{"id":45468,"date":"2026-04-16T18:17:01","date_gmt":"2026-04-16T10:17:01","guid":{"rendered":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/2026\/04\/16\/openclaw%e7%88%86%e7%81%ab%ef%bc%8c%e6%9a%b4%e9%9c%b212%e7%b1%bb%e8%87%b4%e5%91%bd%e9%9a%90%e6%82%a3%ef%bc%81mcp%e5%8d%8f%e8%ae%ae%e5%ae%89%e5%85%a8%e5%9f%ba%e5%87%86%e5%8f%91%e5%b8%83\/"},"modified":"2026-04-16T18:17:01","modified_gmt":"2026-04-16T10:17:01","slug":"openclaw%e7%88%86%e7%81%ab%ef%bc%8c%e6%9a%b4%e9%9c%b212%e7%b1%bb%e8%87%b4%e5%91%bd%e9%9a%90%e6%82%a3%ef%bc%81mcp%e5%8d%8f%e8%ae%ae%e5%ae%89%e5%85%a8%e5%9f%ba%e5%87%86%e5%8f%91%e5%b8%83","status":"publish","type":"post","link":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/2026\/04\/16\/openclaw%e7%88%86%e7%81%ab%ef%bc%8c%e6%9a%b4%e9%9c%b212%e7%b1%bb%e8%87%b4%e5%91%bd%e9%9a%90%e6%82%a3%ef%bc%81mcp%e5%8d%8f%e8%ae%ae%e5%ae%89%e5%85%a8%e5%9f%ba%e5%87%86%e5%8f%91%e5%b8%83\/","title":{"rendered":"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03"},"content":{"rendered":"\n<\/p>\n<\/p>\n<p>\u65b0\u667a\u5143\u62a5\u9053\uff0c\u7f16\u8f91\uff1aLRST<\/p>\n<p>\u6700\u8fd1\uff0cOpenClaw\u7b49\u5f00\u6e90AI Agent\u9879\u76ee\u5728\u5f00\u53d1\u8005\u793e\u533a\u706b\u7206\u51fa\u5708\u3002\u53ea\u9700\u8981\u4e00\u53e5\u8bdd\uff0cAgent\u5c31\u80fd\u81ea\u52a8\u5e2e\u4f60\u5199\u4ee3\u7801\u3001\u67e5\u8d44\u6599\u3001\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\uff0c\u751a\u81f3\u63a5\u7ba1\u7535\u8111\u3002<\/p>\n<p>\u8fd9\u4e9b Agent \u60ca\u4eba\u81ea\u4e3b\u6027\u7684\u80cc\u540e\uff0c\u79bb\u4e0d\u5f00\u5de5\u5177\u8c03\u7528\u63d0\u4f9b\u7684\u80fd\u529b\uff0cMCP\uff08Model Context Protocol\uff0c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u6b63\u662f\u7edf\u4e00AI\u5de5\u5177\u751f\u6001\u7684\u63a5\u53e3\u3002\u5c31\u50cfUSB-C\u8ba9\u7535\u8111\u53ef\u4ee5\u8fde\u63a5\u5404\u79cd\u8bbe\u5907\u4e00\u6837\uff0cMCP\u8ba9\u5927\u6a21\u578b\u80fd\u591f\u4ee5\u6807\u51c6\u5316\u65b9\u5f0f\u8c03\u7528\u6587\u4ef6\u7cfb\u7edf\u3001\u6d4f\u89c8\u5668\u3001\u6570\u636e\u5e93\u7b49\u5916\u90e8\u5de5\u5177\u3002<\/p>\n<p>\u9762\u5bf9\u5982\u6b64\u5e9e\u5927\u7684\u751f\u6001\uff0c\u8fde\u4e3b\u6253\u539f\u751f\u547d\u4ee4\u884c\u7684OpenClaw\uff0c\u4e5f\u901a\u8fc7\u9002\u914d\u5668\u63a5\u5165\u4e86 MCP\uff0c\u4ee5\u83b7\u53d6\u66f4\u5e7f\u9614\u7684\u5de5\u5177\u80fd\u529b\u3002<\/p>\n<p>\u7136\u800c\uff0c<strong>\u5f53AI\u7684\u300c\u624b\u300d\u8d8a\u4f38\u8d8a\u957f\uff0c\u5371\u9669\u4e5f\u968f\u4e4b\u964d\u4e34<\/strong>\u3002\u5982\u679cAgent\u8c03\u7528\u7684\u5de5\u5177\u672c\u8eab\u88ab\u9ed1\u5ba2\u6295\u6bd2\u4e86\u5462\uff1f\u5982\u679c\u5de5\u5177\u8fd4\u56de\u7684\u62a5\u9519\u4fe1\u606f\u91cc\u85cf\u7740\u6076\u610f\u6307\u4ee4\u5462\uff1f<\/p>\n<p>\u5f53\u5927\u6a21\u578b\u6beb\u65e0\u9632\u5907\u5730\u6267\u884c\u8fd9\u4e9b\u6307\u4ee4\u65f6\uff0c\u4f60\u7684\u9690\u79c1\u6570\u636e\u3001\u672c\u5730\u6587\u4ef6\u751a\u81f3\u670d\u52a1\u5668\u6743\u9650\uff0c\u90fd\u5c06\u6ca6\u4e3a\u9ed1\u5ba2\u7684\u56ca\u4e2d\u4e4b\u7269\u3002<\/p>\n<p>\u4e3a\u4e86\u586b\u8865MCP\u751f\u6001\u7684\u5b89\u5168\u6d4b\u8bc4\u7a7a\u767d\uff0c\u6765\u81ea\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86\u4e13\u95e8\u9488\u5bf9MCP\u534f\u8bae\u7684\u5b89\u5168\u57fa\u51c6\uff1aMSB\uff08MCP Security Bench\uff09\u3002\u7814\u7a76\u53d1\u73b0\uff1a<strong>\u9488\u5bf9MCP\u7684\u6bcf\u4e2a\u9636\u6bb5\u7684\u653b\u51fb\u90fd\u5177\u6709\u6709\u6548\u6027<\/strong>\u3002<strong>\u6027\u80fd\u8d8a\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u53cd\u800c\u66f4\u5bb9\u6613\u53d7\u5230\u653b\u51fb<\/strong>\u3002\u8be5\u8bba\u6587\u5df2\u88abICLR 2026\u63a5\u6536\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/3703d8bd914828bd34401fb8384f0d3c.jpg\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=irxxkFMrry<\/p>\n<p>\u4ee3\u7801\uff1ahttps:\/\/github.com\/dongsenzhang\/MSB<\/p>\n<p style=\"text-align: center;\"><strong>Agent\u80cc\u540e\u7684MCP\u5b89\u5168\u98ce\u9669<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/e7308fcdf5023a603c02701dbbaada0f.png\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u56fe1\uff1aMCP\u653b\u51fb\u6846\u67b6<\/p>\n<p>MCP\u6781\u5927\u5730\u62d3\u5bbd\u4e86Agent\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u6781\u5927\u5730\u62d3\u5bbd\u4e86\u653b\u51fb\u9762\u3002\u5728MCP\u4f53\u7cfb\u4e0b\uff0cAgent\u7684\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\u901a\u5e38\u5305\u542b\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n<p><strong>1. \u4efb\u52a1\u89c4\u5212\uff08Task Planning\uff09\uff1a<\/strong>Agent\u6839\u636e\u7528\u6237\u67e5\u8be2\uff0c\u901a\u8fc7\u5de5\u5177\u540d\u79f0\u548c\u63cf\u8ff0\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u3002<\/p>\n<p><strong>2. \u5de5\u5177\u8c03\u7528\uff08Tool Invocation\uff09\uff1a<\/strong>Agent\u5411\u9009\u5b9a\u5de5\u5177\u53d1\u9001\u8bf7\u6c42\uff0c\u5e76\u4f20\u5165\u76f8\u5e94\u53c2\u6570\u4ee5\u6267\u884c\u5177\u4f53\u64cd\u4f5c\u3002<\/p>\n<p><strong>3. \u54cd\u5e94\u5904\u7406\uff08Response Handling\uff09\uff1a<\/strong>Agent\u89e3\u6790\u5de5\u5177\u54cd\u5e94\u7ed3\u679c\uff0c\u5e76\u636e\u6b64\u7ee7\u7eed\u63a8\u7406\u6216\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n<p>\u6bcf\u4e00\u4e2a\u9636\u6bb5\uff0c\u90fd\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u653b\u51fb\u5165\u53e3\u3002MSB\u8986\u76d6\u5b8c\u6574\u7684MCP\u5de5\u5177\u8c03\u7528\u9636\u6bb5\uff0c\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u57fa\u4e8eMCP\u5de5\u5177\u4f7f\u7528\u7684 Agent\u5b89\u5168\u6027\uff0c\u5177\u6709\u4e09\u5927\u6838\u5fc3\u4eae\u70b9\uff1a<\/p>\n<p style=\"text-align: center;\"><strong>MCP \u653b\u51fb\u5206\u7c7b\u4f53\u7cfb<\/strong><\/p>\n<p>\u5728 MCP \u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0cAgent\u901a\u8fc7\u5de5\u5177\u6807\u8bc6\uff08\u540d\u79f0\u548c\u63cf\u8ff0\uff09\u3001\u53c2\u6570\u4ee5\u53ca\u5de5\u5177\u54cd\u5e94\u4e0e\u5de5\u5177\u8fdb\u884c\u4ea4\u4e92\uff0c\u8fd9\u4e9b\u90fd\u53ef\u80fd\u6210\u4e3a\u653b\u51fb\u9014\u5f84\u3002MSB\u6839\u636e\u8fd9\u4e9b\u653b\u51fb\u9014\u5f84\u548c\u4ea4\u4e92\u9636\u6bb5\u5bf9\u653b\u51fb\u7c7b\u578b\u5206\u7c7b\uff1a<\/p>\n<p><strong>Tool Signature Attack\uff1a\u5728\u4efb\u52a1\u89c4\u5212\u9636\u6bb5\uff0c\u5229\u7528\u5de5\u5177\u540d\u79f0\u548c\u63cf\u8ff0\u8fdb\u884c\u653b\u51fb\uff0c\u5305\u62ec\uff1a<\/strong><\/p>\n<p>\u540d\u79f0\u51b2\u7a81\uff08Name Collision\uff0cNC\uff09\uff1a\u4f2a\u9020\u540d\u79f0\u4e0e\u5b98\u65b9\u5de5\u5177\u76f8\u4f3c\u7684\u6076\u610f\u5de5\u5177\uff0c\u8bf1\u5bfcAgent\u9009\u62e9\u3002<\/p>\n<p>\u504f\u597d\u64cd\u7eb5\uff08Preference Manipulation\uff0cPM\uff09\uff1a\u5411\u5de5\u5177\u63cf\u8ff0\u4e2d\u6ce8\u5165\u5ba3\u4f20\u8bed\u53e5\uff0c\u8bf1\u5bfcAgent\u9009\u62e9\u3002<\/p>\n<p>\u63d0\u793a\u6ce8\u5165\uff08Prompt Injection\uff0cPI\uff09\uff1a\u5411\u5de5\u5177\u63cf\u8ff0\u4e2d\u6ce8\u5165\u6076\u610f\u6307\u4ee4\u3002<\/p>\n<p><strong>Tool Parameter Attack\uff1a\u5728\u5de5\u5177\u8c03\u7528\u9636\u6bb5\uff0c\u5229\u7528\u5de5\u5177\u53c2\u6570\u8fdb\u884c\u653b\u51fb\uff0c\u5305\u62ec\uff1a<\/strong><\/p>\n<p>\u8d8a\u6743\u53c2\u6570\uff08Out-of-Scope Parameter\uff0cOP\uff09\uff1a\u8bbe\u7f6e\u8d85\u51fa\u6b63\u5e38\u529f\u80fd\u7684\u5de5\u5177\u53c2\u6570\uff0c\u901a\u8fc7\u53c2\u6570\u4f20\u9012\u5f15\u53d1\u4fe1\u606f\u6cc4\u9732<\/p>\n<p><strong>Tool Response Attack\uff1a<\/strong>\u5728\u54cd\u5e94\u5904\u7406\u9636\u6bb5\uff0c\u5229\u7528\u5de5\u5177\u54cd\u5e94\u8fdb\u884c\u653b\u51fb\uff0c\u5305\u62ec\uff1a<\/p>\n<p>\u7528\u6237\u6a21\u62df\uff08User Impersonation\uff0cUI\uff09\uff1a\u5192\u5145\u7528\u6237\u4e0b\u8fbe\u6076\u610f\u6307\u4ee4\u3002<\/p>\n<p>\u865a\u5047\u9519\u8bef\uff08False Error\uff0cFE\uff09\uff1a\u63d0\u4f9b\u865a\u5047\u7684\u5de5\u5177\u6267\u884c\u9519\u8bef\u4fe1\u606f\uff0c\u8981\u6c42Agent\u9075\u5faa\u6076\u610f\u6307\u4ee4\u624d\u80fd\u6210\u529f\u8c03\u7528\u5de5\u5177\u3002<\/p>\n<p>\u5de5\u5177\u91cd\u5b9a\u5411\uff08Tool Transfer\uff0cTT\uff09\uff1a\u6307\u793aAgent\u8c03\u7528\u6076\u610f\u5de5\u5177\u3002<\/p>\n<p><strong>Retrieval Injection Attack\uff1a<\/strong>\u5728\u54cd\u5e94\u5904\u7406\u9636\u6bb5\uff0c\u5229\u7528\u5916\u90e8\u8d44\u6e90\u8fdb\u884c\u653b\u51fb\uff0c\u5305\u62ec\uff1a<\/p>\n<p>\u68c0\u7d22\u6ce8\u5165\uff08Retrieval Injection\uff0cRI\uff09\uff1a\u5d4c\u5165\u6076\u610f\u6307\u4ee4\u7684\u5916\u90e8\u8d44\u6e90\u901a\u8fc7\u5de5\u5177\u54cd\u5e94\u7834\u574f\u4e0a\u4e0b\u6587\u3002<\/p>\n<p><strong>Mixed Attack\uff1a<\/strong>\u5728\u591a\u4e2a\u9636\u6bb5\uff0c\u540c\u65f6\u5229\u7528\u591a\u4e2a\u5de5\u5177\u7ec4\u4ef6\u8fdb\u884c\u653b\u51fb\uff0c\u5305\u62ec\u5bf9\u4ee5\u4e0a\u653b\u51fb\u7684\u7ec4\u5408\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u57fa\u4e8e\u771f\u5b9e\u73af\u5883\u7684\u6267\u884c\u5957\u4ef6<\/strong><\/p>\n<p>MSB \u62d2\u7edd\u7eb8\u4e0a\u8c08\u5175\u7684\u6a21\u62df\u8bc4\u6d4b\uff0c\u5176\u642d\u8f7d\u4e86\u771f\u5b9e\u7684MCP \u670d\u52a1\u5668\uff0c\u6db5\u76d610\u4e2a\u73b0\u5b9e\u573a\u666f\u3001405\u4e2a\u771f\u5b9e\u5de5\u5177\u548c 2,000 \u4e2a\u653b\u51fb\u5b9e\u4f8b\u3002\u6240\u6709\u5b9e\u4f8b\u90fd\u901a\u8fc7MCP\u8fd0\u884c\u771f\u5b9e\u7684\u5de5\u5177\u6267\u884c\uff0c\u771f\u5b9e\u5730\u53cd\u6620\u5b9e\u9645\u64cd\u4f5c\u73af\u5883\uff0c\u4ee5\u76f4\u63a5\u89c2\u6d4b\u653b\u51fb\u5bf9\u73af\u5883\u72b6\u6001\u7684\u7834\u574f\u7a0b\u5ea6\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u5e73\u8861\u6027\u80fd\u4e0e\u5b89\u5168\u7684\u6307\u6807NRP<\/strong><\/p>\n<p>\u5728Agent\u5b89\u5168\u6d4b\u8bc4\u4e2d\uff0c\u5355\u7eaf\u770b\u653b\u51fb\u6210\u529f\u7387\uff08ASR, Attack Success Rate\uff09\u6781\u5177\u6b3a\u9a97\u6027\uff0c\u5982\u679c\u4e00\u4e2a Agent \u4e3a\u4e86\u907f\u514d\u98ce\u9669\u800c\u62d2\u7edd\u6267\u884c\u4efb\u4f55\u5de5\u5177\u8c03\u7528\uff0c\u5176ASR\u53ef\u80fd\u63a5\u8fd10\uff0c\u4f46\u540c\u65f6\u4e5f\u65e0\u6cd5\u5b8c\u6210\u7528\u6237\u4efb\u52a1\uff0c\u5931\u53bb\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n<p>\u4e3a\u6b64\uff0cMSB\u63d0\u51fa\u4e86\u51c0\u5f39\u6027\u6027\u80fd NRP\uff08Net Resilient Performance\uff09\u6307\u6807\uff1a<\/p>\n<p>NRP=PUA\u22c5\uff081\u2212ASR\uff09<\/p>\n<p>\u5176\u4e2d\uff0cPUA\uff08Performance Under Attack\uff09\u4e3aAgent\u5728\u5bf9\u6297\u73af\u5883\u4e2d\u5b8c\u6210\u7528\u6237\u4efb\u52a1\u7684\u6bd4\u4f8b\uff0cASR\u4e3a\u653b\u51fb\u6210\u529f\u7387\u3002NRP\u65e8\u5728\u8bc4\u4f30Agent\u5728\u62b5\u5fa1\u653b\u51fb\u7684\u540c\u65f6\u4fdd\u6301\u6027\u80fd\u7684\u6574\u4f53\u6297\u98ce\u9669\u80fd\u529b\uff0c\u63d0\u4f9b\u5e73\u8861\u6027\u80fd\u4e0e\u5b89\u5168\u7684\u7efc\u5408\u6027\u91cf\u5316\u6807\u51c6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/bce0c2e8fa61187adb5dabd186d4abe3.png\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u56fe2\uff1aNRP vs ASR\uff0cNRP vs PUA\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u6240\u6709\u653b\u51fb\u65b9\u5f0f\u5747\u6709\u6548<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/6041568f4d4e38b949a15fd2b947fe4e.jpg\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u56fe3\uff1a\u4e3b\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4f7f\u7528MSB\u5bf9GPT-5\u3001DeepSeek-V3.1\u3001Claude 4 Sonnet\u3001Qwen3\u7b4910\u6b3e\u4e3b\u6d41\u6a21\u578b\u8fdb\u884c\u4e86\u5927\u89c4\u6a21\u6d4b\u8bd5\uff0c<strong>\u6240\u6709\u653b\u51fb\u65b9\u5f0f\u5747\u8868\u73b0\u51fa\u6709\u6548\u6027<\/strong>\uff0c\u603b\u4f53\u5e73\u5747ASR\u4e3a40.35%\u3002\u5176\u4e2d<strong>MCP\u5f15\u5165\u7684\u65b0\u578b\u653b\u51fb\u66f4\u5177\u4fb5\u7565\u6027<\/strong>\uff0c\u76f8\u8f83\u4e8e\u5728function calling\u4e2d\u5df2\u5b58\u5728\u7684PI\u548cRI\u653b\u51fb\uff0c\u57fa\u4e8eMCP\u7684\u653b\u51fb\u4f8b\u5982UI\u548cFE\u6709\u66f4\u9ad8\u7684\u6210\u529f\u7387\u3002<strong>\u6df7\u5408\u653b\u51fb\u5219\u662f\u5c55\u73b0\u51fa\u534f\u540c\u589e\u5f3a<\/strong>\uff0c\u6df7\u5408\u653b\u51fb\u7684\u6210\u529f\u7387\u8981\u9ad8\u4e8e\u7ec4\u6210\u5176\u7684\u5355\u4e00\u653b\u51fb\u3002<\/p>\n<\/p>\n<p><strong>\u8d8a\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u53cd\u800c\u8d8a\u8106\u5f31\u9898<\/strong><\/p>\n<p>\u4e0d\u540c\u6307\u6807\u95f4\u7684\u5173\u7cfb\u63ed\u793a\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u7ed3\u8bba\uff1a<strong>\u80fd\u529b\u8d8a\u5f3a\u7684\u6a21\u578b\u5f80\u5f80\u66f4\u5bb9\u6613\u53d7\u5230\u653b\u51fb\u3002<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/6c80ea26b0c1f86c6a7ed0df7b2489b0.png\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u56fe4\uff1aPUA vs ASR\u3002<\/p>\n<p>\u5728MSB\u4e2d\uff0c\u5b8c\u6210\u653b\u51fb\u4efb\u52a1\u4ecd\u9700\u8981Agent\u8c03\u7528\u5de5\u5177\uff0c\u4f8b\u5982\u4f7f\u7528\u6587\u4ef6\u8bfb\u53d6\u5de5\u5177\u83b7\u53d6\u4e2a\u4eba\u4fe1\u606f\u3002\u5177\u6709\u66f4\u9ad8\u5b9e\u7528\u6027\u7684LLM\uff0c\u7531\u4e8e\u5176\u66f4\u51fa\u8272\u7684\u5de5\u5177\u8c03\u7528\u548c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u8868\u73b0\u51fa\u66f4\u9ad8\u7684ASR\u3002\u8fd9\u4e00\u53d1\u73b0\u63ed\u793a\u4e86MCP\u5b89\u5168\u6f0f\u6d1e\u7684\u5de8\u5927\u5b9e\u9645\u98ce\u9669\u3002<\/p>\n<\/p>\n<p><strong>\u5168\u9636\u6bb5\u3001\u591a\u5de5\u5177\u73af\u5883\u4fb5\u5bb3<\/strong><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/f8724d8cfcd13dd4af16b296d9f021ff.png\" alt=\"OpenClaw\u7206\u706b\uff0c\u66b4\u973212\u7c7b\u81f4\u547d\u9690\u60a3\uff01MCP\u534f\u8bae\u5b89\u5168\u57fa\u51c6\u53d1\u5e03\"\/><\/p>\n<p>\u56fe5\uff1a\u4e0d\u540c\u9636\u6bb5\u548c\u5de5\u5177\u914d\u7f6e\u7684ASR\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u4eceMCP\u5de5\u4f5c\u6d41\u7a0b\u548c\u5de5\u5177\u914d\u7f6e\u7684\u89d2\u5ea6\u5206\u6790\u53d1\u73b0\uff0c<strong>\u5728MCP\u7684\u6240\u6709\u9636\u6bb5Agent\u90fd\u5bb9\u6613\u906d\u53d7\u653b\u51fb<\/strong>\uff0c\u5728\u5de5\u5177\u8c03\u7528\u9636\u6bb5\u6a21\u578b\u7684\u5b89\u5168\u6027\u6700\u4f4e\u3002<\/p>\n<p>\u6b64\u5916\uff0c<strong>\u5373\u4f7f\u5728\u5305\u542b\u65e0\u5bb3\u5de5\u5177\u7684\u591a\u5de5\u5177\u73af\u5883\u4e2d\uff0c\u653b\u51fb\u4f9d\u7136\u6709\u6548<\/strong>\u3002\u73b0\u5b9e\u573a\u666f\u901a\u5e38\u4f1a\u4e3aAgent\u63d0\u4f9b\u5de5\u5177\u5305\uff0c\u5373\u4fbf\u5b58\u5728\u65e0\u5bb3\u5de5\u5177\uff0c\u8bf8\u5982NC\u3001PM\u548cTT\u7b49\u8bf1\u5bfc\u65b9\u5f0f\u4ecd\u4f1a\u5bfc\u81f4\u663e\u8457\u7684\u653b\u51fb\u6210\u529f\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u603b\u7ed3<\/strong><\/p>\n<p>OpenClaw\u7684\u7206\u706b\uff0c\u8ba9\u4eba\u4eec\u76f4\u89c2\u5730\u770b\u5230\u4e86Agent\u7684\u672a\u6765\uff1a\u5927\u6a21\u578b\u4e0d\u518d\u53ea\u662f\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u5f00\u59cb\u771f\u6b63\u52a8\u624b\u505a\u4e8b\u3002MSB\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\u63d0\u51fa\uff0c\u5b83\u7cfb\u7edf\u63ed\u793a\u4e86MCP\u751f\u6001\u4e2d\u7684\u6f5c\u5728\u653b\u51fb\u9762\uff0c\u5e76\u4e3aAgent\u5b89\u5168\u7814\u7a76\u63d0\u4f9b\u4e86\u53ef\u590d\u73b0\u3001\u53ef\u91cf\u5316\u7684\u7cfb\u7edf\u8bc4\u6d4b\u57fa\u51c6\u3002<\/p>\n<p>\u8fc7\u53bb\u7684\u5927\u6a21\u578b\u5b89\u5168\u7814\u7a76\u4e3b\u8981\u805a\u7126\u4e8e\u63d0\u793a\u6ce8\u5165\u7b49\u8bed\u8a00\u5c42\u9762\u7684\u98ce\u9669\uff0c\u800cMSB\u8868\u660e\uff0c\u5f53AI\u8c03\u7528\u5de5\u5177\u5e76\u4e0e\u771f\u5b9e\u7cfb\u7edf\u4ea4\u4e92\u65f6\uff0c\u653b\u51fb\u9762\u4e5f\u6b63\u5728\u4ece\u6587\u672c\u7a7a\u95f4\u6269\u5c55\u5230\u5de5\u5177\u751f\u6001\u3002\u968f\u7740Agent\u9010\u6e10\u6210\u4e3aAI\u5e94\u7528\u7684\u65b0\u8303\u5f0f\uff0c\u5b89\u5168\u6216\u8bb8\u6b63\u6210\u4e3a\u8fd9\u573a\u6280\u672f\u8dc3\u8fc1\u5fc5\u987b\u8de8\u8fc7\u7684\u4e00\u9053\u95e8\u69db\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<p>https:\/\/openreview.net\/pdf?id=irxxkFMrry<\/p>\n<p style=\"color: #999; font-size: 14px;padding-top: 15px\">\u58f0\u660e\uff1a\u672c\u6587\u6765\u81ea\u65b0\u667a\u5143\uff0c\u7248\u6743\u5f52\u4f5c\u8005\u6240\u6709\u3002\u6587\u7ae0\u5185\u5bb9\u4ec5\u4ee3\u8868\u4f5c\u8005\u72ec\u7acb\u89c2\u70b9\uff0c\u4e0d\u4ee3\u8868\u5b89\u5168\u5185\u53c2\u7acb\u573a\uff0c\u8f6c\u8f7d\u76ee\u7684\u5728\u4e8e\u4f20\u9012\u66f4\u591a\u4fe1\u606f\u3002\u5982\u6709\u4fb5\u6743\uff0c\u8bf7\u8054\u7cfb anquanneican@163.com\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u65b0\u667a\u5143\u62a5\u9053\uff0c\u7f16\u8f91\uff1aLRST\u6700\u8fd1\uff0cOpenClaw\u7b49\u5f00\u6e90AI Agent\u9879\u76ee\u5728\u5f00\u53d1\u8005\u793e\u533a\u706b\u7206\u51fa\u5708\u3002\u53ea\u9700\u8981\u4e00\u53e5\u8bdd\uff0cAgent\u5c31\u80fd\u81ea\u52a8\u5e2e\u4f60\u5199\u4ee3\u7801\u3001\u67e5\u8d44\u6599\u3001\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\uff0c\u751a\u81f3\u63a5\u7ba1\u7535\u8111\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-45468","post","type-post","status-publish","format-standard","hentry","category-3"],"_links":{"self":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts\/45468","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/comments?post=45468"}],"version-history":[{"count":0,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts\/45468\/revisions"}],"wp:attachment":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/media?parent=45468"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/categories?post=45468"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/tags?post=45468"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}