\/td>\n<td>INFO \/ WARN \/ ERROR<\/td>\n<\/tr>\n<tr>\n<td>trace_id<\/td>\n<td>string<\/td>\n<td>\u94fe\u8def\u8ffd\u8e2a ID<\/td>\n<td>trace_a1b2c3d4<\/td>\n<\/tr>\n<tr>\n<td>session_id<\/td>\n<td>string<\/td>\n<td>\u4f1a\u8bdd ID<\/td>\n<td>sess_7f3a2c<\/td>\n<\/tr>\n<tr>\n<td>skill_name<\/td>\n<td>string<\/td>\n<td>\u5f53\u524d Skill \u540d\u79f0<\/td>\n<td>web-search<\/td>\n<\/tr>\n<tr>\n<td>step_index<\/td>\n<td>number<\/td>\n<td>\u6b65\u9aa4\u5e8f\u53f7<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>event_type<\/td>\n<td>string<\/td>\n<td>\u4e8b\u4ef6\u7c7b\u578b<\/td>\n<td>skill_start \/ skill_end \/ skill_error<\/td>\n<\/tr>\n<tr>\n<td>duration_ms<\/td>\n<td>number<\/td>\n<td>\u8017\u65f6&#xff08;\u6beb\u79d2&#xff09;<\/td>\n<td>1234<\/td>\n<\/tr>\n<tr>\n<td>message<\/td>\n<td>string<\/td>\n<td>\u4eba\u7c7b\u53ef\u8bfb\u63cf\u8ff0<\/td>\n<td>Skill web-search completed<\/td>\n<\/tr>\n<tr>\n<td>metadata<\/td>\n<td>object<\/td>\n<td>\u6269\u5c55\u5143\u6570\u636e<\/td>\n<td>{&#034;query&#034;: &#034;xxx&#034;, &#034;result_count&#034;: 10}<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.2 \u7ed3\u6784\u5316\u65e5\u5fd7\u914d\u7f6e\u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\">\/\/ structured-logger.js \u2014 OpenClaw Agent \u7ed3\u6784\u5316\u65e5\u5fd7\u914d\u7f6e<\/span><br \/>\n<span class=\"token comment\">\/\/ \u9002\u7528\u7248\u672c&#xff1a;OpenClaw v1.4&#043;&#xff1b;\u4f9d\u8d56&#xff1a;pino (^8.0.0)<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> pino <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;pino&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> AsyncLocalStorage <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;async_hooks&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> traceContext <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">AsyncLocalStorage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> logger <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">pino<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token literal-property property\">level<\/span><span class=\"token operator\">:<\/span> process<span class=\"token punctuation\">.<\/span>env<span class=\"token punctuation\">.<\/span><span class=\"token constant\">LOG_LEVEL<\/span> <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;info&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">transport<\/span><span class=\"token operator\">:<\/span> process<span class=\"token punctuation\">.<\/span>env<span class=\"token punctuation\">.<\/span><span class=\"token constant\">NODE_ENV<\/span> <span class=\"token operator\">&#061;&#061;&#061;<\/span> <span class=\"token string\">&#039;production&#039;<\/span><br \/>\n    <span class=\"token operator\">?<\/span> <span class=\"token keyword\">undefined<\/span><br \/>\n    <span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">target<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;pino-pretty&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">options<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">colorize<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span> <span class=\"token punctuation\">}<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">serializers<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">err<\/span><span class=\"token operator\">:<\/span> pino<span class=\"token punctuation\">.<\/span>stdSerializers<span class=\"token punctuation\">.<\/span>err <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">base<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token literal-property property\">service<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;openclaw-agent&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">version<\/span><span class=\"token operator\">:<\/span> process<span class=\"token punctuation\">.<\/span>env<span class=\"token punctuation\">.<\/span><span class=\"token constant\">AGENT_VERSION<\/span> <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;2.0.0&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">hostname<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;os&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">hostname<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">timestamp<\/span><span class=\"token operator\">:<\/span> pino<span class=\"token punctuation\">.<\/span>stdTimeFunctions<span class=\"token punctuation\">.<\/span>isoTime<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u521b\u5efa\u5e26\u4e0a\u4e0b\u6587\u7684\u5b50\u65e5\u5fd7\u5668<\/span><br \/>\n<span class=\"token keyword\">function<\/span> <span class=\"token function\">createContextLogger<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">ctx<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> logger<span class=\"token punctuation\">.<\/span><span class=\"token function\">child<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token literal-property property\">trace_id<\/span><span class=\"token operator\">:<\/span> ctx<span class=\"token punctuation\">.<\/span>trace_id<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">session_id<\/span><span class=\"token operator\">:<\/span> ctx<span class=\"token punctuation\">.<\/span>session_id<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">skill_name<\/span><span class=\"token operator\">:<\/span> ctx<span class=\"token punctuation\">.<\/span>skill_name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;unknown&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">step_index<\/span><span class=\"token operator\">:<\/span> ctx<span class=\"token punctuation\">.<\/span>step_index <span class=\"token operator\">??<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u5728\u5f02\u6b65\u8c03\u7528\u94fe\u4e2d\u4f20\u9012\u8ffd\u8e2a\u4e0a\u4e0b\u6587<\/span><br \/>\n<span class=\"token keyword\">function<\/span> <span class=\"token function\">withTraceContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">ctx<span class=\"token punctuation\">,<\/span> fn<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> traceContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>ctx<span class=\"token punctuation\">,<\/span> fn<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">function<\/span> <span class=\"token function\">getCurrentTraceContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> traceContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">getStore<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>module<span class=\"token punctuation\">.<\/span>exports <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span> logger<span class=\"token punctuation\">,<\/span> createContextLogger<span class=\"token punctuation\">,<\/span> withTraceContext<span class=\"token punctuation\">,<\/span> getCurrentTraceContext <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u4ee3\u7801\u89e3\u8bfb&#xff1a;\u8fd9\u6bb5\u914d\u7f6e\u5b9e\u73b0\u4e09\u5c42\u80fd\u529b\u3002\u7b2c\u4e00\u5c42\u662f\u57fa\u7840\u65e5\u5fd7\u5668&#xff0c;\u4f7f\u7528 Pino \u8f93\u51fa JSON \u683c\u5f0f&#xff0c;\u751f\u4ea7\u73af\u5883\u76f4\u63a5\u8f93\u51fa\u4ee5\u4fbf\u65e5\u5fd7\u7cfb\u7edf\u89e3\u6790&#xff0c;\u5f00\u53d1\u73af\u5883\u901a\u8fc7 pino-pretty \u589e\u5f3a\u53ef\u8bfb\u6027\u3002\u7b2c\u4e8c\u5c42\u662f\u4e0a\u4e0b\u6587\u5b50\u65e5\u5fd7\u5668&#xff0c;\u901a\u8fc7 child \u673a\u5236\u5728\u6bcf\u6761\u65e5\u5fd7\u4e2d\u81ea\u52a8\u6ce8\u5165 trace_id\u3001session_id\u3001skill_name \u548c step_index&#xff0c;\u786e\u4fdd\u65e5\u5fd7\u53ef\u5173\u8054\u5230\u5177\u4f53\u4f1a\u8bdd\u4e0e\u6b65\u9aa4\u3002\u7b2c\u4e09\u5c42\u662f\u5f02\u6b65\u4e0a\u4e0b\u6587\u4f20\u9012&#xff0c;\u5229\u7528 Node.js \u7684 AsyncLocalStorage \u89e3\u51b3\u5f02\u6b65\u8c03\u7528\u94fe\u4e2d\u4e0a\u4e0b\u6587\u4e22\u5931\u95ee\u9898&#xff0c;Skill \u5185\u90e8\u65e0\u9700\u663e\u5f0f\u4f20\u53c2\u5373\u53ef\u83b7\u53d6\u5f53\u524d\u8ffd\u8e2a\u4fe1\u606f\u3002<\/p>\n<h4>5.3 \u65e5\u5fd7\u67e5\u8be2\u5b9e\u6218<\/h4>\n<p>\u7ed3\u6784\u5316\u65e5\u5fd7\u7684\u771f\u6b63\u4ef7\u503c\u4f53\u73b0\u5728\u67e5\u8be2\u9636\u6bb5\u3002\u4f8b\u5982&#xff0c;\u5f53\u6536\u5230 sess_7f3a2c \u8d85\u65f6\u62a5\u9519\u65f6&#xff0c;\u53ef\u5728 Loki \u4e2d\u76f4\u63a5\u8f93\u5165 {service&#061;&#034;openclaw-agent&#034;} |&#061; &#034;sess_7f3a2c&#034;&#xff0c;\u5373\u53ef\u4e00\u6b21\u6027\u8fd4\u56de\u8be5\u4f1a\u8bdd\u7684\u5168\u90e8\u65e5\u5fd7\u3002\u5982\u679c\u8981\u8fdb\u4e00\u6b65\u7f29\u5c0f\u5230\u5931\u8d25\u4e8b\u4ef6&#xff0c;\u53ef\u53e0\u52a0 | json | event_type&#061;&#034;skill_error&#034;\u3002\u76f8\u6bd4 grep&#xff0c;LogQL \u652f\u6301\u5728\u65e5\u5fd7\u5c42\u9762\u505a\u805a\u5408&#xff0c;\u4f8b\u5982\u7edf\u8ba1\u8fc7\u53bb\u4e00\u5c0f\u65f6\u5404 Skill \u7684\u9519\u8bef\u7387&#xff0c;\u4e3a\u8fdb\u4e00\u6b65\u5173\u8054 Metrics \u548c Traces \u63d0\u4f9b\u5165\u53e3\u3002<\/p>\n<h3>\u516d\u3001Metrics&#xff1a;\u6307\u6807\u91c7\u96c6\u4e0e\u66b4\u9732<\/h3>\n<h4>6.1 Agent \u7cfb\u7edf\u9700\u8981\u54ea\u4e9b\u6307\u6807<\/h4>\n<p>\u4e0d\u540c\u4e8e\u4f20\u7edf Web \u670d\u52a1\u7684 QPS\/\u5ef6\u8fdf\/\u9519\u8bef\u7387\u4e09\u677f\u65a7&#xff0c;Agent \u7cfb\u7edf\u9700\u8981\u66f4\u4e30\u5bcc\u7684\u8bed\u4e49\u6307\u6807&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u5206\u7c7b\u6307\u6807\u540d\u79f0\u7c7b\u578b\u8bf4\u660e\u544a\u8b66\u9608\u503c\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u6267\u884c\u6548\u7387<\/td>\n<td>agent_skill_duration_seconds<\/td>\n<td>Histogram<\/td>\n<td>Skill \u6267\u884c\u8017\u65f6\u5206\u5e03<\/td>\n<td>P99 &gt; 30s<\/td>\n<\/tr>\n<tr>\n<td>\u6267\u884c\u6548\u7387<\/td>\n<td>agent_session_total_duration_seconds<\/td>\n<td>Histogram<\/td>\n<td>\u4f1a\u8bdd\u603b\u8017\u65f6\u5206\u5e03<\/td>\n<td>P99 &gt; 120s<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u9760\u6027<\/td>\n<td>agent_skill_errors_total<\/td>\n<td>Counter<\/td>\n<td>Skill \u6267\u884c\u9519\u8bef\u8ba1\u6570<\/td>\n<td>5min \u9519\u8bef\u7387 &gt; 10%<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u9760\u6027<\/td>\n<td>agent_session_timeout_total<\/td>\n<td>Counter<\/td>\n<td>\u4f1a\u8bdd\u8d85\u65f6\u8ba1\u6570<\/td>\n<td>5min \u5185 &gt; 3 \u6b21<\/td>\n<\/tr>\n<tr>\n<td>\u541e\u5410\u91cf<\/td>\n<td>agent_sessions_active<\/td>\n<td>Gauge<\/td>\n<td>\u5f53\u524d\u6d3b\u8dc3\u4f1a\u8bdd\u6570<\/td>\n<td>&gt; \u5e76\u53d1\u4e0a\u9650 80%<\/td>\n<\/tr>\n<tr>\n<td>\u8d28\u91cf<\/td>\n<td>agent_task_completion_rate<\/td>\n<td>Gauge<\/td>\n<td>\u4efb\u52a1\u5b8c\u6210\u7387<\/td>\n<td>&lt; 85%<\/td>\n<\/tr>\n<tr>\n<td>\u8d44\u6e90<\/td>\n<td>agent_model_tokens_total<\/td>\n<td>Counter<\/td>\n<td>LLM Token \u6d88\u8017\u91cf<\/td>\n<td>\u65e5\u6d88\u8017\u8d85\u9884\u7b97 120%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u6307\u6807\u7684\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5b9a\u4f4d\u3002\u4f20\u7edf\u6307\u6807\u53ea\u80fd\u544a\u8bc9\u4f60\u201cHTTP 500 \u9519\u8bef\u589e\u52a0\u4e86\u201d&#xff0c;\u800c\u8bed\u4e49\u7ea7\u6307\u6807\u80fd\u544a\u8bc9\u4f60\u201c\u4ee3\u7801\u6267\u884c Skill \u7684\u9519\u8bef\u7387\u4ece 2% \u98d9\u5347\u5230 15%\u201d&#xff0c;\u76f4\u63a5\u7f29\u5c0f\u6392\u67e5\u8303\u56f4\u3002<\/p>\n<h4>6.2 \u6307\u6807\u91c7\u96c6 Skill \u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\">\/\/ metrics-collector.js \u2014 OpenClaw Agent \u6307\u6807\u91c7\u96c6 Skill<\/span><br \/>\n<span class=\"token comment\">\/\/ \u9002\u7528\u7248\u672c&#xff1a;OpenClaw v1.6&#043;&#xff1b;\u4f9d\u8d56&#xff1a;prom-client (^15.0.0)<\/span><br \/>\n<span class=\"token keyword\">const<\/span> client <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;prom-client&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> register <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">client<span class=\"token punctuation\">.<\/span>Registry<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\nclient<span class=\"token punctuation\">.<\/span><span class=\"token function\">collectDefaultMetrics<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> register<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">prefix<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;agent_&#039;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token comment\">\/\/ Skill \u6267\u884c\u8017\u65f6\u76f4\u65b9\u56fe&#xff1a;\u652f\u6301 P50\/P95\/P99 \u5206\u4f4d\u6570\u5206\u6790<\/span><br \/>\n<span class=\"token keyword\">const<\/span> skillDurationHistogram <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">client<span class=\"token punctuation\">.<\/span>Histogram<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token literal-property property\">name<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;agent_skill_duration_seconds&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">help<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;Duration of skill execution in seconds&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">labelNames<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;skill_name&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;status&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;session_type&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">buckets<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">0.5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">120<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">registers<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span>register<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> skillErrorCounter <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">client<span class=\"token punctuation\">.<\/span>Counter<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token literal-property property\">name<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;agent_skill_errors_total&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">help<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;Total count of skill execution errors&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">labelNames<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;skill_name&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;error_type&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">registers<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span>register<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> activeSessionsGauge <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">client<span class=\"token punctuation\">.<\/span>Gauge<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token literal-property property\">name<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;agent_sessions_active&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">help<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;Number of currently active sessions&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">labelNames<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;session_type&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">registers<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span>register<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u6307\u6807\u91c7\u96c6\u4e2d\u95f4\u4ef6&#xff1a;\u88c5\u9970 Skill.execute&#xff0c;\u4f4e\u4fb5\u5165\u81ea\u52a8\u8bb0\u5f55<\/span><br \/>\n<span class=\"token keyword\">function<\/span> <span class=\"token function\">withMetricsCollection<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">skill<span class=\"token punctuation\">,<\/span> context<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">const<\/span> originalExecute <span class=\"token operator\">&#061;<\/span> skill<span class=\"token punctuation\">.<\/span><span class=\"token function\">execute<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">bind<\/span><span class=\"token punctuation\">(<\/span>skill<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">executeWithMetrics<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\"><span class=\"token operator\">&#8230;<\/span>args<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">const<\/span> startTime <span class=\"token operator\">&#061;<\/span> Date<span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">const<\/span> sessionType <span class=\"token operator\">&#061;<\/span> context<span class=\"token operator\">?.<\/span>sessionType <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;default&#039;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    activeSessionsGauge<span class=\"token punctuation\">.<\/span><span class=\"token function\">labels<\/span><span class=\"token punctuation\">(<\/span>sessionType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">inc<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token keyword\">const<\/span> result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">originalExecute<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8230;<\/span>args<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n      skillDurationHistogram<span class=\"token punctuation\">.<\/span><span class=\"token function\">labels<\/span><span class=\"token punctuation\">(<\/span>skill<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;unknown&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;success&#039;<\/span><span class=\"token punctuation\">,<\/span> sessionType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">observe<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>Date<span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> startTime<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n      <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span>error<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      skillDurationHistogram<span class=\"token punctuation\">.<\/span><span class=\"token function\">labels<\/span><span class=\"token punctuation\">(<\/span>skill<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;unknown&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;error&#039;<\/span><span class=\"token punctuation\">,<\/span> sessionType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">observe<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>Date<span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> startTime<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n      skillErrorCounter<span class=\"token punctuation\">.<\/span><span class=\"token function\">labels<\/span><span class=\"token punctuation\">(<\/span>skill<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;unknown&#039;<\/span><span class=\"token punctuation\">,<\/span> error<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;UnknownError&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">inc<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n      <span class=\"token keyword\">throw<\/span> error<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">finally<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      activeSessionsGauge<span class=\"token punctuation\">.<\/span><span class=\"token function\">labels<\/span><span class=\"token punctuation\">(<\/span>sessionType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">dec<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">metricsHandler<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">req<span class=\"token punctuation\">,<\/span> res<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  res<span class=\"token punctuation\">.<\/span><span class=\"token function\">setHeader<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;Content-Type&#039;<\/span><span class=\"token punctuation\">,<\/span> register<span class=\"token punctuation\">.<\/span>contentType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  res<span class=\"token punctuation\">.<\/span><span class=\"token function\">end<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> register<span class=\"token punctuation\">.<\/span><span class=\"token function\">metrics<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>module<span class=\"token punctuation\">.<\/span>exports <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span> register<span class=\"token punctuation\">,<\/span> withMetricsCollection<span class=\"token punctuation\">,<\/span> metricsHandler <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u4ee3\u7801\u89e3\u8bfb&#xff1a;\u8fd9\u6bb5\u4ee3\u7801\u4f53\u73b0\u4f4e\u4fb5\u5165\u6027\u8bbe\u8ba1\u3002\u9996\u5148\u521b\u5efa\u72ec\u7acb\u7684 Prometheus Registry&#xff0c;\u907f\u514d\u4e0e OpenClaw \u5185\u90e8\u53ef\u80fd\u5b58\u5728\u7684\u5168\u5c40 Registry \u51b2\u7a81\u3002\u7136\u540e\u5b9a\u4e49\u4e09\u7c7b\u6838\u5fc3\u6307\u6807&#xff1a;\u8017\u65f6\u76f4\u65b9\u56fe\u7528\u4e8e\u5206\u4f4d\u6570\u5206\u6790&#xff0c;\u9519\u8bef\u8ba1\u6570\u5668\u7528\u4e8e\u9519\u8bef\u7387\u7edf\u8ba1&#xff0c;\u6d3b\u8dc3\u4f1a\u8bdd\u6570\u7528\u4e8e\u5bb9\u91cf\u89c4\u5212\u3002withMetricsCollection \u901a\u8fc7\u88c5\u9970\u5668\u6a21\u5f0f\u5305\u88c5 Skill \u7684 execute \u65b9\u6cd5&#xff0c;\u5728\u6267\u884c\u524d\u540e\u81ea\u52a8\u8bb0\u5f55\u8017\u65f6\u3001\u9519\u8bef\u548c\u5e76\u53d1\u6570&#xff0c;\u4e1a\u52a1\u4ee3\u7801\u65e0\u9700\u4fee\u6539\u3002\u6700\u540e\u66b4\u9732\u6807\u51c6 \/metrics \u7aef\u70b9&#xff0c;\u4f9b Prometheus \u62c9\u53d6\u91c7\u96c6\u3002<\/p>\n<h4>6.3 \u6307\u6807\u53ef\u89c6\u5316\u7684\u5173\u952e\u9762\u677f<\/h4>\n<p>Grafana \u4e2d\u7684\u9762\u677f\u8bbe\u8ba1\u51b3\u5b9a\u4e86 Metrics \u662f\u5426\u5bb9\u6613\u88ab\u7406\u89e3\u3002\u63a8\u8350\u4f18\u5148\u5efa\u8bbe\u56db\u7c7b\u9762\u677f&#xff1a;Skill P99 \u5ef6\u8fdf\u70ed\u529b\u56fe&#xff0c;X \u8f74\u4e3a\u65f6\u95f4\u3001Y \u8f74\u4e3a Skill \u540d\u79f0&#xff0c;\u989c\u8272\u6df1\u6d45\u8868\u793a\u5ef6\u8fdf\u9ad8\u4f4e&#xff1b;\u9519\u8bef\u7387\u8d8b\u52bf\u6298\u7ebf\u56fe&#xff0c;\u6309 Skill \u5206\u7ec4\u5e76\u53e0\u52a0\u544a\u8b66\u9608\u503c&#xff1b;\u6d3b\u8dc3\u4f1a\u8bdd\u6570\u9762\u79ef\u56fe&#xff0c;\u53e0\u52a0\u5e76\u53d1\u4e0a\u9650\u53c2\u8003\u7ebf&#xff1b;Token \u6d88\u8017\u7d2f\u79ef\u56fe&#xff0c;\u6309\u6a21\u578b\u5206\u7ec4\u5e76\u53e0\u52a0\u9884\u7b97\u7ebf\u3002\u901a\u8fc7 Grafana \u53d8\u91cf&#xff08;$skill_name\u3001$session_type&#xff09;\u5b9e\u73b0\u52a8\u6001\u8fc7\u6ee4&#xff0c;\u53ef\u4ee5\u8ba9\u4e0d\u540c\u89d2\u8272\u7684\u5de5\u7a0b\u5e08\u5feb\u901f\u805a\u7126\u81ea\u5df1\u5173\u5fc3\u7684\u8303\u56f4\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827083210-6a8ff60a90c8a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e03\u3001Traces&#xff1a;\u5168\u94fe\u8def\u8ffd\u8e2a\u5b9e\u73b0<\/h3>\n<h4>7.1 \u94fe\u8def\u8ffd\u8e2a\u65f6\u5e8f\u6a21\u578b<\/h4>\n<p>     LLM API<\/p>\n<p>     Skill code-exec<\/p>\n<p>     Skill web-search<\/p>\n<p>     Session Orchestrator<\/p>\n<p>     \u7528\u6237<\/p>\n<p>      LLM API<\/p>\n<p>      Skill code-exec<\/p>\n<p>      Skill web-search<\/p>\n<p>      Session Orchestrator<\/p>\n<p>      \u7528\u6237<\/p>\n<p>  #mermaid-svg-70weSJ7aIjY9QsUw{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-70weSJ7aIjY9QsUw .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-70weSJ7aIjY9QsUw .error-icon{fill:#552222;}#mermaid-svg-70weSJ7aIjY9QsUw .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-70weSJ7aIjY9QsUw .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-70weSJ7aIjY9QsUw .marker{fill:#333333;stroke:#333333;}#mermaid-svg-70weSJ7aIjY9QsUw .marker.cross{stroke:#333333;}#mermaid-svg-70weSJ7aIjY9QsUw svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-70weSJ7aIjY9QsUw p{margin:0;}#mermaid-svg-70weSJ7aIjY9QsUw .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-70weSJ7aIjY9QsUw text.actor&gt;tspan{fill:black;stroke:none;}#mermaid-svg-70weSJ7aIjY9QsUw .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-70weSJ7aIjY9QsUw .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-70weSJ7aIjY9QsUw .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-70weSJ7aIjY9QsUw .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-70weSJ7aIjY9QsUw #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-70weSJ7aIjY9QsUw .sequenceNumber{fill:white;}#mermaid-svg-70weSJ7aIjY9QsUw #sequencenumber{fill:#333;}#mermaid-svg-70weSJ7aIjY9QsUw #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-70weSJ7aIjY9QsUw .messageText{fill:#333;stroke:none;}#mermaid-svg-70weSJ7aIjY9QsUw .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-70weSJ7aIjY9QsUw .labelText,#mermaid-svg-70weSJ7aIjY9QsUw .labelText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-70weSJ7aIjY9QsUw .loopText,#mermaid-svg-70weSJ7aIjY9QsUw .loopText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-70weSJ7aIjY9QsUw .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-70weSJ7aIjY9QsUw .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-70weSJ7aIjY9QsUw .noteText,#mermaid-svg-70weSJ7aIjY9QsUw .noteText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-70weSJ7aIjY9QsUw .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-70weSJ7aIjY9QsUw .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-70weSJ7aIjY9QsUw .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-70weSJ7aIjY9QsUw .actorPopupMenu{position:absolute;}#mermaid-svg-70weSJ7aIjY9QsUw .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-70weSJ7aIjY9QsUw .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-70weSJ7aIjY9QsUw .actor-man circle,#mermaid-svg-70weSJ7aIjY9QsUw line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-70weSJ7aIjY9QsUw :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>     Root Span session.execute<\/p>\n<p>     Child Span skill.web-search<\/p>\n<p>     Child Span skill.code-exec<\/p>\n<p>   \u53d1\u8d77\u4efb\u52a1 trace_id&#061;abc123<\/p>\n<p>   \u63a8\u7406\u4e0b\u4e00\u6b65\u8c03\u7528<\/p>\n<p>   \u8c03\u7528 web-search<\/p>\n<p>   \u6267\u884c\u641c\u7d22<\/p>\n<p>   \u6784\u5efa\u67e5\u8be2<\/p>\n<p>   \u89e3\u6790\u7ed3\u679c<\/p>\n<p>   \u8fd4\u56de\u7ed3\u679c duration&#061;2.3s<\/p>\n<p>   \u57fa\u4e8e\u7ed3\u679c\u751f\u6210\u4ee3\u7801<\/p>\n<p>   \u751f\u6210\u4ee3\u7801\u7247\u6bb5<\/p>\n<p>   \u6267\u884c\u4ee3\u7801<\/p>\n<p>   \u8fd4\u56de\u7ed3\u679c duration&#061;5.1s<\/p>\n<p>   \u4efb\u52a1\u5b8c\u6210 total&#061;12.4s<\/p>\n<p>\u4e0a\u56fe\u8bf4\u660e&#xff1a;\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u4efb\u52a1\u6267\u884c\u94fe\u8def\u5305\u542b\u4e00\u4e2a Root Span&#xff08;session.execute&#xff09;\u548c\u591a\u4e2a Child Span&#xff08;\u6bcf\u4e2a Skill \u6267\u884c&#xff09;\u3002LLM \u63a8\u7406\u8c03\u7528\u672c\u8eab\u4e5f\u662f\u4e00\u4e2a Span&#xff0c;\u8bb0\u5f55\u4e86\u201cAgent \u601d\u8003\u201d\u7684\u8017\u65f6\u3002\u901a\u8fc7\u8fd9\u79cd\u5206\u5c42\u7ed3\u6784&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5728 Jaeger\/Tempo \u4e2d\u770b\u5230\u5b8c\u6574\u7684\u6267\u884c\u6811&#xff0c;\u5feb\u901f\u5b9a\u4f4d\u8017\u65f6\u6700\u957f\u7684\u73af\u8282\u3002<\/p>\n<h4>7.2 \u94fe\u8def\u8ffd\u8e2a\u4e2d\u95f4\u4ef6\u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\">\/\/ trace-middleware.js \u2014 OpenClaw Agent \u94fe\u8def\u8ffd\u8e2a\u4e2d\u95f4\u4ef6<\/span><br \/>\n<span class=\"token comment\">\/\/ \u9002\u7528\u7248\u672c&#xff1a;OpenClaw v2.0&#043;&#xff1b;\u4f9d\u8d56&#xff1a;&#064;opentelemetry\/api, sdk-trace-node<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> trace<span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">,<\/span> SpanStatusCode<span class=\"token punctuation\">,<\/span> SpanKind <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;&#064;opentelemetry\/api&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> tracer <span class=\"token operator\">&#061;<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTracer<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;openclaw-agent&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;2.0.0&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">function<\/span> <span class=\"token function\">generateTraceId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> randomBytes <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;crypto&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> <span class=\"token function\">randomBytes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;hex&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u4f1a\u8bdd\u7ea7\u8ffd\u8e2a&#xff1a;\u521b\u5efa Root Span&#xff0c;\u8bb0\u5f55\u6574\u4e2a\u4f1a\u8bdd\u751f\u547d\u5468\u671f<\/span><br \/>\n<span class=\"token keyword\">function<\/span> <span class=\"token function\">withTracing<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">sessionType<span class=\"token punctuation\">,<\/span> sessionContext<span class=\"token punctuation\">,<\/span> sessionHandler<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">tracedSessionHandler<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\"><span class=\"token operator\">&#8230;<\/span>args<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">const<\/span> rootSpan <span class=\"token operator\">&#061;<\/span> tracer<span class=\"token punctuation\">.<\/span><span class=\"token function\">startSpan<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;session.execute&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token literal-property property\">kind<\/span><span class=\"token operator\">:<\/span> SpanKind<span class=\"token punctuation\">.<\/span><span class=\"token constant\">INTERNAL<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token literal-property property\">attributes<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#039;session.id&#039;<\/span><span class=\"token operator\">:<\/span> sessionContext<span class=\"token punctuation\">.<\/span>sessionId<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#039;session.type&#039;<\/span><span class=\"token operator\">:<\/span> sessionType<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#039;session.user_id&#039;<\/span><span class=\"token operator\">:<\/span> sessionContext<span class=\"token punctuation\">.<\/span>userId <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;anonymous&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#039;agent.version&#039;<\/span><span class=\"token operator\">:<\/span> process<span class=\"token punctuation\">.<\/span>env<span class=\"token punctuation\">.<\/span><span class=\"token constant\">AGENT_VERSION<\/span> <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;2.0.0&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> context<span class=\"token punctuation\">.<\/span><span class=\"token function\">with<\/span><span class=\"token punctuation\">(<\/span>trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">setSpan<\/span><span class=\"token punctuation\">(<\/span>context<span class=\"token punctuation\">.<\/span><span class=\"token function\">active<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> rootSpan<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">async<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">const<\/span> result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">sessionHandler<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8230;<\/span>args<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setAttributes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n          <span class=\"token string-property property\">&#039;session.result&#039;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;success&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n          <span class=\"token string-property property\">&#039;session.skill_count&#039;<\/span><span class=\"token operator\">:<\/span> result<span class=\"token operator\">?.<\/span>skillCount <span class=\"token operator\">||<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n          <span class=\"token string-property property\">&#039;session.total_duration_ms&#039;<\/span><span class=\"token operator\">:<\/span> result<span class=\"token operator\">?.<\/span>durationMs <span class=\"token operator\">||<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">code<\/span><span class=\"token operator\">:<\/span> SpanStatusCode<span class=\"token punctuation\">.<\/span><span class=\"token constant\">OK<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span>error<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setAttributes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n          <span class=\"token string-property property\">&#039;session.result&#039;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;error&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n          <span class=\"token string-property property\">&#039;session.error_type&#039;<\/span><span class=\"token operator\">:<\/span> error<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">||<\/span> <span class=\"token string\">&#039;UnknownError&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">code<\/span><span class=\"token operator\">:<\/span> SpanStatusCode<span class=\"token punctuation\">.<\/span><span class=\"token constant\">ERROR<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">message<\/span><span class=\"token operator\">:<\/span> error<span class=\"token punctuation\">.<\/span>message <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">recordException<\/span><span class=\"token punctuation\">(<\/span>error<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">throw<\/span> error<span class=\"token punctuation\">;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">finally<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        rootSpan<span class=\"token punctuation\">.<\/span><span class=\"token function\">end<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>module<span class=\"token punctuation\">.<\/span>exports <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span> generateTraceId<span class=\"token punctuation\">,<\/span> withTracing <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u4ee3\u7801\u89e3\u8bfb&#xff1a;\u8fd9\u6bb5\u4e2d\u95f4\u4ef6\u5b9e\u73b0\u4f1a\u8bdd\u7ea7\u94fe\u8def\u8ffd\u8e2a\u3002withTracing \u4e3a\u6574\u4e2a\u4f1a\u8bdd\u521b\u5efa Root Span&#xff0c;\u8bb0\u5f55\u4f1a\u8bdd\u7c7b\u578b\u3001\u7528\u6237 ID\u3001Agent \u7248\u672c\u7b49\u5c5e\u6027&#xff1b;\u4f1a\u8bdd\u7ed3\u675f\u65f6\u8bb0\u5f55 Skill \u8c03\u7528\u6b21\u6570\u548c\u603b\u8017\u65f6\u3002\u901a\u8fc7 OpenTelemetry \u7684 context.with() API&#xff0c;Root Span \u4f1a\u81ea\u52a8\u6210\u4e3a\u540e\u7eed Child Span \u7684\u7236\u8282\u70b9\u3002\u5f02\u5e38\u53d1\u751f\u65f6&#xff0c;\u4ee3\u7801\u4e3b\u52a8\u8bbe\u7f6e Span \u72b6\u6001\u4e3a ERROR \u5e76\u8bb0\u5f55\u5f02\u5e38\u4fe1\u606f&#xff0c;\u786e\u4fdd\u5728 Jaeger UI \u4e2d\u4e00\u773c\u770b\u5230\u5931\u8d25\u8def\u5f84\u3002LLM \u63a8\u7406\u548c\u5355\u4e2a Skill \u6267\u884c\u4e5f\u53ef\u53c2\u7167\u76f8\u540c\u6a21\u5f0f\u521b\u5efa Child Span&#xff0c;\u4ece\u800c\u6784\u5efa\u5b8c\u6574\u7684\u6267\u884c\u6811\u3002<\/p>\n<h4>7.3 \u91c7\u6837\u7b56\u7565\u4e0e\u5b58\u50a8\u6210\u672c<\/h4>\n<p>\u5168\u91cf\u91c7\u96c6\u94fe\u8def\u8ffd\u8e2a\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5f80\u5f80\u4e0d\u53ef\u6301\u7eed\u3002\u63a8\u8350\u91c7\u7528 head-based \u6982\u7387\u91c7\u6837&#xff1a;\u751f\u4ea7\u73af\u5883\u6309 10% \u91c7\u6837&#xff0c;\u5f00\u53d1\u73af\u5883\u5168\u91cf\u91c7\u96c6\u3002\u8fd9\u6837\u65e2\u80fd\u4fdd\u7559\u8db3\u591f\u7684\u6545\u969c\u6837\u672c&#xff0c;\u53c8\u80fd\u5c06\u5b58\u50a8\u6210\u672c\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u3002\u5bf9\u4e8e\u5173\u952e\u4f1a\u8bdd&#xff08;\u5982\u4ed8\u8d39\u7528\u6237\u3001\u6838\u5fc3\u4efb\u52a1&#xff09;&#xff0c;\u53ef\u901a\u8fc7\u81ea\u5b9a\u4e49\u91c7\u6837\u51b3\u7b56\u4fdd\u7559\u5168\u91cf Trace\u3002\u6b64\u5916&#xff0c;\u94fe\u8def\u6570\u636e\u5efa\u8bae\u8bbe\u7f6e 7-15 \u5929\u7684\u70ed\u5b58\u50a8&#xff0c;\u8d85\u8fc7\u5468\u671f\u7684\u6570\u636e\u8f6c\u5b58\u5bf9\u8c61\u5b58\u50a8&#xff0c;\u9700\u8981\u65f6\u518d\u56de\u653e\u3002Metrics \u5219\u9002\u5408\u957f\u671f\u4fdd\u7559&#xff0c;\u7528\u4e8e\u8d8b\u52bf\u5206\u6790\u548c\u5bb9\u91cf\u89c4\u5212\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827083211-6a8ff60be4963.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u516b\u3001\u4e09\u67f1\u5173\u8054&#xff1a;\u7edf\u4e00\u4e0a\u4e0b\u6587\u6ce8\u5165<\/h3>\n<p>\u4e09\u5927\u652f\u67f1\u7684\u4ef7\u503c\u5728\u5173\u8054\u4e2d\u88ab\u653e\u5927\u3002\u5173\u8054\u7684\u5173\u952e\u662f\u7edf\u4e00\u7684 ID \u4f53\u7cfb&#xff1a;<\/p>\n<table>\n<tr>ID \u7c7b\u578b\u751f\u6210\u65f6\u673a\u643a\u5e26\u4f4d\u7f6e\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>trace_id<\/td>\n<td>\u4f1a\u8bdd\u521b\u5efa\u65f6<\/td>\n<td>\u65e5\u5fd7\u5b57\u6bb5 &#043; Span \u5c5e\u6027 &#043; Metrics label<\/td>\n<td>\u4e32\u8054\u4e00\u6b21\u5b8c\u6574\u4efb\u52a1\u7684\u6240\u6709\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>session_id<\/td>\n<td>\u4f1a\u8bdd\u521b\u5efa\u65f6<\/td>\n<td>\u65e5\u5fd7\u5b57\u6bb5 &#043; Span \u5c5e\u6027 &#043; Metrics label<\/td>\n<td>\u805a\u5408\u540c\u4e00\u4f1a\u8bdd\u7684\u6267\u884c\u7edf\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>span_id<\/td>\n<td>\u6bcf\u4e2a Span \u521b\u5efa\u65f6<\/td>\n<td>Span \u672c\u8eab &#043; \u5b50 Span \u7684 parent_span_id<\/td>\n<td>\u6784\u5efa\u6267\u884c\u6811<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u57fa\u4e8e\u8fd9\u4e9b ID&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u4e09\u79cd\u5178\u578b\u5173\u8054\u67e5\u8be2&#xff1a;<\/p>\n<li>\u4ece\u94fe\u8def\u5230\u65e5\u5fd7&#xff1a;\u5728 Jaeger \u4e2d\u770b\u5230\u5f02\u5e38 Span \u2192 \u590d\u5236 trace_id \u2192 \u5728 Loki \u4e2d\u67e5\u8be2 {trace_id&#061;&#034;abc123&#034;} \u2192 \u770b\u5230\u5bf9\u5e94\u8be6\u7ec6\u65e5\u5fd7<\/li>\n<li>\u4ece\u6307\u6807\u5230\u94fe\u8def&#xff1a;\u5728 Grafana \u4e2d\u770b\u5230 agent_skill_duration_seconds P99 \u98d9\u5347 \u2192 \u70b9\u51fb skill_name label \u2192 \u8df3\u8f6c\u5230 Jaeger \u67e5\u770b\u8be5 Skill \u7684 Trace \u5217\u8868<\/li>\n<li>\u4ece\u65e5\u5fd7\u5230\u6307\u6807&#xff1a;\u5728 Loki \u4e2d\u770b\u5230\u5927\u91cf skill_error \u65e5\u5fd7 \u2192 \u7528 LogQL \u7edf\u8ba1\u9519\u8bef\u7387 \u2192 \u4e0e Prometheus \u6307\u6807\u4ea4\u53c9\u9a8c\u8bc1<\/li>\n<h4>8.1 \u5173\u8054\u67e5\u8be2\u5b9e\u6218<\/h4>\n<p>\u4e00\u6b21\u5178\u578b\u7684\u6392\u969c\u6d41\u7a0b\u5982\u4e0b&#xff1a;Grafana \u544a\u8b66\u663e\u793a web-search Skill \u7684 P99 \u5ef6\u8fdf\u5728 10:05 \u8d85\u8fc7\u9608\u503c&#xff0c;\u5de5\u7a0b\u5e08\u70b9\u51fb\u544a\u8b66\u8df3\u8f6c Jaeger&#xff0c;\u53d1\u73b0 trace_id \u4e3a abc123 \u7684 Trace \u4e2d LLM Span \u8017\u65f6 8 \u79d2&#xff1b;\u590d\u5236\u8be5 trace_id \u5230 Loki&#xff0c;\u8fc7\u6ee4\u51fa\u540c\u4e00\u65f6\u523b\u7684\u65e5\u5fd7&#xff0c;\u53d1\u73b0 finish_reason&#061;rate_limited&#xff1b;\u518d\u67e5\u770b Prometheus \u7684 agent_model_tokens_total&#xff0c;\u786e\u8ba4\u5f53\u65f6 Token \u6d88\u8017\u7a81\u589e\u3002\u4e09\u6b65\u67e5\u8be2\u5171\u540c\u6307\u5411 API \u9650\u6d41&#xff0c;\u65e0\u9700\u767b\u5f55\u670d\u52a1\u5668 grep \u65e5\u5fd7\u3002<\/p>\n<p><span class=\"token comment\">\/\/ unified-context.js \u2014 \u7edf\u4e00\u4e0a\u4e0b\u6587\u6ce8\u5165\u5668<\/span><br \/>\n<span class=\"token comment\">\/\/ \u5c06 trace_id\u3001session_id \u540c\u65f6\u6ce8\u5165\u65e5\u5fd7\u3001\u6307\u6807\u4e0e\u94fe\u8def\u8ffd\u8e2a<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> trace<span class=\"token punctuation\">,<\/span> context <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;&#064;opentelemetry\/api&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> createContextLogger <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;.\/structured-logger&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> <span class=\"token punctuation\">{<\/span> skillDurationHistogram<span class=\"token punctuation\">,<\/span> skillErrorCounter <span class=\"token punctuation\">}<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">require<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;.\/metrics-collector&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">function<\/span> <span class=\"token function\">injectUnifiedContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">sessionId<span class=\"token punctuation\">,<\/span> sessionType<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token keyword\">const<\/span> activeSpan <span class=\"token operator\">&#061;<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSpan<\/span><span class=\"token punctuation\">(<\/span>context<span class=\"token punctuation\">.<\/span><span class=\"token function\">active<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  <span class=\"token keyword\">const<\/span> traceId <span class=\"token operator\">&#061;<\/span> activeSpan<span class=\"token operator\">?.<\/span><span class=\"token function\">spanContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">?.<\/span>traceId <span class=\"token operator\">||<\/span> <span class=\"token function\">generateFallbackTraceId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>  <span class=\"token keyword\">const<\/span> contextLogger <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">createContextLogger<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token literal-property property\">trace_id<\/span><span class=\"token operator\">:<\/span> traceId<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">session_id<\/span><span class=\"token operator\">:<\/span> sessionId<span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>  <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    traceId<span class=\"token punctuation\">,<\/span><br \/>\n    sessionId<span class=\"token punctuation\">,<\/span><br \/>\n    sessionType<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">logger<\/span><span class=\"token operator\">:<\/span> contextLogger<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token literal-property property\">metricLabels<\/span><span class=\"token operator\">:<\/span> <span class=\"token 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punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n  <span class=\"token keyword\">return<\/span> <span class=\"token template-string\"><span class=\"token template-punctuation string\">&#096;<\/span><span class=\"token string\">fallback_<\/span><span class=\"token interpolation\"><span class=\"token interpolation-punctuation punctuation\">${<\/span><span class=\"token function\">randomBytes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;hex&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token interpolation-punctuation punctuation\">}<\/span><\/span><span class=\"token template-punctuation string\">&#096;<\/span><\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token 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span{color:#333;}#mermaid-svg-wUDdTDVJRJARh5e4 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-wUDdTDVJRJARh5e4 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-wUDdTDVJRJARh5e4 rect.text{fill:none;stroke-width:0;}#mermaid-svg-wUDdTDVJRJARh5e4 .icon-shape,#mermaid-svg-wUDdTDVJRJARh5e4 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wUDdTDVJRJARh5e4 .icon-shape p,#mermaid-svg-wUDdTDVJRJARh5e4 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-wUDdTDVJRJARh5e4 .icon-shape .label rect,#mermaid-svg-wUDdTDVJRJARh5e4 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wUDdTDVJRJARh5e4 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-wUDdTDVJRJARh5e4 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-wUDdTDVJRJARh5e4 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Metrics \u5f02\u5e38<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Logs \u5f02\u5e38<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Traces \u5f02\u5e38<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u9519\u8bef\u7387\u98d9\u5347<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5ef6\u8fdf\u98d9\u5347<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8d44\u6e90\u8017\u5c3d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>ERROR \u7ea7\u522b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>WARN \u7ea7\u522b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Span \u8d85\u65f6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u94fe\u8def\u65ad\u88c2<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u8f93\u5165<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u7c7b\u578b\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6307\u6807\u7c7b\u578b\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65e5\u5fd7\u7ea7\u522b\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u94fe\u8def\u7279\u5f81\u5224\u65ad<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8ba1\u7b97 5min\/30min \u53d8\u5316\u7387<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8ba1\u7b97 P99 \u504f\u79fb\u91cf<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u67e5 Token\/\u5e76\u53d1\u6c34\u4f4d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u805a\u5408 error_type \u9891\u6b21<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u964d\u7ea7\u5904\u7406\u4ec5\u8bb0\u5f55<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5b9a\u4f4d\u8d85\u65f6 Skill<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u67e5 Skill \u4f9d\u8d56\u5173\u7cfb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u53d8\u5316\u7387 &gt; \u9608\u503c&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u504f\u79fb\u91cf &gt; 2\u03c3&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6c34\u4f4d &gt; 80%&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>5min \u5185 &gt; 3 \u6b21&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8d85\u65f6 &gt; 30s&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>P1 \u544a\u8b66\u7acb\u5373\u901a\u77e5<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#333 !important\" class=\"nodeLabel\"><\/p>\n<p>P3 \u544a\u8b66\u8bb0\u5f55\u89c2\u5bdf<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>P2 \u544a\u8b66 30min \u5904\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89e6\u53d1\u6545\u969c\u81ea\u6108\u6d41\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4eba\u5de5\u4ecb\u5165<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u81ea\u52a8\u5f52\u6863\u4e0b\u6b21\u590d\u67e5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u53ef\u81ea\u52a8\u6062\u590d&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#fff !important\" class=\"nodeLabel\"><\/p>\n<p>\u91cd\u8bd5\/\u964d\u7ea7\/\u8def\u7531\u5207\u6362<\/p>\n<p><\/span><\/p>\n<p>\u4e0a\u56fe\u8bf4\u660e&#xff1a;\u544a\u8b66\u51b3\u7b56\u6d41\u7a0b\u91c7\u7528\u591a\u7ea7\u964d\u7ea7\u7b56\u7565\u3002\u6570\u636e\u9996\u5148\u6309 Metrics\u3001Logs\u3001Traces \u5206\u6d41&#xff0c;\u7136\u540e\u7ecf\u8fc7\u9608\u503c\u5224\u65ad&#xff0c;\u5206\u4e3a P1&#xff08;\u7acb\u5373\u901a\u77e5&#xff09;\u3001P2&#xff08;30 \u5206\u949f\u5185\u5904\u7406&#xff09;\u3001P3&#xff08;\u8bb0\u5f55\u89c2\u5bdf&#xff09;\u4e09\u4e2a\u7ea7\u522b\u3002P1 \u544a\u8b66\u4f1a\u89e6\u53d1\u6545\u969c\u81ea\u6108\u6d41\u7a0b&#xff0c;\u5982\u679c\u53ef\u4ee5\u81ea\u52a8\u6062\u590d\u5219\u6267\u884c\u91cd\u8bd5\u3001\u964d\u7ea7\u6216\u8def\u7531\u5207\u6362&#xff0c;\u5426\u5219\u5347\u7ea7\u4e3a\u4eba\u5de5\u4ecb\u5165\u3002<\/p>\n<h4>9.2 Prometheus \u544a\u8b66\u89c4\u5219\u793a\u4f8b<\/h4>\n<p><span class=\"token comment\"># openclaw-agent-alerts.yml \u2014 Prometheus \u544a\u8b66\u89c4\u5219<\/span><br \/>\n<span class=\"token comment\"># \u9002\u7528\u7248\u672c&#xff1a;OpenClaw v1.6&#043;<\/span><\/p>\n<p><span class=\"token key atrule\">groups<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> openclaw_agent_alerts<br \/>\n    <span class=\"token key atrule\">rules<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token comment\"># P1&#xff1a;Skill \u9519\u8bef\u7387\u5728\u8fc7\u53bb 5 \u5206\u949f\u8d85\u8fc7 10%<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">alert<\/span><span class=\"token punctuation\">:<\/span> AgentSkillErrorRateSpike<br \/>\n        <span class=\"token key atrule\">expr<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n          (<br \/>\n            rate(agent_skill_errors_total[5m])<br \/>\n            \/<br \/>\n            (rate(agent_skill_duration_seconds_count{status&#061;&#034;success&#034;}[5m]) &#043; rate(agent_skill_errors_total[5m]))<br \/>\n          ) &gt; 0.1<\/span><br \/>\n        <span class=\"token key atrule\">for<\/span><span class=\"token punctuation\">:<\/span> 2m<br \/>\n        <span class=\"token key atrule\">labels<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">severity<\/span><span class=\"token punctuation\">:<\/span> P1<br \/>\n          <span class=\"token key atrule\">team<\/span><span class=\"token punctuation\">:<\/span> agent<span class=\"token punctuation\">&#8211;<\/span>platform<br \/>\n        <span class=\"token key atrule\">annotations<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">summary<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Skill {{ $labels.skill_name }} \u9519\u8bef\u7387\u8d85\u8fc7 10%&#034;<\/span><br \/>\n          <span class=\"token key atrule\">description<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n            Skill {{ $labels.skill_name }} \u8fc7\u53bb 5 \u5206\u949f\u9519\u8bef\u7387\u8d85\u8fc7 10%\u3002<br \/>\n            \u5f53\u524d\u9519\u8bef\u7387&#xff1a;{{ $value | humanizePercentage }}<br \/>\n            \u5efa\u8bae&#xff1a;\u7ed3\u5408\u8be5 Skill \u7684\u65e5\u5fd7\u4e0e\u94fe\u8def\u8ffd\u8e2a\u5b9a\u4f4d\u6839\u56e0\u3002<\/span><\/p>\n<p>      <span class=\"token comment\"># P2&#xff1a;Skill P99 \u5ef6\u8fdf\u5728\u8fc7\u53bb 5 \u5206\u949f\u6301\u7eed\u8d85\u8fc7 30 \u79d2<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">alert<\/span><span class=\"token punctuation\">:<\/span> AgentSkillLatencySpike<br \/>\n        <span class=\"token key atrule\">expr<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n          histogram_quantile(0.99,<br \/>\n            rate(agent_skill_duration_seconds_bucket[5m])<br \/>\n          ) &gt; 30<\/span><br \/>\n        <span class=\"token key atrule\">for<\/span><span class=\"token punctuation\">:<\/span> 5m<br \/>\n        <span class=\"token key atrule\">labels<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">severity<\/span><span class=\"token punctuation\">:<\/span> P2<br \/>\n          <span class=\"token key atrule\">team<\/span><span class=\"token punctuation\">:<\/span> agent<span class=\"token punctuation\">&#8211;<\/span>platform<br \/>\n        <span class=\"token key atrule\">annotations<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">summary<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Skill {{ $labels.skill_name }} P99 \u5ef6\u8fdf\u8d85\u8fc7 30s&#034;<\/span><br \/>\n          <span class=\"token key atrule\">description<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n            Skill {{ $labels.skill_name }} \u7684 P99 \u5ef6\u8fdf\u6301\u7eed\u8d85\u8fc7 30s\u3002<br \/>\n            \u5f53\u524d P99&#xff1a;{{ $value }}s<br \/>\n            \u5efa\u8bae&#xff1a;\u68c0\u67e5 LLM API \u5ef6\u8fdf\u4e0e Skill \u5185\u90e8\u903b\u8f91\u3002<\/span><\/p>\n<p>\u4ee3\u7801\u89e3\u8bfb&#xff1a;\u8fd9\u6bb5 Prometheus \u544a\u8b66\u89c4\u5219\u4f53\u73b0\u8bed\u4e49\u7ea7\u544a\u8b66\u601d\u60f3\u3002\u7b2c\u4e00\u4e2a\u89c4\u5219\u901a\u8fc7 rate(agent_skill_errors_total[5m]) \u4e0e\u6210\u529f\u8c03\u7528\u6570\u8ba1\u7b97 Skill \u9519\u8bef\u7387&#xff0c;\u8d85\u8fc7 10% \u5373\u89e6\u53d1 P1&#xff0c;\u907f\u514d\u901a\u7528\u6307\u6807\u65e0\u6cd5\u5b9a\u4f4d\u5177\u4f53 Skill \u7684\u95ee\u9898\u3002\u7b2c\u4e8c\u4e2a\u89c4\u5219\u4f7f\u7528 histogram_quantile(0.99, &#8230;) \u8ba1\u7b97 P99 \u5ef6\u8fdf&#xff0c;\u8d85\u8fc7 30 \u79d2\u89e6\u53d1 P2\u3002\u544a\u8b66\u6ce8\u91ca\u4e2d\u7ed9\u51fa summary \u548c description&#xff0c;\u5e76\u5efa\u8bae\u7ed3\u5408\u65e5\u5fd7\u4e0e\u94fe\u8def\u8ffd\u8e2a\u5b9a\u4f4d\u6839\u56e0&#xff0c;\u5f62\u6210\u201c\u544a\u8b66 \u2192 \u5b9a\u4f4d \u2192 \u6392\u67e5\u201d\u7684\u95ed\u73af\u3002<\/p>\n<h4>9.3 \u6545\u969c\u81ea\u6108\u7b56\u7565<\/h4>\n<table>\n<tr>\u6545\u969c\u7c7b\u578b\u68c0\u6d4b\u65b9\u5f0f\u81ea\u6108\u7b56\u7565\u56de\u9000\u673a\u5236<\/tr>\n<tbody>\n<tr>\n<td>Skill \u6267\u884c\u8d85\u65f6<\/td>\n<td>Span \u8d85\u65f6 &gt; 30s<\/td>\n<td>\u81ea\u52a8\u91cd\u8bd5\u6700\u591a 2 \u6b21&#xff0c;\u6307\u6570\u9000\u907f<\/td>\n<td>\u91cd\u8bd5\u5931\u8d25\u540e\u8df3\u8fc7\u8be5 Skill&#xff0c;\u964d\u7ea7\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>LLM API \u9650\u6d41<\/td>\n<td>HTTP 429 &#043; Token \u6d88\u8017\u6307\u6807<\/td>\n<td>\u5207\u6362\u5230\u5907\u7528\u6a21\u578b<\/td>\n<td>\u5907\u7528\u6a21\u578b\u4e0d\u53ef\u7528\u65f6\u6392\u961f\u7b49\u5f85<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u6b7b\u9501<\/td>\n<td>\u6d3b\u8dc3\u4f1a\u8bdd\u8d85\u65f6 &gt; 5min \u65e0\u65e5\u5fd7\u8f93\u51fa<\/td>\n<td>\u5f3a\u5236\u7ec8\u6b62\u4f1a\u8bdd\u5e76\u901a\u77e5\u7528\u6237<\/td>\n<td>\u4fdd\u5b58\u4f1a\u8bdd\u72b6\u6001&#xff0c;\u652f\u6301\u7528\u6237\u624b\u52a8\u6062\u590d<\/td>\n<\/tr>\n<tr>\n<td>Token \u9884\u7b97\u8d85\u652f<\/td>\n<td>Token \u6d88\u8017\u8ba1\u6570\u5668\u8d85\u9884\u7b97 120%<\/td>\n<td>\u9650\u5236\u957f\u4efb\u52a1\u521b\u5efa&#xff0c;\u4f18\u5148\u5904\u7406\u77ed\u4efb\u52a1<\/td>\n<td>\u9884\u7b97\u6062\u590d\u540e\u81ea\u52a8\u89e3\u9664\u9650\u5236<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u539f\u5219&#xff1a;\u81ea\u6108\u7b56\u7565\u5fc5\u987b\u9075\u5b88\u53ef\u9884\u6d4b\u6027\u3002\u7528\u6237\u9700\u8981\u77e5\u9053\u7cfb\u7edf\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\u4f1a\u81ea\u52a8\u91cd\u8bd5\u3001\u5207\u6362\u6216\u7ec8\u6b62\u3002\u56e0\u6b64&#xff0c;\u6bcf\u6b21\u81ea\u6108\u64cd\u4f5c\u90fd\u5e94\u901a\u8fc7\u65e5\u5fd7\u548c\u94fe\u8def\u8ffd\u8e2a\u8bb0\u5f55&#xff0c;\u5e76\u5728\u7528\u6237\u4ea4\u4e92\u4e2d\u7ed9\u51fa\u660e\u786e\u63d0\u793a\u3002<\/p>\n<h4>9.4 \u544a\u8b66\u6cbb\u7406\u7ecf\u9a8c<\/h4>\n<p>\u544a\u8b66\u6570\u91cf\u8fc7\u591a\u4f1a\u5bfc\u81f4\u544a\u8b66\u75b2\u52b3&#xff0c;\u8fc7\u5c11\u5219\u5bb9\u6613\u6f0f\u6389\u5173\u952e\u6545\u969c\u3002\u5efa\u8bae\u9075\u5faa\u4e09\u6761\u539f\u5219&#xff1a;\u4e00\u662f\u544a\u8b66\u5fc5\u987b\u53ef\u884c\u52a8&#xff0c;\u6bcf\u6761\u544a\u8b66\u90fd\u7ed9\u51fa\u4e0b\u4e00\u6b65\u64cd\u4f5c\u8def\u5f84&#xff1b;\u4e8c\u662f\u4f18\u5148\u57fa\u4e8e Metrics \u89e6\u53d1\u544a\u8b66&#xff0c;Logs \u548c Traces \u7528\u4e8e\u5b9a\u4f4d\u6839\u56e0&#xff1b;\u4e09\u662f\u5b9a\u671f\u590d\u76d8\u544a\u8b66&#xff0c;\u5173\u95ed\u8bef\u62a5\u7387\u9ad8\u7684\u89c4\u5219&#xff0c;\u8865\u5145\u7f3a\u5931\u7684\u573a\u666f\u3002\u901a\u8fc7\u8fd9\u5957\u6cbb\u7406\u673a\u5236&#xff0c;\u53ef\u4ee5\u5c06\u6709\u6548\u544a\u8b66\u5360\u6bd4\u63d0\u5347\u5230 70% \u4ee5\u4e0a&#xff0c;\u8ba9\u503c\u73ed\u5de5\u7a0b\u5e08\u771f\u6b63\u5173\u6ce8\u9700\u8981\u5e72\u9884\u7684\u95ee\u9898\u3002<\/p>\n<h3>\u5341\u3001\u65b9\u6848\u5bf9\u6bd4\u4e0e\u8fb9\u754c\u5206\u6790<\/h3>\n<h4>10.1 \u4f20\u7edf\u8fd0\u7ef4 vs \u53ef\u89c2\u6d4b\u6027\u8fd0\u7ef4<\/h4>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u4f20\u7edf\u8fd0\u7ef4&#xff08;grep \u65e5\u5fd7&#xff09;\u53ef\u89c2\u6d4b\u6027\u8fd0\u7ef4&#xff08;Metrics&#043;Traces&#043;Logs&#xff09;\u5dee\u5f02\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u95ee\u9898\u53d1\u73b0<\/td>\n<td>\u88ab\u52a8\u2014\u2014\u7528\u6237\u53cd\u9988\u6216\u4eba\u5de5\u5de1\u68c0<\/td>\n<td>\u4e3b\u52a8\u2014\u2014\u6307\u6807\u5f02\u5e38\u81ea\u52a8\u544a\u8b66<\/td>\n<td>\u4f20\u7edf\u65b9\u5f0f\u4f9d\u8d56\u4eba\u529b&#xff0c;\u53ef\u89c2\u6d4b\u6027\u4f9d\u8d56\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u95ee\u9898\u5b9a\u4f4d<\/td>\n<td>grep &#043; \u6392\u67e5&#xff0c;\u8017\u65f6 30min&#043;<\/td>\n<td>\u5173\u8054\u67e5\u8be2&#xff0c;1-3min<\/td>\n<td>\u4f20\u7edf\u65b9\u5f0f\u7f3a\u5c11\u5173\u8054&#xff0c;\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7 trace_id \u4e32\u8054<\/td>\n<\/tr>\n<tr>\n<td>\u6839\u56e0\u5206\u6790<\/td>\n<td>\u7ecf\u9a8c\u9a71\u52a8<\/td>\n<td>\u6570\u636e\u9a71\u52a8<\/td>\n<td>\u53ef\u89c2\u6d4b\u6027\u7cbe\u51c6\u5b9a\u4f4d\u5230\u5177\u4f53 Skill \u548c\u5f02\u5e38\u7c7b\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u5f71\u54cd\u8303\u56f4<\/td>\n<td>\u6a21\u7cca<\/td>\n<td>\u7cbe\u786e<\/td>\n<td>\u53ef\u89c2\u6d4b\u6027\u652f\u6301\u4f1a\u8bdd\u7ea7\u805a\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u6545\u969c\u9884\u9632<\/td>\n<td>\u51e0\u4e4e\u4e0d\u53ef\u80fd<\/td>\n<td>\u57fa\u4e8e\u8d8b\u52bf\u9884\u6d4b<\/td>\n<td>\u53ef\u89c2\u6d4b\u6027\u7684\u6307\u6807\u8d8b\u52bf\u5206\u6790\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u6210\u672c<\/td>\n<td>\u4eba\u529b\u5bc6\u96c6<\/td>\n<td>\u81ea\u52a8\u5316<\/td>\n<td>\u957f\u671f ROI \u663e\u8457<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u4e60\u66f2\u7ebf<\/td>\n<td>\u4f4e<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>\u53ef\u89c2\u6d4b\u6027\u6709\u6280\u672f\u95e8\u69db&#xff0c;\u4f46\u6536\u76ca\u66f4\u5927<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u5f00\u9500<\/td>\n<td>\u6781\u4f4e<\/td>\n<td>\u4e2d\u7b49<\/td>\n<td>\u53ef\u89c2\u6d4b\u6027\u672c\u8eab\u4e5f\u6709\u6210\u672c&#xff0c;\u9700\u8981\u6743\u8861<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>10.2 \u9002\u7528\u8fb9\u754c<\/h4>\n<p>\u9002\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u751f\u4ea7\u73af\u5883 Agent \u8fd0\u7ef4&#xff1a;\u591a\u7528\u6237\u5e76\u53d1\u30017\u00d724 \u8fd0\u884c&#xff0c;\u6545\u969c\u5f71\u54cd\u9762\u5927<\/li>\n<li>\u6545\u969c\u6392\u67e5&#xff1a;\u9700\u8981\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6839\u56e0&#xff0c;\u51cf\u5c11 MTTR<\/li>\n<li>\u6027\u80fd\u4f18\u5316&#xff1a;\u9700\u8981\u91cf\u5316\u5404 Skill \u8017\u65f6\u5206\u5e03&#xff0c;\u627e\u51fa\u74f6\u9888<\/li>\n<li>\u6210\u672c\u63a7\u5236&#xff1a;\u9700\u8981\u8ffd\u8e2a LLM Token \u6d88\u8017&#xff0c;\u907f\u514d\u9884\u7b97\u8d85\u652f<\/li>\n<li>\u8d28\u91cf\u76d1\u63a7&#xff1a;\u9700\u8981\u6301\u7eed\u76d1\u63a7\u4efb\u52a1\u5b8c\u6210\u7387&#xff0c;\u53d1\u73b0\u8d28\u91cf\u9000\u5316<\/li>\n<\/ul>\n<p>\u4e0d\u9002\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u4e2a\u4eba\u5b66\u4e60\/\u5b9e\u9a8c&#xff1a;\u642d\u5efa\u6210\u672c\u8fdc\u8d85\u6536\u76ca&#xff0c;\u7b80\u5355\u7684 console.log \u5373\u53ef<\/li>\n<li>\u7b80\u5355\u5bf9\u8bdd\u573a\u666f&#xff1a;\u5355\u8f6e\u95ee\u7b54\u3001\u65e0 Skill \u7f16\u6392&#xff0c;\u4e0d\u5b58\u5728\u94fe\u8def\u8ffd\u8e2a\u9700\u6c42<\/li>\n<li>\u8d85\u4f4e\u5ef6\u8fdf\u573a\u666f&#xff1a;\u91c7\u96c6\u4f1a\u5f15\u5165\u5fae\u79d2\u7ea7\u5ef6\u8fdf&#xff0c;\u5bf9\u5ef6\u8fdf\u6781\u5ea6\u654f\u611f\u7684\u573a\u666f\u9700\u8c28\u614e<\/li>\n<li>\u8d44\u6e90\u53d7\u9650\u73af\u5883&#xff1a;Prometheus\u3001Jaeger\u3001Loki \u9700\u8981\u989d\u5916\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90<\/li>\n<\/ul>\n<h4>10.3 \u6e10\u8fdb\u5f0f\u63a5\u5165\u8def\u5f84<\/h4>\n<table>\n<tr>\u9636\u6bb5\u63a5\u5165\u5185\u5bb9\u9884\u671f\u6536\u76ca\u6295\u5165\u65f6\u95f4<\/tr>\n<tbody>\n<tr>\n<td>\u9636\u6bb5\u4e00<\/td>\n<td>\u7ed3\u6784\u5316\u65e5\u5fd7 &#043; Loki<\/td>\n<td>\u65e5\u5fd7\u53ef\u641c\u7d22\u3001\u53ef\u805a\u5408&#xff0c;\u544a\u522b grep<\/td>\n<td>1-2 \u5929<\/td>\n<\/tr>\n<tr>\n<td>\u9636\u6bb5\u4e8c<\/td>\n<td>Metrics \u91c7\u96c6 &#043; Prometheus &#043; Grafana<\/td>\n<td>\u91cf\u5316 Skill \u6027\u80fd&#xff0c;\u4e3b\u52a8\u53d1\u73b0\u5f02\u5e38<\/td>\n<td>2-3 \u5929<\/td>\n<\/tr>\n<tr>\n<td>\u9636\u6bb5\u4e09<\/td>\n<td>\u94fe\u8def\u8ffd\u8e2a &#043; OpenTelemetry &#043; Tempo<\/td>\n<td>\u5168\u94fe\u8def\u53ef\u89c6\u5316&#xff0c;\u79d2\u7ea7\u5b9a\u4f4d\u74f6\u9888<\/td>\n<td>3-5 \u5929<\/td>\n<\/tr>\n<tr>\n<td>\u9636\u6bb5\u56db<\/td>\n<td>\u544a\u8b66\u89c4\u5219 &#043; \u6545\u969c\u81ea\u6108<\/td>\n<td>\u81ea\u52a8\u5316\u8fd0\u7ef4&#xff0c;\u964d\u4f4e MTTR<\/td>\n<td>2-3 \u5929<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>10.4 \u6210\u672c\u4e0e\u6536\u76ca\u518d\u5e73\u8861<\/h4>\n<p>\u5f15\u5165\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u5e76\u975e\u6ca1\u6709\u6210\u672c\u3002Prometheus\u3001Loki\u3001Jaeger\/Tempo \u90fd\u9700\u8981\u989d\u5916\u7684\u8ba1\u7b97\u3001\u5b58\u50a8\u548c\u7f51\u7edc\u8d44\u6e90&#xff0c;\u91c7\u6837\u7b56\u7565\u548c\u4fdd\u7559\u5468\u671f\u76f4\u63a5\u5f71\u54cd\u8d26\u5355\u3002\u5efa\u8bae\u5148\u8bc4\u4f30\u5f53\u524d\u6545\u969c\u7684\u5e73\u5747\u6062\u590d\u65f6\u95f4&#xff08;MTTR&#xff09;\u548c\u4eba\u5de5\u6392\u67e5\u6210\u672c&#xff0c;\u518d\u51b3\u5b9a\u6295\u5165\u89c4\u6a21\u3002\u5bf9\u4e8e\u65e5\u5747\u4f1a\u8bdd\u91cf\u4f4e\u4e8e\u4e00\u5343\u7684\u5185\u90e8\u5de5\u5177&#xff0c;\u9636\u6bb5\u4e00\u7684\u7ed3\u6784\u5316\u65e5\u5fd7\u53ef\u80fd\u5df2\u7ecf\u8db3\u591f&#xff1b;\u800c\u5bf9\u4e8e\u9762\u5411\u7528\u6237\u7684\u751f\u4ea7 Agent 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