{"id":5695,"date":"2026-08-17T21:00:49","date_gmt":"2026-08-17T13:00:49","guid":{"rendered":"http:\/\/www.menglanglang.cn\/?p=5695"},"modified":"2026-08-17T21:03:02","modified_gmt":"2026-08-17T13:03:02","slug":"deepseek-harness-%e5%88%b0%e5%ba%95%e6%98%af%e5%95%a5%ef%bc%9f%e4%b8%8e-openclaw%e3%80%81hermes-%e7%9a%84%e5%85%b3%e7%b3%bb","status":"publish","type":"post","link":"http:\/\/www.menglanglang.cn\/?p=5695","title":{"rendered":"DeepSeek Harness \u5230\u5e95\u662f\u5565\uff1f\u4e0e OpenClaw\u3001Hermes \u7684\u5173\u7cfb"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u80af\u5b9a\u88ab\u4e00\u4e2a\u8bcd\u5237\u5c4f\uff1a<strong>DeepSeek Harness<\/strong>\u30028 \u6708 13 \u65e5\u665a\u53d1\u5e03\u5f00\u53d1\u8005\u9884\u89c8\u7248 v0.1\uff0c\u5f00\u6e90 12 \u5c0f\u65f6 GitHub \u62ff\u4e0b 5 \u4e07+ star\uff0c\u5c01\u795e\u201c\u53f2\u4e0a\u589e\u957f\u6700\u5feb\u9879\u76ee\u4e4b\u4e00\u201d\u3002\u5f88\u591a\u4eba\u7b2c\u4e00\u53cd\u5e94\uff1a\u53c8\u53d1\u65b0\u6a21\u578b\u4e86\uff1f\u53c8\u4e00\u4e2a\u6253\u699c\u7684\uff1f\u5176\u5b9e\u90fd\u4e0d\u662f\uff0c\u5b83\u538b\u6839\u4e0d\u662f\u6a21\u578b\uff0c \u800c\u662f\u4e00\u4e2a\u5f00\u6e90\u7684 Agent \u8fd0\u884c\u65f6\u6846\u67b6\uff0c\u547d\u4ee4\u884c\u5de5\u5177\u53eb <code>dsh (DeepSeek Harness)<\/code>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"500\" src=\"http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-1024x500.png\" alt=\"\" class=\"wp-image-5696\" srcset=\"http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-1024x500.png 1024w, http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-300x147.png 300w, http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-768x375.png 768w, http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-1536x751.png 1536w, http:\/\/www.menglanglang.cn\/wp-content\/uploads\/2026\/08\/cede8e3af797512b5aa9c5743c3f8e3e_e9b2b113935243e2b7826f471979167a-2048x1001.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b98\u7f51\u5730\u5740<\/strong>\uff1ahttps:\/\/www.deepseek.com\/harness\/<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0e\u6a21\u578b\u7684\u5173\u7cfb\uff1aHarness \u662f\u4e00\u53f0\u8f66\uff0c\u6a21\u578b\u5c31\u662f\u53d1\u52a8\u673a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d1\u52a8\u673a\u9a6c\u529b\u518d\u5927\uff0c\u5149\u79c3\u79c3\u653e\u5730\u4e0a\u4e5f\u8dd1\u4e0d\u8d77\u6765\u3002\u5f97\u914d\u4e0a\u53d8\u901f\u7bb1\u3001\u5239\u8f66\u3001\u65b9\u5411\u76d8\u3001\u4eea\u8868\u76d8\uff0c\u518d\u88c5\u4e0a\u6cb9\u7bb1\u3001\u5ea7\u6905\u3001\u5916\u58f3\u2014\u2014\u8f66\u624d\u80fd\u4e0a\u8def\u3002Harness \u5c31\u662f\u8fd9\u4e00\u6574\u5957\u201c\u9664\u4e86\u53d1\u52a8\u673a\u4ee5\u5916\u7684\u4e1c\u897f\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u5b9a\u4e49\u66f4\u76f4\u63a5\uff1a<strong>\u9664\u6a21\u578b\u672c\u8eab\u4ee5\u5916\u7684\u6240\u6709\u5de5\u4f5c\uff0c\u90fd\u7b97 Harness<\/strong>\u3002\u5305\u62ec Prompt \u7f16\u6392\u3001\u5de5\u5177\u8c03\u7528\uff08\u8dd1 shell\u3001\u8bfb\u5199\u6587\u4ef6\u3001\u8dd1\u6d4b\u8bd5\uff09\u3001\u8fed\u4ee3\u63a7\u5236\u4e0e\u5bb9\u9519\uff08\u5931\u8d25\u81ea\u52a8\u91cd\u8bd5\uff09\u3001\u4e0a\u4e0b\u6587\u6458\u8981\uff08\u957f\u4ee3\u7801\u5e93\u5148\u538b\u7f29\u518d\u5582\uff09\u3001\u6d4b\u8bd5\u5931\u8d25\u56de\u4f20\uff08\u62a5\u9519\u65e5\u5fd7\u548c\u622a\u56fe\u5582\u56de\u6a21\u578b\uff09\u3001\u8bb0\u5fc6\u7cfb\u7edf\u3001\u5b50 Agent \u534f\u8c03\u7b49\u7b49\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c<strong>\u6a21\u578b\u662f\u82af\u7247\uff0cHarness \u5c31\u662f\u64cd\u4f5c\u7cfb\u7edf\u3002<\/strong> \u82af\u7247\u518d\u597d\uff0c\u6ca1\u6709\u64cd\u4f5c\u7cfb\u7edf\u4e5f\u6ca1\u6cd5\u88c5\u8f6f\u4ef6\uff0c\u6a21\u578b\u518d\u5f3a\uff0c\u6ca1\u6709 Harness \u4e5f\u53ea\u80fd\u201c\u56de\u7b54\u4f60\u4e00\u53e5\u8bdd\u201d\uff0c\u5e72\u4e0d\u4e86\u201c\u6301\u7eed\u8dd1\u51e0\u4e2a\u5c0f\u65f6\u7684\u6d3b\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DeepSeek Harness \u5c31\u50cf\u662f<strong>\u4e50\u9ad8\u79ef\u6728<\/strong>\uff0c\u4e00\u5207\u7686\u63d2\u4ef6\uff0c\u6a21\u578b\u3001\u5de5\u5177\u3001\u6280\u80fd\u3001\u6c99\u7bb1\u3001\u5b58\u50a8\u3001UI\uff0c\u5168\u662f\u53ef\u63d2\u62d4\u7684\u79ef\u6728\u5757\uff0c\u60f3\u6362\u54ea\u5757\u6362\u54ea\u5757\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\u8bdd\u8bb0\u4f4f\u6838\u5fc3\u516c\u5f0f\uff1a<strong>Model + Harness = Agent<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u8d1f\u8d23\u3010\u60f3\u3011\uff0cHarness \u8d1f\u8d23\u3010\u5e72\u3011\u3002\u6ca1\u6709 Harness \u7684\u6a21\u578b\uff0c\u662f\u6ca1\u88c5\u8f66\u58f3\u7684\u53d1\u52a8\u673a\uff1b\u6ca1\u6709\u6a21\u578b\u7684 Harness\uff0c\u662f\u6ca1\u88c5\u53d1\u52a8\u673a\u7684\u7a7a\u58f3\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u503c\u5f97\u5173\u6ce8\uff1a\u4e09\u7ec4\u786c\u6838\u6570\u636e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5149\u8bb2\u6982\u5ff5\u6ca1\u7528\uff0c\u4e09\u7ec4\u5b9e\u9a8c\uff0c\u76f4\u63a5\u544a\u8bc9\u4f60\u4e00\u4e2a\u624e\u5fc3\u7684\u4e8b\u5b9e\uff1a<strong>\u5728\u5f88\u591a\u573a\u666f\u91cc\uff0cHarness \u6bd4\u6a21\u578b\u672c\u8eab\u66f4\u91cd\u8981\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7ec4\uff1aLangChain \u7684 Terminal Bench 2.0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">89 \u4e2a\u4efb\u52a1\uff0cGPT-5.2-Codex \u7528\u9ed8\u8ba4\u63d0\u793a\u8bcd + \u6807\u51c6\u5de5\u5177\uff0c\u5f97\u5206 52.8%\uff0c\u6392 30 \u540d\u5f00\u5916\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u6539\u4efb\u4f55\u6a21\u578b\u6743\u91cd<\/strong>\uff0c\u53ea\u8c03\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u63cf\u8ff0\u3001\u4e2d\u95f4\u4ef6\u2014\u2014\u5f97\u5206\u76f4\u63a5\u98d9\u5230 66.5%\uff0c\u8fdb\u524d\u4e94\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u4e00\u4e2a\u6a21\u578b\u53ea\u6362 Harness \u914d\u7f6e\uff0c\u4ece 30 \u540d\u5f00\u5916 \u76f4\u63a5\u5230\u524d\u4e94\u3002\u8bf4\u660e\u5dee\u8ddd\u4e0d\u5728\u6a21\u578b\uff0c\u5728 Harness\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7ec4\uff1aNVIDIA \u7684\u6210\u672c\u5b9e\u9a8c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nemotron 3 Ultra + Harness \u4f18\u5316\uff0cDeep Agents \u8bc4\u6d4b\u62ff\u4e0b 0.86 \u5206\uff0c\u53ea\u6bd4\u6700\u597d\u95ed\u6e90\u6a21\u578b\u5dee 0.01\u3002\u5173\u952e\u5728\u540e\u534a\u53e5\uff1a\u5355\u6b21\u8bc4\u6d4b\u6210\u672c\u4ece <strong>$43.48 \u964d\u5230 $4.48<\/strong>\uff0c\u5c06\u8fd1 10 \u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7ec4\uff1aAnthropic \u81ea\u5df1\u4eba\u6d4b\u81ea\u5df1\u4eba<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Opus 4.5 \u5355 Agent\uff08\u65e0 Harness\uff09\u505a\u590d\u53e4\u6e38\u620f\uff0c20 \u5206\u949f\u82b1\u4e86 $9\uff0c\u4ee3\u7801\u4e0d\u53ef\u7528\uff1b\u5957\u4e0a\u4e09\u5c42 Harness\uff08\u89c4\u5212\u5668 + \u751f\u6210\u5668 + \u8bc4\u4f30\u5668\uff09\uff0c6 \u5c0f\u65f6\u82b1\u4e86 $200\uff0c\u4f46\u4ea4\u4ed8\u4e86\u53ef\u7528\u8f6f\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u624e\u5fc3\u7684\u5bf9\u6bd4\uff1a\u540c\u4e00\u4e2a Claude Opus 4.5\uff0c\u653e\u8fdb Claude Code \u7684 Harness\uff0cCORE-Bench Hard 95%\uff1b\u4e0d\u4f7f\u7528 Harness\uff0c\u76f4\u63a5\u6389\u5230 42%\uff0c\u8bf4\u660e\u6a21\u578b\u518d\u5f3a\uff0c\u6ca1\u6709\u5de5\u5177\u548c\u6d41\u7a0b\uff0c\u4e5f\u53d1\u6325\u4e0d\u51fa\u6765\u6700\u5927\u4f5c\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u4e3a\u5565 DeepSeek \u4e00\u5f00\u6e90\u5168\u7f51\u6cb8\u817e\u2014\u2014\u5927\u5bb6\u7b2c\u4e00\u6b21\u610f\u8bc6\u5230\uff0c\u6a21\u578b\u4e4b\u5916\u8fd9\u4e00\u5c42\u624d\u662f\u80dc\u8d1f\u624b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9879\u76ee\u80cc\u666f\u65f6\u95f4\u7ebf\uff1a\u8fd9\u4e0d\u662f\u62cd\u8111\u888b\u7684\u9879\u76ee<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>2026 \u5e74 3 \u6708<\/strong>\uff1a\u5d14\u6dfb\u7ffc\uff08Jane Street \u524d\u91cf\u5316\u4ea4\u6613\u5458\uff09\u52a0\u5165 DeepSeek\uff0c\u7ec4\u5efa Harness \u56e2\u961f<\/li>\n\n\n\n<li><strong>2026 \u5e74 5 \u6708<\/strong>\uff1aDeepSeek \u8d44\u6df1\u7814\u7a76\u5458\u9648\u5fb7\u91cc\u516c\u5f00\u8868\u6001\uff1a\u201c\u5bf9\u6807 Claude Code\uff0c\u505a DeepSeek Code Harness\u201d<\/li>\n\n\n\n<li><strong>2026 \u5e74 8 \u6708 1 \u65e5<\/strong>\uff1a\u5185\u6d4b\u62db\u52df\uff0c769 \u4f4d\u5f00\u53d1\u8005\u3001712 \u4e2a\u4ed3\u5e93\u3001120 \u4e07+ stars \u6d8c\u5165<\/li>\n\n\n\n<li><strong>2026 \u5e74 8 \u6708 13 \u65e5\u665a<\/strong>\uff1a\u5f00\u53d1\u8005\u9884\u89c8\u7248\u5f00\u6e90\uff0c12 \u5c0f\u65f6 5 \u4e07+ star<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u7f16\u7a0b\u662f\u5546\u4e1a\u5316\u843d\u5730\u6700\u5feb\u7684\u9886\u57df\uff0c2025 \u5e74\u5168\u7403\u5e02\u573a 295.7 \u4ebf\u7f8e\u5143\uff0c\u9884\u8ba1 2030 \u5e74\u51b2\u5230 646.8 \u4ebf\u7f8e\u5143\uff0c\u5e74\u590d\u5408\u589e\u957f\u7387\u7ea6 17.1%\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6846\u67b6\u6838\u5fc3\u8bbe\u8ba1\uff1a\u4e3a\u4ec0\u4e48\u8bf4\u5b83\u662f\u201c\u4e50\u9ad8\u79ef\u6728\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Harness \u5e95\u5c42\u53eb Cordis \u63d2\u4ef6\u7cfb\u7edf\uff082022 \u5e74\u5f00\u6e90\uff09\uff0c\u5185\u6838\u6781\u5ea6\u514b\u5236\uff0c<strong>\u53ea\u5e72\u4e09\u4ef6\u4e8b\uff1a\u63d2\u4ef6\u52a0\u8f7d\u3001\u5378\u8f7d\u3001\u4f9d\u8d56\u7ba1\u7406\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u3001\u5de5\u5177\u3001\u6280\u80fd\u3001\u4f1a\u8bdd\u3001\u6c99\u7bb1\u3001\u5b58\u50a8\u3001UI\u3001\u5faa\u73af\u8c03\u5ea6\u2014\u2014\u5168\u662f\u63d2\u4ef6\uff0c\u5168\u53ef\u66ff\u6362\u3002\u4e0d\u7528\u6539\u6846\u67b6\u6e90\u7801\uff0c\u6539\u914d\u7f6e\u6587\u4ef6\u5c31\u80fd\u6362\u6389\u4efb\u610f\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u4e2a\u786c\u6838\u7279\u6027\uff1a\u63d2\u4ef6\u5378\u8f7d\u540e\u526f\u4f5c\u7528\u53ef\u5b8c\u6574\u64a4\u9500\uff08\u65f6\u95f4\u53ef\u7ec4\u5408\u6027\uff09\uff1b\u4f9d\u8d56\u53d8\u5316\u65f6\u80fd\u52a8\u6001\u91cd\u5efa\u534f\u4f5c\u5173\u7cfb\uff08\u7a7a\u95f4\u53ef\u7ec4\u5408\u6027\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u8fd8\u81ea\u5e26\u56db\u79cd\u8fd0\u884c\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6807\u51c6\u6a21\u5f0f\uff08Standard\uff09<\/strong>\uff1a\u5b8c\u6574\u5de5\u5177\u96c6\uff0c\u65b0\u624b\u65e0\u8111\u9009<\/li>\n\n\n\n<li><strong>Code \u6a21\u5f0f<\/strong>\uff1a\u6807\u51c6\u80fd\u529b + SDK\uff0c\u6a21\u578b\u751f\u6210 TypeScript \u7a0b\u5e8f\u7f16\u6392\u591a\u8f6e\u5de5\u5177\u8c03\u7528\uff0c\u66f4\u7701 Token\uff0c\u9002\u5408\u7ed3\u6784\u5316\u591a\u6b65\u9aa4\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u6781\u7b80\u6a21\u5f0f\uff08Minimal\uff09<\/strong>\uff1a\u53ea\u7559 Shell + \u6587\u4ef6\u7f16\u8f91\u5668\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u6781\u7b80\uff0c\u4e13\u95e8\u7ed9\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5\u7528<\/li>\n\n\n\n<li><strong>\u521b\u9020\u6a21\u5f0f\uff08Creator\uff09<\/strong>\uff1a\u6700\u786c\u6838\u3002Agent \u80fd\u68c0\u67e5\u81ea\u8eab\u8fd0\u884c\u65f6\u3001\u5728\u5185\u5b58\u91cc\u8bd5\u9a8c\u63d2\u4ef6\u3001\u751a\u81f3\u73b0\u573a\u9020\u63d2\u4ef6\u6302\u8eab\u4e0a\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u5206\u949f\u4e0a\u624b\u4f7f\u7528\uff1a\u590d\u5236\u5c31\u80fd\u8dd1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u8bf4\u73af\u5883\u8981\u6c42\uff1a<strong>Node.js 22.19+\uff0822.x \u7cfb\u5217\uff09\u6216 24+ \u7248\u672c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5feb\u4e00\u6761\u547d\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">npx @deepseek-ai\/dsh web\n<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u8d77\u6765\u540e\u6d4f\u89c8\u5668\u6253\u5f00 http:\/\/127.0.0.1:3080 \u5c31\u662f\u672c\u5730 Web UI\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u4e00\u79cd\u4f7f\u7528\u65b9\u5f0f\uff0c\u5c31\u662f\u4e0b\u8f7d\u6e90\u7801\u540e\u7f16\u8bd1\u5b89\u88c5\uff0c\u4e5f\u6bd4\u8f83\u7b80\u5355\uff0c\u8be6\u7ec6\u53c2\u8003\u6e90\u7801\u76ee\u5f55\u4e0b README.zh.md \u8bf4\u660e\u5373\u53ef\uff0c\u8fd9\u91cc\u4e0d\u518d\u7ec6\u8ff0\u3002\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">git clone https:\/\/github.com\/deepseek-ai\/deepseek-harness.git\ncd deepseek-harness\npnpm install\npnpm run build\npnpm dsh web\n<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u5b98\u65b9\u6a21\u578b\uff1aWeb UI \u2192 Settings \u2192 Models \u2192 DeepSeek \u5361\u7247\uff0c\u586b API key\uff08\u5199\u5230 <code>$DSH_HOME\/.credentials.yaml<\/code>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u597d\u6d88\u606f\uff1a\u4e0d\u9501\u6b7b DeepSeek\u3002\u9884\u7f6e Anthropic\u3001OpenAI provider\uff0csettings.yaml \u914d <code>apiKeyEnv \/ api \/ baseURL \/ models<\/code> \u56db\u4e2a\u5b57\u6bb5\uff0c\u5c31\u80fd\u63a5\u4efb\u4f55\u517c\u5bb9 OpenAI \u534f\u8bae\u7684\u7f51\u5173\uff0c\u6709\u5565\u6a21\u578b\u63d2\u5565\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b0\u624b\u7b2c\u4e00\u5929\u4e0a\u624b\u6e05\u5355<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u88c5 Node.js 22.19+ \u6216 24+<\/li>\n\n\n\n<li>\u8dd1 <code>npx @deepseek-ai\/dsh web<\/code><\/li>\n\n\n\n<li>\u6253\u5f00 http:\/\/127.0.0.1:3080\uff0c\u8fdb Settings \u586b DeepSeek API key<\/li>\n\n\n\n<li>\u6a21\u5f0f\u9009<strong>\u6807\u51c6\u6a21\u5f0f<\/strong>\uff0c\u522b\u78b0\u521b\u9020\u6a21\u5f0f<\/li>\n\n\n\n<li>\u4e22\u4e2a\u5c0f\u4efb\u52a1\u8bd5\u8bd5\u6c34\uff1a\u5e2e\u6211\u628a\u8fd9\u4e2a\u6587\u4ef6\u5939\u91cc\u7684 md \u6574\u7406\u6210\u76ee\u5f55<\/li>\n\n\n\n<li>\u53bb GitHub \u641c <code>dsh-plugin<\/code> \u6807\u7b7e\uff0c\u88c5\u4e24\u4e2a\u793e\u533a\u63d2\u4ef6\uff1a<code>dsh-at-file<\/code>\u3001<code>dsh-genui<\/code><\/li>\n\n\n\n<li><strong>\u8bb0\u4f4f\uff1a\u9884\u89c8\u7248\u4f1a\u53d8\uff0c\u522b\u62ff\u751f\u4ea7\u73af\u5883\u5f00\u73a9\u7b11<\/strong><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f53\u524d\u5148\u53ef\u8bd5\u7528\uff1a\u522b\u6025\u7740\u7528\u4e8e\u751f\u4ea7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u8bf4\u660e\u6587\u6863\u6700\u524d\u9762\u5c31\u63d0\u5230\uff1aDeepSeek Harness \u76ee\u524d\u5904\u4e8e <em>\u5f00\u53d1\u8005\u9884\u89c8<\/em> \u9636\u6bb5\uff0c\u6b63\u5728\u5feb\u901f\u8fed\u4ee3\u3002<strong>\u672a\u6765\u5c06\u51fa\u73b0\u7834\u574f\u517c\u5bb9\u6027\u7684\u53d8\u66f4\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\uff0c\u5b83\u8fd8\u662f v0.1\u3002<\/strong> \u5b98\u65b9\u539f\u8bdd\uff1a\u4f1a\u6709\u7834\u574f\u517c\u5bb9\u6027\u7684\u6539\u52a8\u3002GitHub Releases \u9875\u9762\u662f\u7a7a\u7684\uff0c\u5f53\u524d npm \u7248\u672c 0.1.0-rc.6\uff0c\u4e0d\u5efa\u8bae\u76f4\u63a5\u4e0a\u751f\u4ea7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\uff0c\u95e8\u69db\u4e0d\u4f4e\u3002<\/strong> \u5b83\u9762\u5411\u5f00\u53d1\u8005\uff0c\u4e0d\u9762\u5411\u666e\u901a\u7528\u6237\u3002\u4f60\u5f97\u6709 Node.js \u73af\u5883\uff0c\u8981\u61c2\u63d2\u4ef6\u3001\u4f1a\u8bdd\u3001provider \u4e00\u5806\u672f\u8bed\u3002\u5982\u679c\u8981\u8fbe\u5230\u70b9\u5f00\u5c31\u80fd\u7528\uff0c\u4e3a\u65f6\u5c1a\u65e9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\uff0c\u63d2\u4ef6\u5b89\u5168\u662f\u4e2a\u5751\u3002<\/strong> \u5de5\u5177\u63d2\u4ef6\u80fd\u78b0\u6587\u4ef6\uff0c\u5b58\u50a8\u63d2\u4ef6\u638c\u63e1\u5b8c\u6574\u4f1a\u8bdd\uff0c\u5faa\u73af\u63d2\u4ef6\u53ef\u80fd\u6539\u53d8\u51b3\u7b56\u2014\u2014\u6743\u9650\u8fb9\u754c\u548c\u4f9b\u5e94\u94fe\u5b89\u5168\uff0c\u662f\u751f\u4ea7\u73af\u5883\u5fc5\u89e3\u4e4b\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u56db\uff0c\u201c\u81ea\u8fdb\u5316\u201d\u6709\u4e89\u8bae\u3002<\/strong> \u52a8\u6001\u751f\u6210\u7684\u63d2\u4ef6\u53ea\u80fd\u9a7b\u7559\u5185\u5b58\uff0c\u91cd\u542f\u5c31\u6d88\u5931\uff0c\u7f3a\u81ea\u52a8\u6c89\u6dc0\u4e3a\u6c38\u4e45\u63d2\u4ef6\u7684\u673a\u5236\uff0c\u7f51\u4e0a\u6709\u4eba\u8d28\u7591\u81ea\u52a8\u8fdb\u5316\u4f1a\u5e26\u6765\u7ef4\u62a4\u6df7\u4e71\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e94\uff0c\u6613\u7528\u6027\u5f85\u6253\u78e8\u3002<\/strong> \u601d\u7ef4\u94fe\u663e\u793a\u8fc7\u5feb\u5bfc\u81f4\u6587\u5b57\u95ea\u70c1\u3001\u7f3a\u591a\u6807\u7b7e\u9884\u89c8\u3001\u5f00\u53d1\u8005\u5de5\u5177\u9762\u677f\u5360\u754c\u9762\u592a\u5927\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u516d\uff0c\u6da8\u4ef7\u4e89\u8bae\u5f97\u8bf4\u6e05\u695a\u3002<\/strong> Harness \u5f00\u6e90\u5f53\u5929\uff0c\u5b98\u65b9\u5b9a\u4ef7\u9875\u540c\u6b65\u53d1\u4e86\u6da8\u4ef7\u516c\u544a\u3002V4-Pro \u5cf0\u65f6\uff08UTC 01:00-04:00\u300106:00-10:00\uff0c\u4e5f\u5c31\u662f\u5317\u4eac 9:00-12:00\u300114:00-18:00\uff09\u8f93\u51fa\u4ef7\u4ece $0.87\/M \u6da8\u5230 $3.96\/M\uff0c<strong>\u7ea6 4.55 \u500d<\/strong>\uff1b\u975e\u5cf0\u65f6\u7ea6 <strong>2.3 \u500d<\/strong>\uff1b\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u4ef7\u6da8\u5e45\u8d85 6 \u500d\u3002\u6ce8\u610f\uff1a\u5a92\u4f53\u7231\u8bf4\u201c\u6da8 4 \u500d\u201d\uff0c\u4f46\u90a3\u53ea\u5bf9\u5e94\u5cf0\u65f6\u8f93\u51fa\u8fd9\u4e00\u9879\uff0c\u4e0d\u662f\u5168\u9762\u6da8\u5e45\u3002\u7a7a\u95f2\u65f6\u6bb5\u4ef7\u683c\u7ea6\u4e3a\u9ad8\u5cf0\u4e00\u534a\uff0c\u60f3\u7701\u94b1\u5c31\u9700\u8981\u81ea\u884c\u63a7\u5236\u4e0a\u73ed\u65f6\u95f4\uff0c\u907f\u5f00\u9ad8\u5cf0\u671f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5bf9\u5168\u884c\u4e1a\u610f\u4e49\uff1a\u4e3a\u4ec0\u4e48\u8fd9\u4e8b\u4e0d\u5c0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\uff0cDeepSeek \u6b63\u4ece\u201c\u6a21\u578b\u4f9b\u5e94\u5546\u201d\u5411\u201c\u5e94\u7528\u6846\u67b6\u5c42\u201d\u5ef6\u4f38\uff0c\u4e0d\u518d\u6ee1\u8db3\u4e8e\u53ea\u5356 Token\uff0c\u5f00\u59cb\u4e89\u593a\u6a21\u578b\u4e4b\u4e0a\u7684\u5f00\u53d1\u8005\u5165\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\uff0c\u5f00\u6e90\u7ade\u4e89\u4ece\u201c\u6a21\u578b\u5c42\u201d\u6253\u5230\u4e86\u201cAgent \u5de5\u7a0b\u5c42\u201d\u3002\u5f00\u653e\u6743\u91cd\u89e3\u51b3\u7684\u662f\u201c\u8c01\u80fd\u8fd0\u884c\u6a21\u578b\u201d\uff0c\u5f00\u653e Harness \u89e6\u53ca\u7684\u662f**\u201c\u8c01\u80fd\u51b3\u5b9a\u6a21\u578b\u5982\u4f55\u5de5\u4f5c\u201d**\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\uff0c\u5b83\u76f4\u63a5\u5bf9\u6807 OpenAI Codex\u3001Anthropic Claude Code\uff0c\u4e3b\u6253\u7f16\u7a0b\u548c\u529e\u516c\u573a\u666f\u3002\u6709\u5f00\u53d1\u8005\u8bf4\uff1aDeepSeek \u5c06\u4e00\u5207\u5f00\u6e90\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u4e0d\u5fc5\u751f\u6d3b\u5728 Anthropic \u7684\u7edf\u6cbb\u4e4b\u4e0b\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u8bd5\u7528\u4f46\u4e5f\u522b\u4e0a\u5934\u3002\u6469\u6839\u58eb\u4e39\u5229\u8ba4\u4e3a\u4e2d\u56fd\u5927\u6a21\u578b\u884c\u4e1a\u7ade\u4e89\u5c06\u66f4\u591a\u8f6c\u5411\u6a21\u578b\u80fd\u529b\u548c\u7b97\u529b\u4f9b\u7ed9\uff1b\u4e1a\u5185\u4e3b\u6d41\u89c2\u70b9\u662f\uff1av0.1 \u9636\u6bb5\u8bf4\u201c\u66ff\u4ee3 Claude Code\u201d\u4e3a\u65f6\u5c1a\u65e9\uff0c\u66f4\u91cd\u8981\u7684\u610f\u4e49\u662f<strong>\u751f\u6001\u8d77\u70b9<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u8981\u6d4b\u8bd5\u5c31\u5148\u8dd1\u8d77\u6765\uff0c\u522b\u5149\u770b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a<strong>DeepSeek Harness \u4e0d\u662f\u53c8\u4e00\u4e2a\u6a21\u578b\uff0c\u800c\u662f\u6a21\u578b\u7684\u90a3\u5c42\u3010\u58f3\u3011\u2014\u2014\u53d1\u52a8\u673a\u5916\u7684\u6574\u8f66\uff0c\u82af\u7247\u5916\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u79ef\u6728\u91cc\u7684\u8fde\u63a5\u4ef6\u3002<\/strong> \u5b83\u544a\u8bc9\u4f60\uff1aAgent \u597d\u4e0d\u597d\u7528\uff0c\u4e00\u534a\u7684\u529f\u52b3\uff08\u751a\u81f3\u66f4\u591a\uff09\u5728\u6a21\u578b\u4e4b\u5916\u3002\u73b0\u5728\u5c31\u53ef\u4ee5\u82b1 5 \u5206\u949f\u628a\u5b83\u8dd1\u8d77\u6765\uff0c\u4eb2\u624b\u611f\u53d7\u3010Model + Harness = Agent\u3011\u662f\u4e2a\u5565\u3002\u770b\u5341\u7bc7\u6587\u7ae0\uff0c\u4e0d\u5982\u8dd1\u4e00\u6b21 <code>npx @deepseek-ai\/dsh web<\/code>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0e OpenClaw\u3001Hermes \u7b49\u6709\u5565\u533a\u522b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u5230\u8fd9\u513f\u4f60\u53ef\u80fd\u60f3\u95ee\uff1a\u641e Agent \u6846\u67b6\u7684\u4e0d\u6b62 DeepSeek \u4e00\u5bb6\u5427\uff1f\u6ca1\u9519\uff0c\u5e02\u9762\u4e0a\u8fd8\u6709\u4fe9\u540d\u5b57\u7ed5\u4e0d\u5f00\u2014\u2014OpenClaw \u548c Hermes\u3002\u5b83\u4eec\u548c Harness \u6709\u5565\u533a\u522b\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenClaw\uff1a\u804a\u5929\u8f6f\u4ef6\u91cc\u517b\u4e2a\u3010\u6570\u5b57\u5458\u5de5\u3011<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u804a OpenClaw\u3002\u5b83\u7531 Peter Steinberger\uff08PSPDFKit \u521b\u59cb\u4eba\uff09\u53d1\u8d77\uff0c2025 \u5e74\u5e95\u7acb\u9879\u30012026 \u5e74\u521d\u5b9a\u540d\uff0cMIT \u5f00\u6e90\u30022026 \u5e74 2 \u6708\u521b\u59cb\u4eba\u52a0\u5165 OpenAI\uff0c\u4f46\u9879\u76ee\u7ee7\u7eed\u5f00\u6e90\u7ef4\u62a4\uff0cGitHub \u661f\u661f\u4e00\u8def\u6da8\u5230 34.5 \u4e07+\uff0c\u662f\u4e09\u8005\u91cc\u751f\u6001\u6700\u5927\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u5b9a\u4f4d\u4e00\u53e5\u8bdd\uff1a<strong>\u672c\u5730\u4f18\u5148\u7684\u5f00\u6e90\u4e2a\u4eba AI \u667a\u80fd\u4f53\u6846\u67b6<\/strong>\uff0c\u76ee\u6807\u4e0d\u662f\u505a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u201c\u8ba9 AI \u771f\u6b63\u5e2e\u4f60\u505a\u4e8b\u201d\u2014\u2014\u6570\u5b57\u5458\u5de5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u9a9a\u7684\u662f\u65e0\u5934\u67b6\u6784\uff1a\u5b83\u6ca1\u6709\u72ec\u7acb\u754c\u9762\uff0c\u4f60\u76f4\u63a5\u5728 WhatsApp\u3001Telegram\u3001Discord\u3001Slack\u3001iMessage\u3001Microsoft Teams \u91cc\u53d1\u6d88\u606f\uff0c\u5b83\u5c31\u5728\u90a3\u513f\u5e72\u6d3b\uff0c\u652f\u6301\u79c1\u804a\u4e5f\u652f\u6301\u7fa4\u804a\u3002\u6a21\u578b\u65e0\u5173\uff0cClaude\u3001GPT\u3001Gemini\u3001DeepSeek \u751a\u81f3\u672c\u5730 Ollama \u968f\u4fbf\u6362\uff1b\u80fd\u8bfb\u5199\u6587\u4ef6\u3001\u8dd1 shell\u3001\u63a7\u5236\u6d4f\u89c8\u5668\uff0c\u504f\u597d\u548c\u8bb0\u5fc6\u5b58\u672c\u5730 Markdown\/YAML\uff0c\u6570\u636e\u9ed8\u8ba4\u4e0d\u51fa\u672c\u673a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6001\u662f\u5b83\u7684\u62a4\u57ce\u6cb3\uff1aClawHub \u6280\u80fd\u5e02\u573a\u6709 3,286+ \u6280\u80fd\uff0cAI \u8fd8\u80fd\u81ea\u5df1\u5199\u65b0\u6280\u80fd\uff1b\u4e2d\u56fd\u5f00\u53d1\u8005\u8d21\u732e\u7684\u63d2\u4ef6\u5360\u5168\u7403 43%\u3002\u529e\u516c\u81ea\u52a8\u5316\uff08\u90ae\u4ef6\u3001\u65e5\u5386\u3001\u62a5\u8868\uff09\u3001\u667a\u80fd\u5bb6\u5c45\u3001\u4e2a\u4eba\u52a9\u7406\u90fd\u6709\u4eba\u62ff\u5b83\u8dd1\u3002\u4e2d\u6587\u793e\u533a\u53eb\u5b83\u3010\u5c0f\u9f99\u867e\u3011\u2014\u2014Claw \u5c31\u662f\u722a\u5b50\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Hermes\uff1a\u8d8a\u7528\u8d8a\u61c2\u4f60\u7684\u3010\u81ea\u8fdb\u5316\u3011\u9009\u624b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hermes Agent\uff0c\u51fa\u81ea Nous Research\uff08\u5c31\u662f\u505a Hermes\u3001Nomos\u3001Psyche \u7cfb\u5217\u6a21\u578b\u7684\u56e2\u961f\uff09\uff0c2026 \u5e74 2 \u6708 25 \u65e5\u5f00\u6e90\uff0cMIT \u8bb8\u53ef\u3002\u5b83\u7684\u5b9a\u4f4d\u53eb\u3010The agent that grows with you\u3011\u2014\u2014\u4e0e\u4f60\u5171\u540c\u6210\u957f\u7684\u667a\u80fd\u4f53\uff0c\u4e3b\u6253\u81ea\u8fdb\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u5356\u70b9\u662f\u8fd0\u884c\u65f6\u5b66\u4e60\u95ed\u73af\uff1a\u6267\u884c\u2192\u8bc4\u4f30\u2192\u62bd\u8c61\u2192\u7cbe\u70bc\u2192\u6c89\u6dc0\u3002\u7b80\u5355\u8bf4\uff0c\u5b83\u5e72\u5b8c\u4e00\u4ef6\u590d\u6742\u6d3b\uff0c\u4f1a\u81ea\u52a8\u628a\u6d41\u7a0b\u62bd\u8c61\u6210\u4e00\u4e2a\u53ef\u590d\u7528\u7684 Skill\uff08Markdown \u6587\u4ef6\uff0c\u5b58\u5728 ~\/.hermes\/skills\/\uff09\uff0c\u4ee5\u540e\u8d8a\u7528\u8d8a\u719f\u3002\u5b98\u65b9\u6570\u636e\uff1a10-20 \u6b21\u76f8\u4f3c\u4efb\u52a1\u540e\uff0c\u6267\u884c\u901f\u5ea6\u63d0\u5347 2-3 \u500d\uff1b\u81ea\u5efa\u6280\u80fd\u8ba9\u7c7b\u4f3c\u7814\u7a76\u4efb\u52a1\u65f6\u95f4\u51cf\u5c11 40%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bb0\u5fc6\u7cfb\u7edf\u4e5f\u5f88\u80fd\u6253\uff1a\u4e09\u5c42\/\u56db\u5c42\u8bb0\u5fc6\uff08\u5de5\u4f5c\u8bb0\u5fc6\u3001\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6 + Honcho \u7528\u6237\u5efa\u6a21\uff09\uff0cSQLite + FTS5 \u5168\u6587\u68c0\u7d22\uff0c10K+ \u6587\u6863\u68c0\u7d22\u5ef6\u8fdf\u7ea6 10ms\u3002\u652f\u6301 15+ \u6d88\u606f\u5e73\u53f0\uff0c\u8fde\u9489\u9489\u3001\u98de\u4e66\u3001\u4f01\u4e1a\u5fae\u4fe1\u90fd\u6709\uff1b\u5185\u7f6e 118 \u9879\u6280\u80fd\u300140+ \u5de5\u5177\uff0c\u6a21\u578b\u652f\u6301 200+ \u968f\u4fbf\u70ed\u5207\u6362\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5e38\u88ab\u79f0\u4e3a\u201cOpenClaw \u7684\u6b63\u5f0f\u7ee7\u627f\u8005\u201d\uff0c\u63d0\u4f9b\u5b8c\u6574\u8fc1\u79fb\u5de5\u5177\uff08hermes claw migrate\uff09\uff0cSOUL.md\u3001MEMORY.md\u3001\u6280\u80fd\u3001\u5e73\u53f0\u914d\u7f6e\u3001API keys \u90fd\u80fd\u642c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u5f20\u8868\u770b\u660e\u767d\uff1a\u4e09\u4e2a\u6846\u67b6\u5230\u5e95\u5dee\u5728\u54ea<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>DeepSeek Harness<\/th><th>OpenClaw<\/th><th>Hermes Agent<\/th><\/tr><\/thead><tbody><tr><td>\u5f00\u53d1\u65b9<\/td><td>DeepSeek\uff08\u6df1\u5ea6\u6c42\u7d22\uff09<\/td><td>Peter Steinberger\uff08PSPDFKit \u521b\u59cb\u4eba\uff09<\/td><td>Nous Research<\/td><\/tr><tr><td>\u9996\u53d1<\/td><td>2026-08-13\uff08v0.1 \u9884\u89c8\uff09<\/td><td>2026-01\uff082025\u5e74\u5e95\u53d1\u8d77\uff09<\/td><td>2026-02-25<\/td><\/tr><tr><td>\u5f00\u6e90\u534f\u8bae<\/td><td>MIT<\/td><td>MIT<\/td><td>MIT<\/td><\/tr><tr><td>\u4e00\u53e5\u8bdd\u5b9a\u4f4d<\/td><td>Agent \u8fd0\u884c\u65f6\u6846\u67b6\uff1a\u6a21\u578b\u4e4b\u5916\u7684\u4e00\u5c42\u3010\u8eab\u4f53\u3011<\/td><td>\u672c\u5730\u4f18\u5148\u4e2a\u4eba AI \u667a\u80fd\u4f53\uff1a\u6570\u5b57\u5458\u5de5<\/td><td>\u81ea\u8fdb\u5316 AI \u667a\u80fd\u4f53\uff1a\u8d8a\u7528\u8d8a\u61c2\u4f60<\/td><\/tr><tr><td>\u6838\u5fc3\u5356\u70b9<\/td><td>\u4e00\u5207\u7686\u63d2\u4ef6\u3001\u56db\u79cd\u8fd0\u884c\u6a21\u5f0f\u3001\u53ef\u56de\u653e\u4e8b\u4ef6\u65e5\u5fd7<\/td><td>\u65e0\u5934\u67b6\u6784\u3001\u804a\u5929\u8f6f\u4ef6\u4e0b\u53d1\u6307\u4ee4\u3001\u672c\u5730\u6267\u884c<\/td><td>\u8fd0\u884c\u65f6\u5b66\u4e60\u95ed\u73af\u3001\u6280\u80fd\u81ea\u751f\u6210\u3001\u6301\u4e45\u8bb0\u5fc6<\/td><\/tr><tr><td>\u7f16\u7a0b\u80fd\u529b<\/td><td>\u5f3a\uff08\u5bf9\u6807 Claude Code\uff09<\/td><td>\u4e2d\uff08\u53ef\u5199\u4ee3\u7801\u8dd1\u547d\u4ee4\uff09<\/td><td>\u4e2d\uff0840+ \u5de5\u5177\u542b\u4ee3\u7801\u6267\u884c\uff09<\/td><\/tr><tr><td>\u529e\u516c\u81ea\u52a8\u5316<\/td><td>\u652f\u6301\uff08\u5b9a\u4f4d\u542b\u529e\u516c\u573a\u666f\uff09<\/td><td>\u5f3a\uff08\u90ae\u4ef6\/\u65e5\u5386\/\u6d4f\u89c8\u5668\/\u62a5\u8868\uff09<\/td><td>\u5f3a\uff08\u8de8\u5e73\u53f0+\u5b9a\u65f6\u4efb\u52a1\uff09<\/td><\/tr><tr><td>\u6d88\u606f\u5e73\u53f0<\/td><td>\u672c\u5730 Web UI\uff08127.0.0.1:3080\uff09<\/td><td>10+\uff08WhatsApp\/Telegram\/Discord\/iMessage \u7b49\uff09<\/td><td>15+\uff08\u542b\u9489\u9489\/\u98de\u4e66\/\u4f01\u4e1a\u5fae\u4fe1\uff09<\/td><\/tr><tr><td>\u6a21\u578b\u652f\u6301<\/td><td>DeepSeek \u5b98\u65b9 + Anthropic\/OpenAI \u9884\u7f6e + \u81ea\u5b9a\u4e49<\/td><td>\u6a21\u578b\u65e0\u5173\uff08Claude\/GPT\/Gemini\/DeepSeek\/\u672c\u5730 Ollama\uff09<\/td><td>200+\uff08OpenRouter\/OpenAI\/Anthropic\/\u56fd\u4ea7\/\u672c\u5730\uff09<\/td><\/tr><tr><td>\u6280\u672f\u6808<\/td><td>TypeScript \/ Node.js<\/td><td>TypeScript \/ Node.js<\/td><td>Python<\/td><\/tr><tr><td>\u90e8\u7f72\u65b9\u5f0f<\/td><td>npx \u4e00\u6761\u547d\u4ee4\u672c\u5730\u542f\u52a8<\/td><td>curl \u672c\u5730\u5b89\u88c5 \/ \u4e91\u5382\u5546\u4e00\u952e\u90e8\u7f72<\/td><td>curl \u672c\u5730 \/ VPS $5 \u8d77 \/ Docker \/ SSH \/ Serverless<\/td><\/tr><tr><td>\u8bb0\u5fc6\u7cfb\u7edf<\/td><td>\u4f1a\u8bdd\u4e8b\u4ef6\u65e5\u5fd7\uff08\u53ef\u5ba1\u8ba1\u56de\u653e\uff09<\/td><td>Markdown\/YAML \u672c\u5730\u6301\u4e45\u8bb0\u5fc6<\/td><td>\u4e09\u5c42\/\u56db\u5c42\u8bb0\u5fc6 + FTS5 \u5168\u6587\u68c0\u7d22 + Honcho \u7528\u6237\u5efa\u6a21<\/td><\/tr><tr><td>MCP \u652f\u6301<\/td><td>\u652f\u6301\uff08\u5de5\u5177\u6765\u6e90\uff09<\/td><td>\u652f\u6301\uff08\u7ecf MCP \u8c03\u5de5\u5177\uff09<\/td><td>\u539f\u751f\u652f\u6301\uff08OAuth 2.1 + \u5b89\u5168\u626b\u63cf\uff09<\/td><\/tr><tr><td>\u81ea\u8fdb\u5316<\/td><td>\u521b\u9020\u6a21\u5f0f\uff08\u5185\u5b58\u7ea7\uff0c\u91cd\u542f\u6d88\u5931\uff09<\/td><td>\u6280\u80fd\u53ef\u81ea\u5199\uff0c\u6709\u9650<\/td><td>\u6838\u5fc3\u5356\u70b9\uff08\u6280\u80fd\u81ea\u52a8\u751f\u6210+\u6301\u7eed\u4f18\u5316\uff09<\/td><\/tr><tr><td>\u751f\u6001<\/td><td>\u63d2\u4ef6\uff08GitHub dsh-plugin \u6807\u7b7e\uff09<\/td><td>ClawHub \u6280\u80fd\u5e02\u573a\uff083,286+ \u6280\u80fd\uff09<\/td><td>agentskills.io \u5f00\u653e\u6807\u51c6 + \u793e\u533a\u6280\u80fd<\/td><\/tr><tr><td>GitHub Stars<\/td><td>14.6 \u4e07+\uff082026\u5e748\u6708\uff09<\/td><td>38.7 \u4e07+\uff082026\u5e748\u6708\uff09<\/td><td>23.2 \u4e07+\uff082026\u5e748\u6708\uff09<\/td><\/tr><tr><td>\u56fd\u5185\u53ef\u7528\u6027<\/td><td>\u4f18\u79c0<\/td><td>\u597d\uff08\u963f\u91cc\u4e91\/\u817e\u8baf\u4e91\/\u534e\u4e3a\u4e91\u652f\u6301\uff09<\/td><td>\u4e2d\uff08\u539f\u751f Windows \u9700 WSL2\uff09<\/td><\/tr><tr><td>\u5f53\u524d\u6210\u719f\u5ea6<\/td><td>v0.1 \u65e9\u671f\u9884\u89c8\uff0c\u4e0d\u5efa\u8bae\u751f\u4ea7<\/td><td>\u6210\u719f\uff0c\u751f\u6001\u6700\u5927<\/td><td>v0.10+\uff0c\u8f83\u7a33\u5b9a<\/td><\/tr><tr><td>\u76ee\u6807\u7528\u6237<\/td><td>\u5f00\u53d1\u8005<\/td><td>\u5f00\u53d1\u8005\/\u81ea\u7531\u804c\u4e1a\u8005\/\u4f01\u4e1a<\/td><td>AI \u7814\u7a76\u8005\/MLOps\/\u6781\u5ba2\u4e2a\u4eba<\/td><\/tr><tr><td>\u4e2d\u6587\u6635\u79f0<\/td><td>\u65e0<\/td><td>\u5c0f\u9f99\u867e<\/td><td>\u7231\u9a6c\u4ed5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5230\u5e95\u600e\u4e48\u9009\uff1f\u56db\u6761\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60f3\u4f53\u9a8c\u3010\u4ee3\u7801\u667a\u80fd\u4f53 + \u63d2\u4ef6\u81ea\u7531\u62fc\u88c5\u3011\u3001\u4eba\u5728 DeepSeek \u751f\u6001\u91cc \u2192 \u4e0a <strong>DeepSeek Harness<\/strong>\u3002\u547d\u4ee4\u6700\u7b80\u5355\uff0c\u4e00\u6761 npx \u5c31\u8dd1\u8d77\u6765\uff0c\u4f46\u5b83\u662f v0.1 \u9884\u89c8\u7248\uff0c\u73a9\u73a9\u53ef\u4ee5\uff0c\u751f\u4ea7\u5148\u7b49\u7b49\u3002<\/li>\n\n\n\n<li>\u60f3\u3010\u5728\u804a\u5929\u8f6f\u4ef6\u53d1\u6761\u6d88\u606f\u5c31\u8ba9 AI \u5e72\u6d3b\u3011\u3001\u8981\u751f\u6001\u6700\u6210\u719f\u3001\u4e3b\u6253\u529e\u516c\u81ea\u52a8\u5316 \u2192 \u9009 <strong>OpenClaw<\/strong>\u3002\u95e8\u69db\u76f8\u5bf9\u6700\u4f4e\uff0c\u4e91\u5382\u5546\u80fd\u4e00\u952e\u90e8\u7f72\uff0c\u4e2d\u6587\u5708\u3010\u5c0f\u9f99\u867e\u3011\u540d\u53f7\u4e0d\u662f\u767d\u53eb\u7684\u3002<\/li>\n\n\n\n<li>\u60f3\u8981\u3010\u8d8a\u7528\u8d8a\u806a\u660e\u3011\u3001\u6280\u80fd\u81ea\u8fdb\u5316\u3001\u641e\u7814\u7a76\/MLOps \u2192 \u770b <strong>Hermes Agent<\/strong>\u3002\u81ea\u8fdb\u5316\u662f\u5b83\u7684\u72ec\u95e8\u7edd\u6d3b\uff0c\u4f46\u504f\u6781\u5ba2\u3002<\/li>\n\n\n\n<li>\u522b\u628a\u5b83\u4eec\u5f53\u654c\u4eba\u3002\u4e09\u8005\u7406\u5ff5\u4e00\u8109\u76f8\u627f\uff1aOpenClaw \u2192 Hermes \u662f\u7ee7\u627f\u8fc1\u79fb\uff0cHarness \u4e5f\u5728\u501f\u9274<strong>\u6846\u67b6\u5f00\u653e<\/strong>\u7684\u601d\u8def\u3002**\u80fd\u770b\u5230\u8fd9\u91cc\u7684\u540c\u888d\u624d\u4e0d\u4f1a\u505a\u9009\u62e9\uff0c\u90fd\u5e72\u5c31\u5b8c\u4e86\u3002**\u53ef\u4ee5\u5148\u8dd1 Harness \u770b\u4e2a\u70ed\u95f9\uff0c\u5f88\u591a\u90fd\u5df2\u7ecf\u88c5\u4e86 OpenClaw\u3001Hermes Agent \u5e72\u6b63\u4e8b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Good Luck~<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/blog.csdn.net\/tzhuwb\/article\/details\/163832159\">https:\/\/blog.csdn.net\/tzhuwb\/article\/details\/163832159<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u80af\u5b9a\u88ab\u4e00\u4e2a\u8bcd\u5237\u5c4f\uff1aDeepSeek Harness\u30028 \u6708 13 \u65e5\u665a\u53d1\u5e03\u5f00\u53d1\u8005\u9884\u89c8\u7248 v0.1\uff0c\u5f00\u6e90 12 \u5c0f\u65f6 GitHub \u62ff\u4e0b 5 \u4e07+ star\uff0c\u5c01\u795e\u201c\u53f2\u4e0a\u589e\u957f\u6700\u5feb\u9879\u76ee\u4e4b\u4e00\u201d\u3002\u5f88\u591a\u4eba\u7b2c\u4e00\u53cd\u5e94\uff1a\u53c8\u53d1\u65b0\u6a21\u578b\u4e86\uff1f &hellip; <a href=\"http:\/\/www.menglanglang.cn\/?p=5695\">\u7ee7\u7eed\u9605\u8bfb <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[907],"tags":[905,945,997,461,877,332,199],"class_list":["post-5695","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-deepseek","tag-deepseek-harness","tag-461","tag-877","tag-332","tag-199"],"_links":{"self":[{"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/posts\/5695","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5695"}],"version-history":[{"count":3,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/posts\/5695\/revisions"}],"predecessor-version":[{"id":5699,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=\/wp\/v2\/posts\/5695\/revisions\/5699"}],"wp:attachment":[{"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5695"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5695"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.menglanglang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5695"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}