{"id":150,"date":"2026-03-21T22:47:19","date_gmt":"2026-03-21T14:47:19","guid":{"rendered":"https:\/\/pa.yingzhi8.cn\/index.php\/2026\/03\/21\/help-testing\/"},"modified":"2026-03-21T23:08:56","modified_gmt":"2026-03-21T15:08:56","slug":"help-testing","status":"publish","type":"post","link":"https:\/\/pa.yingzhi8.cn\/index.php\/2026\/03\/21\/help-testing\/","title":{"rendered":"\u6d4b\u8bd5"},"content":{"rendered":"<h1>\u6d4b\u8bd5<\/h1>\n<p>OpenClaw \u5305\u542b\u4e09\u4e2a Vitest \u6d4b\u8bd5\u5957\u4ef6\uff08\u5355\u5143\/\u96c6\u6210\u3001\u7aef\u5230\u7aef\u3001\u5b9e\u65f6\uff09\u4ee5\u53ca\u4e00\u5c0f\u7ec4 Docker \u8fd0\u884c\u5668\u3002<\/p>\n<p>\u672c\u6587\u6863\u662f\u4e00\u4efd&#8221;\u6211\u4eec\u5982\u4f55\u6d4b\u8bd5&#8221;\u7684\u6307\u5357\uff1a<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u5957\u4ef6\u8986\u76d6\u4ec0\u4e48\uff08\u4ee5\u53ca\u5b83\u523b\u610f<em>\u4e0d<\/em>\u8986\u76d6\u4ec0\u4e48\uff09<\/li>\n<li>\u5e38\u89c1\u5de5\u4f5c\u6d41\u7a0b\u5e94\u8fd0\u884c\u54ea\u4e9b\u547d\u4ee4\uff08\u672c\u5730\u3001\u63a8\u9001\u524d\u3001\u8c03\u8bd5\uff09<\/li>\n<li>\u5b9e\u65f6\u6d4b\u8bd5\u5982\u4f55\u53d1\u73b0\u51ed\u8bc1\u5e76\u9009\u62e9\u6a21\u578b\/\u63d0\u4f9b\u5546<\/li>\n<li>\u5982\u4f55\u4e3a\u73b0\u5b9e\u4e2d\u7684\u6a21\u578b\/\u63d0\u4f9b\u5546\u95ee\u9898\u6dfb\u52a0\u56de\u5f52\u6d4b\u8bd5<\/li>\n<\/ul>\n<h2>\u5feb\u901f\u5f00\u59cb<\/h2>\n<p>\u65e5\u5e38\u4f7f\u7528\uff1a<\/p>\n<ul>\n<li>\u5b8c\u6574\u68c0\u67e5\uff08\u63a8\u9001\u524d\u7684\u9884\u671f\u6d41\u7a0b\uff09\uff1a<code>pnpm build &amp;&amp; pnpm check &amp;&amp; pnpm test<\/code><\/li>\n<\/ul>\n<p>\u5f53\u4f60\u4fee\u6539\u6d4b\u8bd5\u6216\u9700\u8981\u989d\u5916\u7684\u4fe1\u5fc3\u65f6\uff1a<\/p>\n<ul>\n<li>\u8986\u76d6\u7387\u68c0\u67e5\uff1a<code>pnpm test:coverage<\/code><\/li>\n<li>\u7aef\u5230\u7aef\u5957\u4ef6\uff1a<code>pnpm test:e2e<\/code><\/li>\n<\/ul>\n<p>\u8c03\u8bd5\u771f\u5b9e\u63d0\u4f9b\u5546\/\u6a21\u578b\u65f6\uff08\u9700\u8981\u771f\u5b9e\u51ed\u8bc1\uff09\uff1a<\/p>\n<ul>\n<li>\u5b9e\u65f6\u5957\u4ef6\uff08\u6a21\u578b + Gateway \u7f51\u5173\u5de5\u5177\/\u56fe\u50cf\u63a2\u6d4b\uff09\uff1a<code>pnpm test:live<\/code><\/li>\n<\/ul>\n<p>\u63d0\u793a\uff1a\u5f53\u4f60\u53ea\u9700\u8981\u4e00\u4e2a\u5931\u8d25\u7528\u4f8b\u65f6\uff0c\u5efa\u8bae\u4f7f\u7528\u4e0b\u6587\u63cf\u8ff0\u7684\u5141\u8bb8\u5217\u8868\u73af\u5883\u53d8\u91cf\u6765\u7f29\u5c0f\u5b9e\u65f6\u6d4b\u8bd5\u8303\u56f4\u3002<\/p>\n<h2>\u6d4b\u8bd5\u5957\u4ef6\uff08\u5728\u54ea\u91cc\u8fd0\u884c\u4ec0\u4e48\uff09<\/h2>\n<p>\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u5957\u4ef6\u7406\u89e3\u4e3a&#8221;\u9010\u6e10\u589e\u5f3a\u7684\u771f\u5b9e\u6027&#8221;\uff08\u4ee5\u53ca\u9010\u6e10\u589e\u52a0\u7684\u4e0d\u7a33\u5b9a\u6027\/\u6210\u672c\uff09\uff1a<\/p>\n<h3>\u5355\u5143\/\u96c6\u6210\u6d4b\u8bd5\uff08\u9ed8\u8ba4\uff09<\/h3>\n<ul>\n<li>\u547d\u4ee4\uff1a<code>pnpm test<\/code><\/li>\n<li>\u914d\u7f6e\uff1a<code>vitest.config.ts<\/code><\/li>\n<li>\u6587\u4ef6\uff1a<code>src\/**\/*.test.ts<\/code><\/li>\n<li>\u8303\u56f4\uff1a<\/li>\n<li>\u7eaf\u5355\u5143\u6d4b\u8bd5<\/li>\n<li>\u8fdb\u7a0b\u5185\u96c6\u6210\u6d4b\u8bd5\uff08Gateway \u7f51\u5173\u8ba4\u8bc1\u3001\u8def\u7531\u3001\u5de5\u5177\u3001\u89e3\u6790\u3001\u914d\u7f6e\uff09<\/li>\n<li>\u5df2\u77e5\u95ee\u9898\u7684\u786e\u5b9a\u6027\u56de\u5f52\u6d4b\u8bd5<\/li>\n<li>\u9884\u671f\uff1a<\/li>\n<li>\u5728 CI \u4e2d\u8fd0\u884c<\/li>\n<li>\u4e0d\u9700\u8981\u771f\u5b9e\u5bc6\u94a5<\/li>\n<li>\u5e94\u8be5\u5feb\u901f\u4e14\u7a33\u5b9a<\/li>\n<\/ul>\n<h3>\u7aef\u5230\u7aef\u6d4b\u8bd5\uff08Gateway \u7f51\u5173\u5192\u70df\u6d4b\u8bd5\uff09<\/h3>\n<ul>\n<li>\u547d\u4ee4\uff1a<code>pnpm test:e2e<\/code><\/li>\n<li>\u914d\u7f6e\uff1a<code>vitest.e2e.config.ts<\/code><\/li>\n<li>\u6587\u4ef6\uff1a<code>src\/**\/*.e2e.test.ts<\/code><\/li>\n<li>\u8303\u56f4\uff1a<\/li>\n<li>\u591a\u5b9e\u4f8b Gateway \u7f51\u5173\u7aef\u5230\u7aef\u884c\u4e3a<\/li>\n<li>WebSocket\/HTTP \u63a5\u53e3\u3001\u8282\u70b9\u914d\u5bf9\u548c\u8f83\u91cd\u7684\u7f51\u7edc\u64cd\u4f5c<\/li>\n<li>\u9884\u671f\uff1a<\/li>\n<li>\u5728 CI \u4e2d\u8fd0\u884c\uff08\u5f53\u5728\u6d41\u6c34\u7ebf\u4e2d\u542f\u7528\u65f6\uff09<\/li>\n<li>\u4e0d\u9700\u8981\u771f\u5b9e\u5bc6\u94a5<\/li>\n<li>\u6bd4\u5355\u5143\u6d4b\u8bd5\u6709\u66f4\u591a\u6d3b\u52a8\u90e8\u4ef6\uff08\u53ef\u80fd\u8f83\u6162\uff09<\/li>\n<\/ul>\n<h3>\u5b9e\u65f6\u6d4b\u8bd5\uff08\u771f\u5b9e\u63d0\u4f9b\u5546 + \u771f\u5b9e\u6a21\u578b\uff09<\/h3>\n<ul>\n<li>\u547d\u4ee4\uff1a<code>pnpm test:live<\/code><\/li>\n<li>\u914d\u7f6e\uff1a<code>vitest.live.config.ts<\/code><\/li>\n<li>\u6587\u4ef6\uff1a<code>src\/**\/*.live.test.ts<\/code><\/li>\n<li>\u9ed8\u8ba4\uff1a\u901a\u8fc7 <code>pnpm test:live<\/code> <strong>\u542f\u7528<\/strong>\uff08\u8bbe\u7f6e <code>OPENCLAW_LIVE_TEST=1<\/code>\uff09<\/li>\n<li>\u8303\u56f4\uff1a<\/li>\n<li>&#8220;\u8fd9\u4e2a\u63d0\u4f9b\u5546\/\u6a21\u578b\u7528\u771f\u5b9e\u51ed\u8bc1<em>\u4eca\u5929<\/em>\u5b9e\u9645\u80fd\u5de5\u4f5c\u5417\uff1f&#8221;<\/li>\n<li>\u6355\u83b7\u63d0\u4f9b\u5546\u683c\u5f0f\u53d8\u66f4\u3001\u5de5\u5177\u8c03\u7528\u602a\u7656\u3001\u8ba4\u8bc1\u95ee\u9898\u548c\u901f\u7387\u9650\u5236\u884c\u4e3a<\/li>\n<li>\u9884\u671f\uff1a<\/li>\n<li>\u8bbe\u8ba1\u4e0a\u4e0d\u9002\u5408 CI \u7a33\u5b9a\u8fd0\u884c\uff08\u771f\u5b9e\u7f51\u7edc\u3001\u771f\u5b9e\u63d0\u4f9b\u5546\u7b56\u7565\u3001\u914d\u989d\u3001\u6545\u969c\uff09<\/li>\n<li>\u82b1\u8d39\u91d1\u94b1\/\u4f7f\u7528\u901f\u7387\u9650\u5236<\/li>\n<li>\u5efa\u8bae\u8fd0\u884c\u7f29\u5c0f\u8303\u56f4\u7684\u5b50\u96c6\u800c\u975e&#8221;\u5168\u90e8&#8221;<\/li>\n<li>\u5b9e\u65f6\u8fd0\u884c\u4f1a\u52a0\u8f7d <code>~\/.profile<\/code> \u4ee5\u83b7\u53d6\u7f3a\u5931\u7684 API \u5bc6\u94a5<\/li>\n<li>Anthropic \u5bc6\u94a5\u8f6e\u6362\uff1a\u8bbe\u7f6e <code>OPENCLAW_LIVE_ANTHROPIC_KEYS=\"sk-...,sk-...\"<\/code>\uff08\u6216 <code>OPENCLAW_LIVE_ANTHROPIC_KEY=sk-...<\/code>\uff09\u6216\u591a\u4e2a <code>ANTHROPIC_API_KEY*<\/code> \u53d8\u91cf\uff1b\u6d4b\u8bd5\u4f1a\u5728\u9047\u5230\u901f\u7387\u9650\u5236\u65f6\u91cd\u8bd5<\/li>\n<\/ul>\n<h2>\u6211\u5e94\u8be5\u8fd0\u884c\u54ea\u4e2a\u5957\u4ef6\uff1f<\/h2>\n<p>\u4f7f\u7528\u8fd9\u4e2a\u51b3\u7b56\u8868\uff1a<\/p>\n<ul>\n<li>\u7f16\u8f91\u903b\u8f91\/\u6d4b\u8bd5\uff1a\u8fd0\u884c <code>pnpm test<\/code>\uff08\u5982\u679c\u6539\u52a8\u8f83\u5927\uff0c\u52a0\u4e0a <code>pnpm test:coverage<\/code>\uff09<\/li>\n<li>\u6d89\u53ca Gateway \u7f51\u5173\u7f51\u7edc\/WS \u534f\u8bae\/\u914d\u5bf9\uff1a\u52a0\u4e0a <code>pnpm test:e2e<\/code><\/li>\n<li>\u8c03\u8bd5&#8221;\u6211\u7684\u673a\u5668\u4eba\u6302\u4e86&#8221;\/\u63d0\u4f9b\u5546\u7279\u5b9a\u6545\u969c\/\u5de5\u5177\u8c03\u7528\uff1a\u8fd0\u884c\u7f29\u5c0f\u8303\u56f4\u7684 <code>pnpm test:live<\/code><\/li>\n<\/ul>\n<h2>\u5b9e\u65f6\u6d4b\u8bd5\uff1a\u6a21\u578b\u5192\u70df\u6d4b\u8bd5\uff08\u914d\u7f6e\u6587\u4ef6\u5bc6\u94a5\uff09<\/h2>\n<p>\u5b9e\u65f6\u6d4b\u8bd5\u5206\u4e3a\u4e24\u5c42\uff0c\u4ee5\u4fbf\u9694\u79bb\u6545\u969c\uff1a<\/p>\n<ul>\n<li>&#8220;\u76f4\u63a5\u6a21\u578b&#8221;\u544a\u8bc9\u6211\u4eec\u63d0\u4f9b\u5546\/\u6a21\u578b\u662f\u5426\u80fd\u7528\u7ed9\u5b9a\u7684\u5bc6\u94a5\u6b63\u5e38\u54cd\u5e94\u3002<\/li>\n<li>&#8220;Gateway \u7f51\u5173\u5192\u70df\u6d4b\u8bd5&#8221;\u544a\u8bc9\u6211\u4eec\u5b8c\u6574\u7684 Gateway \u7f51\u5173 + \u667a\u80fd\u4f53\u7ba1\u9053\u662f\u5426\u5bf9\u8be5\u6a21\u578b\u6b63\u5e38\u5de5\u4f5c\uff08\u4f1a\u8bdd\u3001\u5386\u53f2\u8bb0\u5f55\u3001\u5de5\u5177\u3001\u6c99\u7bb1\u7b56\u7565\u7b49\uff09\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e00\u5c42\uff1a\u76f4\u63a5\u6a21\u578b\u8865\u5168\uff08\u65e0 Gateway \u7f51\u5173\uff09<\/h3>\n<ul>\n<li>\u6d4b\u8bd5\uff1a<code>src\/agents\/models.profiles.live.test.ts<\/code><\/li>\n<li>\u76ee\u6807\uff1a<\/li>\n<li>\u679a\u4e3e\u53d1\u73b0\u7684\u6a21\u578b<\/li>\n<li>\u4f7f\u7528 <code>getApiKeyForModel<\/code> \u9009\u62e9\u4f60\u6709\u51ed\u8bc1\u7684\u6a21\u578b<\/li>\n<li>\u6bcf\u4e2a\u6a21\u578b\u8fd0\u884c\u4e00\u4e2a\u5c0f\u578b\u8865\u5168\uff08\u4ee5\u53ca\u9700\u8981\u65f6\u7684\u9488\u5bf9\u6027\u56de\u5f52\u6d4b\u8bd5\uff09<\/li>\n<li>\u5982\u4f55\u542f\u7528\uff1a<\/li>\n<li><code>pnpm test:live<\/code>\uff08\u6216\u76f4\u63a5\u8c03\u7528 Vitest \u65f6\u4f7f\u7528 <code>OPENCLAW_LIVE_TEST=1<\/code>\uff09<\/li>\n<li>\u8bbe\u7f6e <code>OPENCLAW_LIVE_MODELS=modern<\/code>\uff08\u6216 <code>all<\/code>\uff0cmodern \u7684\u522b\u540d\uff09\u4ee5\u5b9e\u9645\u8fd0\u884c\u6b64\u5957\u4ef6\uff1b\u5426\u5219\u4f1a\u8df3\u8fc7\u4ee5\u4fdd\u6301 <code>pnpm test:live<\/code> \u4e13\u6ce8\u4e8e Gateway \u7f51\u5173\u5192\u70df\u6d4b\u8bd5<\/li>\n<li>\u5982\u4f55\u9009\u62e9\u6a21\u578b\uff1a<\/li>\n<li><code>OPENCLAW_LIVE_MODELS=modern<\/code> \u8fd0\u884c\u73b0\u4ee3\u5141\u8bb8\u5217\u8868\uff08Opus\/Sonnet\/Haiku 4.5\u3001GPT-5.x + Codex\u3001Gemini 3\u3001GLM 4.7\u3001MiniMax M2.1\u3001Grok 4\uff09<\/li>\n<li><code>OPENCLAW_LIVE_MODELS=all<\/code> \u662f\u73b0\u4ee3\u5141\u8bb8\u5217\u8868\u7684\u522b\u540d<\/li>\n<li>\u6216 <code>OPENCLAW_LIVE_MODELS=\"openai\/gpt-5.2,anthropic\/claude-opus-4-5,...\"<\/code>\uff08\u9017\u53f7\u5206\u9694\u7684\u5141\u8bb8\u5217\u8868\uff09<\/li>\n<li>\u5982\u4f55\u9009\u62e9\u63d0\u4f9b\u5546\uff1a<\/li>\n<li><code>OPENCLAW_LIVE_PROVIDERS=\"google,google-antigravity,google-gemini-cli\"<\/code>\uff08\u9017\u53f7\u5206\u9694\u7684\u5141\u8bb8\u5217\u8868\uff09<\/li>\n<li>\u5bc6\u94a5\u6765\u6e90\uff1a<\/li>\n<li>\u9ed8\u8ba4\uff1a\u914d\u7f6e\u6587\u4ef6\u5b58\u50a8\u548c\u73af\u5883\u53d8\u91cf\u56de\u9000<\/li>\n<li>\u8bbe\u7f6e <code>OPENCLAW_LIVE_REQUIRE_PROFILE_KEYS=1<\/code> \u4ee5\u5f3a\u5236<strong>\u4ec5\u4f7f\u7528\u914d\u7f6e\u6587\u4ef6\u5b58\u50a8<\/strong><\/li>\n<li>\u4e3a\u4ec0\u4e48\u5b58\u5728\u8fd9\u4e2a\u6d4b\u8bd5\uff1a<\/li>\n<li>\u5c06&#8221;\u63d0\u4f9b\u5546 API \u635f\u574f\/\u5bc6\u94a5\u65e0\u6548&#8221;\u4e0e&#8221;Gateway \u7f51\u5173\u667a\u80fd\u4f53\u7ba1\u9053\u635f\u574f&#8221;\u5206\u79bb<\/li>\n<li>\u5305\u542b\u5c0f\u578b\u3001\u9694\u79bb\u7684\u56de\u5f52\u6d4b\u8bd5\uff08\u4f8b\u5982\uff1aOpenAI Responses\/Codex Responses \u63a8\u7406\u91cd\u653e + \u5de5\u5177\u8c03\u7528\u6d41\u7a0b\uff09<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u5c42\uff1aGateway \u7f51\u5173 + \u5f00\u53d1\u667a\u80fd\u4f53\u5192\u70df\u6d4b\u8bd5\uff08&#8221;@openclaw&#8221;\u5b9e\u9645\u505a\u7684\u4e8b\uff09<\/h3>\n<ul>\n<li>\u6d4b\u8bd5\uff1a<code>src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/li>\n<li>\u76ee\u6807\uff1a<\/li>\n<li>\u542f\u52a8\u4e00\u4e2a\u8fdb\u7a0b\u5185 Gateway \u7f51\u5173<\/li>\n<li>\u521b\u5efa\/\u4fee\u8865\u4e00\u4e2a <code>agent:dev:*<\/code> \u4f1a\u8bdd\uff08\u6bcf\u6b21\u8fd0\u884c\u8986\u76d6\u6a21\u578b\uff09<\/li>\n<li>\u904d\u5386\u6709\u5bc6\u94a5\u7684\u6a21\u578b\u5e76\u65ad\u8a00\uff1a\n<ul>\n<li>&#8220;\u6709\u610f\u4e49\u7684&#8221;\u54cd\u5e94\uff08\u65e0\u5de5\u5177\uff09<\/li>\n<li>\u771f\u5b9e\u7684\u5de5\u5177\u8c03\u7528\u5de5\u4f5c\u6b63\u5e38\uff08\u8bfb\u53d6\u63a2\u6d4b\uff09<\/li>\n<li>\u53ef\u9009\u7684\u989d\u5916\u5de5\u5177\u63a2\u6d4b\uff08\u6267\u884c+\u8bfb\u53d6\u63a2\u6d4b\uff09<\/li>\n<li>OpenAI \u56de\u5f52\u8def\u5f84\uff08\u4ec5\u5de5\u5177\u8c03\u7528 \u2192 \u540e\u7eed\uff09\u4fdd\u6301\u5de5\u4f5c<\/li>\n<\/ul>\n<\/li>\n<li>\u63a2\u6d4b\u8be6\u60c5\uff08\u4ee5\u4fbf\u4f60\u80fd\u5feb\u901f\u89e3\u91ca\u6545\u969c\uff09\uff1a<\/li>\n<li><code>read<\/code> \u63a2\u6d4b\uff1a\u6d4b\u8bd5\u5728\u5de5\u4f5c\u533a\u5199\u5165\u4e00\u4e2a\u968f\u673a\u6570\u6587\u4ef6\uff0c\u8981\u6c42\u667a\u80fd\u4f53 <code>read<\/code> \u5b83\u5e76\u56de\u663e\u968f\u673a\u6570\u3002<\/li>\n<li><code>exec+read<\/code> \u63a2\u6d4b\uff1a\u6d4b\u8bd5\u8981\u6c42\u667a\u80fd\u4f53 <code>exec<\/code> \u5c06\u968f\u673a\u6570\u5199\u5165\u4e34\u65f6\u6587\u4ef6\uff0c\u7136\u540e <code>read<\/code> \u56de\u6765\u3002<\/li>\n<li>\u56fe\u50cf\u63a2\u6d4b\uff1a\u6d4b\u8bd5\u9644\u52a0\u4e00\u4e2a\u751f\u6210\u7684 PNG\uff08\u732b + \u968f\u673a\u4ee3\u7801\uff09\uff0c\u671f\u671b\u6a21\u578b\u8fd4\u56de <code>cat &lt;CODE&gt;<\/code>\u3002<\/li>\n<li>\u5b9e\u73b0\u53c2\u8003\uff1a<code>src\/gateway\/gateway-models.profiles.live.test.ts<\/code> \u548c <code>src\/gateway\/live-image-probe.ts<\/code>\u3002<\/li>\n<li>\u5982\u4f55\u542f\u7528\uff1a<\/li>\n<li><code>pnpm test:live<\/code>\uff08\u6216\u76f4\u63a5\u8c03\u7528 Vitest \u65f6\u4f7f\u7528 <code>OPENCLAW_LIVE_TEST=1<\/code>\uff09<\/li>\n<li>\u5982\u4f55\u9009\u62e9\u6a21\u578b\uff1a<\/li>\n<li>\u9ed8\u8ba4\uff1a\u73b0\u4ee3\u5141\u8bb8\u5217\u8868\uff08Opus\/Sonnet\/Haiku 4.5\u3001GPT-5.x + Codex\u3001Gemini 3\u3001GLM 4.7\u3001MiniMax M2.1\u3001Grok 4\uff09<\/li>\n<li><code>OPENCLAW_LIVE_GATEWAY_MODELS=all<\/code> \u662f\u73b0\u4ee3\u5141\u8bb8\u5217\u8868\u7684\u522b\u540d<\/li>\n<li>\u6216\u8bbe\u7f6e <code>OPENCLAW_LIVE_GATEWAY_MODELS=\"provider\/model\"<\/code>\uff08\u6216\u9017\u53f7\u5206\u9694\u5217\u8868\uff09\u6765\u7f29\u5c0f\u8303\u56f4<\/li>\n<li>\u5982\u4f55\u9009\u62e9\u63d0\u4f9b\u5546\uff08\u907f\u514d&#8221;OpenRouter \u5168\u90e8&#8221;\uff09\uff1a<\/li>\n<li><code>OPENCLAW_LIVE_GATEWAY_PROVIDERS=\"google,google-antigravity,google-gemini-cli,openai,anthropic,zai,minimax\"<\/code>\uff08\u9017\u53f7\u5206\u9694\u7684\u5141\u8bb8\u5217\u8868\uff09<\/li>\n<li>\u5de5\u5177 + \u56fe\u50cf\u63a2\u6d4b\u5728\u6b64\u5b9e\u65f6\u6d4b\u8bd5\u4e2d\u59cb\u7ec8\u5f00\u542f\uff1a<\/li>\n<li><code>read<\/code> \u63a2\u6d4b + <code>exec+read<\/code> \u63a2\u6d4b\uff08\u5de5\u5177\u538b\u529b\u6d4b\u8bd5\uff09<\/li>\n<li>\u5f53\u6a21\u578b\u58f0\u660e\u652f\u6301\u56fe\u50cf\u8f93\u5165\u65f6\u8fd0\u884c\u56fe\u50cf\u63a2\u6d4b<\/li>\n<li>\u6d41\u7a0b\uff08\u9ad8\u5c42\u6b21\uff09\uff1a\n<ul>\n<li>\u6d4b\u8bd5\u751f\u6210\u4e00\u4e2a\u5e26\u6709&#8221;CAT&#8221;+ \u968f\u673a\u4ee3\u7801\u7684\u5c0f\u578b PNG\uff08<code>src\/gateway\/live-image-probe.ts<\/code>\uff09<\/li>\n<li>\u901a\u8fc7 <code>agent<\/code> <code>attachments: [{ mimeType: \"image\/png\", content: \"&lt;base64&gt;\" }]<\/code> \u53d1\u9001<\/li>\n<li>Gateway \u7f51\u5173\u5c06\u9644\u4ef6\u89e3\u6790\u4e3a <code>images[]<\/code>\uff08<code>src\/gateway\/server-methods\/agent.ts<\/code> + <code>src\/gateway\/chat-attachments.ts<\/code>\uff09<\/li>\n<li>\u5d4c\u5165\u5f0f\u667a\u80fd\u4f53\u5c06\u591a\u6a21\u6001\u7528\u6237\u6d88\u606f\u8f6c\u53d1\u7ed9\u6a21\u578b<\/li>\n<li>\u65ad\u8a00\uff1a\u56de\u590d\u5305\u542b <code>cat<\/code> + \u4ee3\u7801\uff08OCR \u5bb9\u5dee\uff1a\u5141\u8bb8\u8f7b\u5fae\u9519\u8bef\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u63d0\u793a\uff1a\u8981\u67e5\u770b\u4f60\u7684\u673a\u5668\u4e0a\u53ef\u4ee5\u6d4b\u8bd5\u4ec0\u4e48\uff08\u4ee5\u53ca\u786e\u5207\u7684 <code>provider\/model<\/code> ID\uff09\uff0c\u8fd0\u884c\uff1a<\/p>\n<p>&#8220;`bash  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\nopenclaw models list<br \/>\nopenclaw models list &#8211;json<\/p>\n<pre><code>\n## \u5b9e\u65f6\u6d4b\u8bd5\uff1aAnthropic \u8bbe\u7f6e\u4ee4\u724c\u5192\u70df\u6d4b\u8bd5\n\n* \u6d4b\u8bd5\uff1a`src\/agents\/anthropic.setup-token.live.test.ts`\n* \u76ee\u6807\uff1a\u9a8c\u8bc1 Claude Code CLI \u8bbe\u7f6e\u4ee4\u724c\uff08\u6216\u7c98\u8d34\u7684\u8bbe\u7f6e\u4ee4\u724c\u914d\u7f6e\u6587\u4ef6\uff09\u80fd\u5b8c\u6210 Anthropic \u63d0\u793a\u3002\n* \u542f\u7528\uff1a\n  * `pnpm test:live`\uff08\u6216\u76f4\u63a5\u8c03\u7528 Vitest \u65f6\u4f7f\u7528 `OPENCLAW_LIVE_TEST=1`\uff09\n  * `OPENCLAW_LIVE_SETUP_TOKEN=1`\n* \u4ee4\u724c\u6765\u6e90\uff08\u9009\u62e9\u4e00\u4e2a\uff09\uff1a\n  * \u914d\u7f6e\u6587\u4ef6\uff1a`OPENCLAW_LIVE_SETUP_TOKEN_PROFILE=anthropic:setup-token-test`\n  * \u539f\u59cb\u4ee4\u724c\uff1a`OPENCLAW_LIVE_SETUP_TOKEN_VALUE=sk-ant-oat01-...`\n* \u6a21\u578b\u8986\u76d6\uff08\u53ef\u9009\uff09\uff1a\n  * `OPENCLAW_LIVE_SETUP_TOKEN_MODEL=anthropic\/claude-opus-4-5`\n\n\u8bbe\u7f6e\u793a\u4f8b\uff1a\n\n```bash  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nopenclaw models auth paste-token --provider anthropic --profile-id anthropic:setup-token-test\nOPENCLAW_LIVE_SETUP_TOKEN=1 OPENCLAW_LIVE_SETUP_TOKEN_PROFILE=anthropic:setup-token-test pnpm test:live src\/agents\/anthropic.setup-token.live.test.ts\n<\/code><\/pre>\n<h2>\u5b9e\u65f6\u6d4b\u8bd5\uff1aCLI \u540e\u7aef\u5192\u70df\u6d4b\u8bd5\uff08Claude Code CLI \u6216\u5176\u4ed6\u672c\u5730 CLI\uff09<\/h2>\n<ul>\n<li>\u6d4b\u8bd5\uff1a<code>src\/gateway\/gateway-cli-backend.live.test.ts<\/code><\/li>\n<li>\u76ee\u6807\uff1a\u4f7f\u7528\u672c\u5730 CLI \u540e\u7aef\u9a8c\u8bc1 Gateway \u7f51\u5173 + \u667a\u80fd\u4f53\u7ba1\u9053\uff0c\u800c\u4e0d\u5f71\u54cd\u4f60\u7684\u9ed8\u8ba4\u914d\u7f6e\u3002<\/li>\n<li>\u542f\u7528\uff1a<\/li>\n<li><code>pnpm test:live<\/code>\uff08\u6216\u76f4\u63a5\u8c03\u7528 Vitest \u65f6\u4f7f\u7528 <code>OPENCLAW_LIVE_TEST=1<\/code>\uff09<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND=1<\/code><\/li>\n<li>\u9ed8\u8ba4\u503c\uff1a<\/li>\n<li>\u6a21\u578b\uff1a<code>claude-cli\/claude-sonnet-4-5<\/code><\/li>\n<li>\u547d\u4ee4\uff1a<code>claude<\/code><\/li>\n<li>\u53c2\u6570\uff1a<code>[\"-p\",\"--output-format\",\"json\",\"--dangerously-skip-permissions\"]<\/code><\/li>\n<li>\u8986\u76d6\uff08\u53ef\u9009\uff09\uff1a<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_MODEL=\"claude-cli\/claude-opus-4-5\"<\/code><\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_MODEL=\"codex-cli\/gpt-5.2-codex\"<\/code><\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_COMMAND=\"\/full\/path\/to\/claude\"<\/code><\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_ARGS='[\"-p\",\"--output-format\",\"json\",\"--permission-mode\",\"bypassPermissions\"]'<\/code><\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_CLEAR_ENV='[\"ANTHROPIC_API_KEY\",\"ANTHROPIC_API_KEY_OLD\"]'<\/code><\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_IMAGE_PROBE=1<\/code> \u53d1\u9001\u771f\u5b9e\u56fe\u50cf\u9644\u4ef6\uff08\u8def\u5f84\u6ce8\u5165\u5230\u63d0\u793a\u4e2d\uff09\u3002<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_IMAGE_ARG=\"--image\"<\/code> \u5c06\u56fe\u50cf\u6587\u4ef6\u8def\u5f84\u4f5c\u4e3a CLI \u53c2\u6570\u4f20\u9012\u800c\u975e\u63d0\u793a\u6ce8\u5165\u3002<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_IMAGE_MODE=\"repeat\"<\/code>\uff08\u6216 <code>\"list\"<\/code>\uff09\u63a7\u5236\u8bbe\u7f6e <code>IMAGE_ARG<\/code> \u65f6\u5982\u4f55\u4f20\u9012\u56fe\u50cf\u53c2\u6570\u3002<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_RESUME_PROBE=1<\/code> \u53d1\u9001\u7b2c\u4e8c\u8f6e\u5e76\u9a8c\u8bc1\u6062\u590d\u6d41\u7a0b\u3002<\/li>\n<li><code>OPENCLAW_LIVE_CLI_BACKEND_DISABLE_MCP_CONFIG=0<\/code> \u4fdd\u6301 Claude Code CLI MCP \u914d\u7f6e\u542f\u7528\uff08\u9ed8\u8ba4\u4f7f\u7528\u4e34\u65f6\u7a7a\u6587\u4ef6\u7981\u7528 MCP \u914d\u7f6e\uff09\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\uff1a<\/p>\n<p><code>bash  theme={\"theme\":{\"light\":\"min-light\",\"dark\":\"min-dark\"}}<br \/>\nOPENCLAW_LIVE_CLI_BACKEND=1<br \/>\n  OPENCLAW_LIVE_CLI_BACKEND_MODEL=\"claude-cli\/claude-sonnet-4-5\"<br \/>\n  pnpm test:live src\/gateway\/gateway-cli-backend.live.test.ts<\/code><\/p>\n<h3>\u63a8\u8350\u7684\u5b9e\u65f6\u6d4b\u8bd5\u914d\u65b9<\/h3>\n<p>\u7f29\u5c0f\u8303\u56f4\u7684\u663e\u5f0f\u5141\u8bb8\u5217\u8868\u6700\u5feb\u4e14\u6700\u4e0d\u6613\u51fa\u9519\uff1a<\/p>\n<ul>\n<li>\u5355\u4e2a\u6a21\u578b\uff0c\u76f4\u63a5\u6d4b\u8bd5\uff08\u65e0 Gateway \u7f51\u5173\uff09\uff1a<\/li>\n<li>\n<p><code>OPENCLAW_LIVE_MODELS=\"openai\/gpt-5.2\" pnpm test:live src\/agents\/models.profiles.live.test.ts<\/code><\/p>\n<\/li>\n<li>\n<p>\u5355\u4e2a\u6a21\u578b\uff0cGateway \u7f51\u5173\u5192\u70df\u6d4b\u8bd5\uff1a<\/p>\n<\/li>\n<li>\n<p><code>OPENCLAW_LIVE_GATEWAY_MODELS=\"openai\/gpt-5.2\" pnpm test:live src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/p>\n<\/li>\n<li>\n<p>\u8de8\u591a\u4e2a\u63d0\u4f9b\u5546\u7684\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n<\/li>\n<li>\n<p><code>OPENCLAW_LIVE_GATEWAY_MODELS=\"openai\/gpt-5.2,anthropic\/claude-opus-4-5,google\/gemini-3-flash-preview,zai\/glm-4.7,minimax\/minimax-m2.1\" pnpm test:live src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/p>\n<\/li>\n<li>\n<p>Google \u4e13\u9879\uff08Gemini API \u5bc6\u94a5 + Antigravity\uff09\uff1a<\/p>\n<\/li>\n<li>Gemini\uff08API \u5bc6\u94a5\uff09\uff1a<code>OPENCLAW_LIVE_GATEWAY_MODELS=\"google\/gemini-3-flash-preview\" pnpm test:live src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/li>\n<li>Antigravity\uff08OAuth\uff09\uff1a<code>OPENCLAW_LIVE_GATEWAY_MODELS=\"google-antigravity\/claude-opus-4-6-thinking,google-antigravity\/gemini-3-pro-high\" pnpm test:live src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/li>\n<\/ul>\n<p>\u6ce8\u610f\uff1a<\/p>\n<ul>\n<li><code>google\/...<\/code> \u4f7f\u7528 Gemini API\uff08API \u5bc6\u94a5\uff09\u3002<\/li>\n<li><code>google-antigravity\/...<\/code> \u4f7f\u7528 Antigravity OAuth \u6865\u63a5\uff08Cloud Code Assist \u98ce\u683c\u7684\u667a\u80fd\u4f53\u7aef\u70b9\uff09\u3002<\/li>\n<li><code>google-gemini-cli\/...<\/code> \u4f7f\u7528\u4f60\u673a\u5668\u4e0a\u7684\u672c\u5730 Gemini CLI\uff08\u72ec\u7acb\u7684\u8ba4\u8bc1 + \u5de5\u5177\u602a\u7656\uff09\u3002<\/li>\n<li>Gemini API \u4e0e Gemini CLI\uff1a<\/li>\n<li>API\uff1aOpenClaw \u901a\u8fc7 HTTP \u8c03\u7528 Google \u6258\u7ba1\u7684 Gemini API\uff08API \u5bc6\u94a5\/\u914d\u7f6e\u6587\u4ef6\u8ba4\u8bc1\uff09\uff1b\u8fd9\u662f\u5927\u591a\u6570\u7528\u6237\u8bf4\u7684&#8221;Gemini&#8221;\u3002<\/li>\n<li>CLI\uff1aOpenClaw \u8c03\u7528\u672c\u5730 <code>gemini<\/code> \u4e8c\u8fdb\u5236\u6587\u4ef6\uff1b\u5b83\u6709\u81ea\u5df1\u7684\u8ba4\u8bc1\uff0c\u884c\u4e3a\u53ef\u80fd\u4e0d\u540c\uff08\u6d41\u5f0f\u4f20\u8f93\/\u5de5\u5177\u652f\u6301\/\u7248\u672c\u5dee\u5f02\uff09\u3002<\/li>\n<\/ul>\n<h2>\u5b9e\u65f6\u6d4b\u8bd5\uff1a\u6a21\u578b\u77e9\u9635\uff08\u6211\u4eec\u8986\u76d6\u4ec0\u4e48\uff09<\/h2>\n<p>\u6ca1\u6709\u56fa\u5b9a\u7684&#8221;CI \u6a21\u578b\u5217\u8868&#8221;\uff08\u5b9e\u65f6\u6d4b\u8bd5\u662f\u53ef\u9009\u7684\uff09\uff0c\u4f46\u8fd9\u4e9b\u662f\u5efa\u8bae\u5728\u6709\u5bc6\u94a5\u7684\u5f00\u53d1\u673a\u5668\u4e0a\u5b9a\u671f\u8986\u76d6\u7684<strong>\u63a8\u8350<\/strong>\u6a21\u578b\u3002<\/p>\n<h3>\u73b0\u4ee3\u5192\u70df\u6d4b\u8bd5\u96c6\uff08\u5de5\u5177\u8c03\u7528 + \u56fe\u50cf\uff09<\/h3>\n<p>\u8fd9\u662f\u6211\u4eec\u671f\u671b\u4fdd\u6301\u5de5\u4f5c\u7684&#8221;\u5e38\u7528\u6a21\u578b&#8221;\u8fd0\u884c\uff1a<\/p>\n<ul>\n<li>OpenAI\uff08\u975e Codex\uff09\uff1a<code>openai\/gpt-5.2<\/code>\uff08\u53ef\u9009\uff1a<code>openai\/gpt-5.1<\/code>\uff09<\/li>\n<li>OpenAI Codex\uff1a<code>openai-codex\/gpt-5.2<\/code>\uff08\u53ef\u9009\uff1a<code>openai-codex\/gpt-5.2-codex<\/code>\uff09<\/li>\n<li>Anthropic\uff1a<code>anthropic\/claude-opus-4-5<\/code>\uff08\u6216 <code>anthropic\/claude-sonnet-4-5<\/code>\uff09<\/li>\n<li>Google\uff08Gemini API\uff09\uff1a<code>google\/gemini-3-pro-preview<\/code> \u548c <code>google\/gemini-3-flash-preview<\/code>\uff08\u907f\u514d\u8f83\u65e7\u7684 Gemini 2.x \u6a21\u578b\uff09<\/li>\n<li>Google\uff08Antigravity\uff09\uff1a<code>google-antigravity\/claude-opus-4-6-thinking<\/code> \u548c <code>google-antigravity\/gemini-3-flash<\/code><\/li>\n<li>Z.AI\uff08GLM\uff09\uff1a<code>zai\/glm-4.7<\/code><\/li>\n<li>MiniMax\uff1a<code>minimax\/minimax-m2.1<\/code><\/li>\n<\/ul>\n<p>\u8fd0\u884c\u5e26\u5de5\u5177 + \u56fe\u50cf\u7684 Gateway \u7f51\u5173\u5192\u70df\u6d4b\u8bd5\uff1a<br \/>\n<code>OPENCLAW_LIVE_GATEWAY_MODELS=\"openai\/gpt-5.2,openai-codex\/gpt-5.2,anthropic\/claude-opus-4-5,google\/gemini-3-pro-preview,google\/gemini-3-flash-preview,google-antigravity\/claude-opus-4-6-thinking,google-antigravity\/gemini-3-flash,zai\/glm-4.7,minimax\/minimax-m2.1\" pnpm test:live src\/gateway\/gateway-models.profiles.live.test.ts<\/code><\/p>\n<h3>\u57fa\u7ebf\uff1a\u5de5\u5177\u8c03\u7528\uff08Read + \u53ef\u9009 Exec\uff09<\/h3>\n<p>\u6bcf\u4e2a\u63d0\u4f9b\u5546\u7cfb\u5217\u81f3\u5c11\u9009\u62e9\u4e00\u4e2a\uff1a<\/p>\n<ul>\n<li>OpenAI\uff1a<code>openai\/gpt-5.2<\/code>\uff08\u6216 <code>openai\/gpt-5-mini<\/code>\uff09<\/li>\n<li>Anthropic\uff1a<code>anthropic\/claude-opus-4-5<\/code>\uff08\u6216 <code>anthropic\/claude-sonnet-4-5<\/code>\uff09<\/li>\n<li>Google\uff1a<code>google\/gemini-3-flash-preview<\/code>\uff08\u6216 <code>google\/gemini-3-pro-preview<\/code>\uff09<\/li>\n<li>Z.AI\uff08GLM\uff09\uff1a<code>zai\/glm-4.7<\/code><\/li>\n<li>MiniMax\uff1a<code>minimax\/minimax-m2.1<\/code><\/li>\n<\/ul>\n<p>\u53ef\u9009\u7684\u989d\u5916\u8986\u76d6\uff08\u9526\u4e0a\u6dfb\u82b1\uff09\uff1a<\/p>\n<ul>\n<li>xAI\uff1a<code>xai\/grok-4<\/code>\uff08\u6216\u6700\u65b0\u53ef\u7528\u7248\u672c\uff09<\/li>\n<li>Mistral\uff1a<code>mistral\/<\/code>\u2026\uff08\u9009\u62e9\u4e00\u4e2a\u4f60\u5df2\u542f\u7528\u7684&#8221;\u5de5\u5177&#8221;\u80fd\u529b\u6a21\u578b\uff09<\/li>\n<li>Cerebras\uff1a<code>cerebras\/<\/code>\u2026\uff08\u5982\u679c\u4f60\u6709\u8bbf\u95ee\u6743\u9650\uff09<\/li>\n<li>LM Studio\uff1a<code>lmstudio\/<\/code>\u2026\uff08\u672c\u5730\uff1b\u5de5\u5177\u8c03\u7528\u53d6\u51b3\u4e8e API \u6a21\u5f0f\uff09<\/li>\n<\/ul>\n<h3>\u89c6\u89c9\uff1a\u56fe\u50cf\u53d1\u9001\uff08\u9644\u4ef6 \u2192 \u591a\u6a21\u6001\u6d88\u606f\uff09<\/h3>\n<p>\u5728 <code>OPENCLAW_LIVE_GATEWAY_MODELS<\/code> \u4e2d\u81f3\u5c11\u5305\u542b\u4e00\u4e2a\u652f\u6301\u56fe\u50cf\u7684\u6a21\u578b\uff08Claude\/Gemini\/OpenAI \u89c6\u89c9\u80fd\u529b\u53d8\u4f53\u7b49\uff09\u4ee5\u6d4b\u8bd5\u56fe\u50cf\u63a2\u6d4b\u3002<\/p>\n<h3>\u805a\u5408\u5668\/\u66ff\u4ee3 Gateway \u7f51\u5173<\/h3>\n<p>\u5982\u679c\u4f60\u542f\u7528\u4e86\u5bc6\u94a5\uff0c\u6211\u4eec\u4e5f\u652f\u6301\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u6d4b\u8bd5\uff1a<\/p>\n<ul>\n<li>OpenRouter\uff1a<code>openrouter\/...<\/code>\uff08\u6570\u767e\u4e2a\u6a21\u578b\uff1b\u4f7f\u7528 <code>openclaw models scan<\/code> \u67e5\u627e\u652f\u6301\u5de5\u5177+\u56fe\u50cf\u7684\u5019\u9009\u6a21\u578b\uff09<\/li>\n<li>OpenCode Zen\uff1a<code>opencode\/...<\/code>\uff08\u901a\u8fc7 <code>OPENCODE_API_KEY<\/code> \/ <code>OPENCODE_ZEN_API_KEY<\/code> \u8ba4\u8bc1\uff09<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u6709\u51ed\u8bc1\/\u914d\u7f6e\uff0c\u53ef\u4ee5\u5728\u5b9e\u65f6\u77e9\u9635\u4e2d\u5305\u542b\u66f4\u591a\u63d0\u4f9b\u5546\uff1a<\/p>\n<ul>\n<li>\u5185\u7f6e\uff1a<code>openai<\/code>\u3001<code>openai-codex<\/code>\u3001<code>anthropic<\/code>\u3001<code>google<\/code>\u3001<code>google-vertex<\/code>\u3001<code>google-antigravity<\/code>\u3001<code>google-gemini-cli<\/code>\u3001<code>zai<\/code>\u3001<code>openrouter<\/code>\u3001<code>opencode<\/code>\u3001<code>xai<\/code>\u3001<code>groq<\/code>\u3001<code>cerebras<\/code>\u3001<code>mistral<\/code>\u3001<code>github-copilot<\/code><\/li>\n<li>\u901a\u8fc7 <code>models.providers<\/code>\uff08\u81ea\u5b9a\u4e49\u7aef\u70b9\uff09\uff1a<code>minimax<\/code>\uff08\u4e91\/API\uff09\uff0c\u4ee5\u53ca\u4efb\u4f55 OpenAI\/Anthropic \u517c\u5bb9\u4ee3\u7406\uff08LM Studio\u3001vLLM\u3001LiteLLM \u7b49\uff09<\/li>\n<\/ul>\n<p>\u63d0\u793a\uff1a\u4e0d\u8981\u8bd5\u56fe\u5728\u6587\u6863\u4e2d\u786c\u7f16\u7801&#8221;\u6240\u6709\u6a21\u578b&#8221;\u3002\u6743\u5a01\u5217\u8868\u662f\u4f60\u673a\u5668\u4e0a <code>discoverModels(...)<\/code> \u8fd4\u56de\u7684\u5185\u5bb9 + \u53ef\u7528\u7684\u5bc6\u94a5\u3002<\/p>\n<h2>\u51ed\u8bc1\uff08\u7edd\u4e0d\u63d0\u4ea4\uff09<\/h2>\n<p>\u5b9e\u65f6\u6d4b\u8bd5\u4ee5\u4e0e CLI \u76f8\u540c\u7684\u65b9\u5f0f\u53d1\u73b0\u51ed\u8bc1\u3002\u5b9e\u9645\u542b\u4e49\uff1a<\/p>\n<ul>\n<li>\n<p>\u5982\u679c CLI \u80fd\u5de5\u4f5c\uff0c\u5b9e\u65f6\u6d4b\u8bd5\u5e94\u8be5\u80fd\u627e\u5230\u76f8\u540c\u7684\u5bc6\u94a5\u3002<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u5b9e\u65f6\u6d4b\u8bd5\u8bf4&#8221;\u65e0\u51ed\u8bc1&#8221;\uff0c\u7528\u8c03\u8bd5 <code>openclaw models list<\/code>\/\u6a21\u578b\u9009\u62e9\u76f8\u540c\u7684\u65b9\u5f0f\u8c03\u8bd5\u3002<\/p>\n<\/li>\n<li>\n<p>\u914d\u7f6e\u6587\u4ef6\u5b58\u50a8\uff1a<code>~\/.openclaw\/credentials\/<\/code>\uff08\u9996\u9009\uff1b\u6d4b\u8bd5\u4e2d&#8221;\u914d\u7f6e\u6587\u4ef6\u5bc6\u94a5&#8221;\u7684\u542b\u4e49\uff09<\/p>\n<\/li>\n<li>\n<p>\u914d\u7f6e\uff1a<code>~\/.openclaw\/openclaw.json<\/code>\uff08\u6216 <code>OPENCLAW_CONFIG_PATH<\/code>\uff09<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u60f3\u4f9d\u8d56\u73af\u5883\u53d8\u91cf\u5bc6\u94a5\uff08\u4f8b\u5982\u5728 <code>~\/.profile<\/code> \u4e2d\u5bfc\u51fa\u7684\uff09\uff0c\u5728 <code>source ~\/.profile<\/code> \u540e\u8fd0\u884c\u672c\u5730\u6d4b\u8bd5\uff0c\u6216\u4f7f\u7528\u4e0b\u9762\u7684 Docker \u8fd0\u884c\u5668\uff08\u5b83\u4eec\u53ef\u4ee5\u5c06 <code>~\/.profile<\/code> \u6302\u8f7d\u5230\u5bb9\u5668\u4e2d\uff09\u3002<\/p>\n<h2>Deepgram \u5b9e\u65f6\u6d4b\u8bd5\uff08\u97f3\u9891\u8f6c\u5f55\uff09<\/h2>\n<ul>\n<li>\u6d4b\u8bd5\uff1a<code>src\/media-understanding\/providers\/deepgram\/audio.live.test.ts<\/code><\/li>\n<li>\u542f\u7528\uff1a<code>DEEPGRAM_API_KEY=... DEEPGRAM_LIVE_TEST=1 pnpm test:live src\/media-understanding\/providers\/deepgram\/audio.live.test.ts<\/code><\/li>\n<\/ul>\n<h2>Docker \u8fd0\u884c\u5668\uff08\u53ef\u9009\u7684&#8221;\u5728 Linux \u4e2d\u5de5\u4f5c&#8221;\u68c0\u67e5\uff09<\/h2>\n<p>\u8fd9\u4e9b\u5728\u4ed3\u5e93 Docker \u955c\u50cf\u5185\u8fd0\u884c <code>pnpm test:live<\/code>\uff0c\u6302\u8f7d\u4f60\u7684\u672c\u5730\u914d\u7f6e\u76ee\u5f55\u548c\u5de5\u4f5c\u533a\uff08\u5982\u679c\u6302\u8f7d\u4e86 <code>~\/.profile<\/code> \u5219\u4f1a\u52a0\u8f7d\u5b83\uff09\uff1a<\/p>\n<ul>\n<li>\u76f4\u63a5\u6a21\u578b\uff1a<code>pnpm test:docker:live-models<\/code>\uff08\u811a\u672c\uff1a<code>scripts\/test-live-models-docker.sh<\/code>\uff09<\/li>\n<li>Gateway \u7f51\u5173 + \u5f00\u53d1\u667a\u80fd\u4f53\uff1a<code>pnpm test:docker:live-gateway<\/code>\uff08\u811a\u672c\uff1a<code>scripts\/test-live-gateway-models-docker.sh<\/code>\uff09<\/li>\n<li>\u65b0\u624b\u5f15\u5bfc\u5411\u5bfc\uff08TTY\uff0c\u5b8c\u6574\u811a\u624b\u67b6\uff09\uff1a<code>pnpm test:docker:onboard<\/code>\uff08\u811a\u672c\uff1a<code>scripts\/e2e\/onboard-docker.sh<\/code>\uff09<\/li>\n<li>Gateway \u7f51\u5173\u7f51\u7edc\uff08\u4e24\u4e2a\u5bb9\u5668\uff0cWS \u8ba4\u8bc1 + \u5065\u5eb7\u68c0\u67e5\uff09\uff1a<code>pnpm test:docker:gateway-network<\/code>\uff08\u811a\u672c\uff1a<code>scripts\/e2e\/gateway-network-docker.sh<\/code>\uff09<\/li>\n<li>\u63d2\u4ef6\uff08\u81ea\u5b9a\u4e49\u6269\u5c55\u52a0\u8f7d + \u6ce8\u518c\u8868\u5192\u70df\u6d4b\u8bd5\uff09\uff1a<code>pnpm test:docker:plugins<\/code>\uff08\u811a\u672c\uff1a<code>scripts\/e2e\/plugins-docker.sh<\/code>\uff09<\/li>\n<\/ul>\n<p>\u6709\u7528\u7684\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<ul>\n<li><code>OPENCLAW_CONFIG_DIR=...<\/code>\uff08\u9ed8\u8ba4\uff1a<code>~\/.openclaw<\/code>\uff09\u6302\u8f7d\u5230 <code>\/home\/node\/.openclaw<\/code><\/li>\n<li><code>OPENCLAW_WORKSPACE_DIR=...<\/code>\uff08\u9ed8\u8ba4\uff1a<code>~\/.openclaw\/workspace<\/code>\uff09\u6302\u8f7d\u5230 <code>\/home\/node\/.openclaw\/workspace<\/code><\/li>\n<li><code>OPENCLAW_PROFILE_FILE=...<\/code>\uff08\u9ed8\u8ba4\uff1a<code>~\/.profile<\/code>\uff09\u6302\u8f7d\u5230 <code>\/home\/node\/.profile<\/code> \u5e76\u5728\u8fd0\u884c\u6d4b\u8bd5\u524d\u52a0\u8f7d<\/li>\n<li><code>OPENCLAW_LIVE_GATEWAY_MODELS=...<\/code> \/ <code>OPENCLAW_LIVE_MODELS=...<\/code> \u7528\u4e8e\u7f29\u5c0f\u8fd0\u884c\u8303\u56f4<\/li>\n<li><code>OPENCLAW_LIVE_REQUIRE_PROFILE_KEYS=1<\/code> \u786e\u4fdd\u51ed\u8bc1\u6765\u81ea\u914d\u7f6e\u6587\u4ef6\u5b58\u50a8\uff08\u800c\u975e\u73af\u5883\u53d8\u91cf\uff09<\/li>\n<\/ul>\n<h2>\u6587\u6863\u5b8c\u6574\u6027\u68c0\u67e5<\/h2>\n<p>\u6587\u6863\u7f16\u8f91\u540e\u8fd0\u884c\u6587\u6863\u68c0\u67e5\uff1a<code>pnpm docs:list<\/code>\u3002<\/p>\n<h2>\u79bb\u7ebf\u56de\u5f52\u6d4b\u8bd5\uff08CI \u5b89\u5168\uff09<\/h2>\n<p>\u8fd9\u4e9b\u662f\u6ca1\u6709\u771f\u5b9e\u63d0\u4f9b\u5546\u7684&#8221;\u771f\u5b9e\u7ba1\u9053&#8221;\u56de\u5f52\u6d4b\u8bd5\uff1a<\/p>\n<ul>\n<li>Gateway \u7f51\u5173\u5de5\u5177\u8c03\u7528\uff08\u6a21\u62df OpenAI\uff0c\u771f\u5b9e Gateway \u7f51\u5173 + \u667a\u80fd\u4f53\u5faa\u73af\uff09\uff1a<code>src\/gateway\/gateway.tool-calling.mock-openai.test.ts<\/code><\/li>\n<li>Gateway \u7f51\u5173\u5411\u5bfc\uff08WS <code>wizard.start<\/code>\/<code>wizard.next<\/code>\uff0c\u5199\u5165\u914d\u7f6e + \u5f3a\u5236\u8ba4\u8bc1\uff09\uff1a<code>src\/gateway\/gateway.wizard.e2e.test.ts<\/code><\/li>\n<\/ul>\n<h2>\u667a\u80fd\u4f53\u53ef\u9760\u6027\u8bc4\u4f30\uff08Skills\uff09<\/h2>\n<p>\u6211\u4eec\u5df2\u7ecf\u6709\u4e00\u4e9b CI \u5b89\u5168\u7684\u6d4b\u8bd5\uff0c\u5b83\u4eec\u7684\u884c\u4e3a\u7c7b\u4f3c\u4e8e&#8221;\u667a\u80fd\u4f53\u53ef\u9760\u6027\u8bc4\u4f30&#8221;\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7\u771f\u5b9e Gateway \u7f51\u5173 + \u667a\u80fd\u4f53\u5faa\u73af\u7684\u6a21\u62df\u5de5\u5177\u8c03\u7528\uff08<code>src\/gateway\/gateway.tool-calling.mock-openai.test.ts<\/code>\uff09\u3002<\/li>\n<li>\u9a8c\u8bc1\u4f1a\u8bdd\u8fde\u63a5\u548c\u914d\u7f6e\u6548\u679c\u7684\u7aef\u5230\u7aef\u5411\u5bfc\u6d41\u7a0b\uff08<code>src\/gateway\/gateway.wizard.e2e.test.ts<\/code>\uff09\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e Skills \u4ecd\u7136\u7f3a\u5c11\u7684\u5185\u5bb9\uff08\u53c2\u89c1 <a href=\"\/tools\/skills\">Skills<\/a>\uff09\uff1a<\/p>\n<ul>\n<li><strong>\u51b3\u7b56\uff1a<\/strong> \u5f53 Skills \u5728\u63d0\u793a\u4e2d\u5217\u51fa\u65f6\uff0c\u667a\u80fd\u4f53\u662f\u5426\u9009\u62e9\u6b63\u786e\u7684 skill\uff08\u6216\u907f\u514d\u4e0d\u76f8\u5173\u7684\uff09\uff1f<\/li>\n<li><strong>\u5408\u89c4\u6027\uff1a<\/strong> \u667a\u80fd\u4f53\u662f\u5426\u5728\u4f7f\u7528\u524d\u8bfb\u53d6 <code>SKILL.md<\/code> \u5e76\u9075\u5faa\u6240\u9700\u7684\u6b65\u9aa4\/\u53c2\u6570\uff1f<\/li>\n<li><strong>\u5de5\u4f5c\u6d41\u5951\u7ea6\uff1a<\/strong> \u65ad\u8a00\u5de5\u5177\u987a\u5e8f\u3001\u4f1a\u8bdd\u5386\u53f2\u5ef6\u7eed\u548c\u6c99\u7bb1\u8fb9\u754c\u7684\u591a\u8f6e\u573a\u666f\u3002<\/li>\n<\/ul>\n<p>\u672a\u6765\u7684\u8bc4\u4f30\u5e94\u8be5\u9996\u5148\u4fdd\u6301\u786e\u5b9a\u6027\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u6a21\u62df\u63d0\u4f9b\u5546\u6765\u65ad\u8a00\u5de5\u5177\u8c03\u7528 + \u987a\u5e8f\u3001skill 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[&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-150","post","type-post","status-publish","format-standard","hentry","category-docs"],"_links":{"self":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/150","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/comments?post=150"}],"version-history":[{"count":1,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/150\/revisions"}],"predecessor-version":[{"id":445,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/150\/revisions\/445"}],"wp:attachment":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/media?parent=150"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/categories?post=150"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/tags?post=150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}