{"id":10021397,"date":"2026-07-06T21:36:43","date_gmt":"2026-07-06T13:36:43","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021397"},"modified":"2026-07-06T21:36:43","modified_gmt":"2026-07-06T13:36:43","slug":"%e5%b7%a5%e5%85%b7%e5%a1%9e%e6%bb%a1%e4%b8%8a%e4%b8%8b%e6%96%87%e7%aa%97%e5%8f%a3%e6%80%8e%e4%b9%88%e5%8a%9e%ef%bc%9f%e6%b7%b1%e5%ba%a6%e6%8b%86%e8%a7%a3-ai-agent-tool-search-%e6%8c%89%e9%9c%80","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021397","title":{"rendered":"\u5de5\u5177\u585e\u6ee1\u4e0a\u4e0b\u6587\u7a97\u53e3\u600e\u4e48\u529e\uff1f\u6df1\u5ea6\u62c6\u89e3 AI Agent Tool Search \u6309\u9700\u52a0\u8f7d\u5b9e\u73b0\u539f\u7406"},"content":{"rendered":"

\u5de5\u5177\u585e\u6ee1\u4e0a\u4e0b\u6587\u7a97\u53e3\u600e\u4e48\u529e\uff1f\u6df1\u5ea6\u62c6\u89e3 AI Agent Tool Search \u6309\u9700\u52a0\u8f7d\u5b9e\u73b0\u539f\u7406<\/h2>\n

\u672c\u6587\u5c06\u8bb2\u89e3 AI Agent \u91cc\u7684 tool search \u673a\u5236\u2014\u2014\u5f53\u5de5\u5177\u6570\u91cf\u591a\u5230\u5360\u6ee1\u4e0a\u4e0b\u6587\u7a97\u53e3\u65f6\uff0c\u600e\u4e48\u6309\u9700\u52a0\u8f7d\u6a21\u578b\u9700\u8981\u7684\u5de5\u5177\u3002\u672c\u6587\u5185\u5bb9\u8986\u76d6\u5b9e\u73b0\u539f\u7406\u3001\u5339\u914d\u7b97\u6cd5\u3001\u7f13\u5b58\u5f71\u54cd\uff0c\u5e76\u914d\u5408 x-code-cli<\/a> \u7684\u6e90\u7801\u6765\u8bb2\u89e3\u3002<\/p>\n

Tool \u548c MCP Tool<\/h3>\n

LLM \u672c\u8eab\u4e0d\u80fd\u6267\u884c\u64cd\u4f5c<\/h4>\n

\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u662f\u7eaf\u6587\u672c\u751f\u6210\u5668\uff0c\u53ea\u80fd\u63a5\u6536\u6587\u672c\u8f93\u5165\u5e76\u8f93\u51fa\u6587\u672c\u5e94\u7b54\uff0c\u65e0\u6cd5\u4e3b\u52a8\u6267\u884c\u5916\u90e8\u64cd\u4f5c\u3002<\/p>\n

AI Agent \u4e4b\u6240\u4ee5\u80fd\u505a\u8fd9\u4e9b\u4e8b\uff0c\u662f\u56e0\u4e3a\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u7684\u65b9\u5f0f\u6765\u6267\u884c\u8fd9\u4e9b\u64cd\u4f5c\u3002\u4f8b\u5982\u6a21\u578b\u8f93\u51fa\u6307\u4ee4\u2014\u2014\u201c\u6211\u8981\u8c03\u7528 readFile<\/code> \u5de5\u5177\uff0c\u53c2\u6570\u662f package.json<\/code>\u201d\u2014\u2014\u5ba2\u6237\u7aef\uff08\u8fd9\u91cc\u6307 MCP \u5ba2\u6237\u7aef\uff0c\u5373\u5b9e\u73b0\u4e86 MCP \u534f\u8bae\u7684 AI Agent \u5e94\u7528\uff0c\u5982 x-code-cli\u3001Claude Code\u3001Cursor \u7b49\uff09\u4ee3\u7801\u5c06\u89e3\u6790\u8fd9\u6761\u6307\u4ee4\uff0c\u5e76\u6267\u884c\u5b9e\u9645\u7684\u6587\u4ef6\u8bfb\u53d6\u64cd\u4f5c\uff0c\u518d\u628a\u8bfb\u5230\u7684\u5185\u5bb9\u4f20\u56de\u7ed9\u6a21\u578b\u3002\u6a21\u578b\u62ff\u5230\u6587\u4ef6\u5185\u5bb9\u540e\u7ee7\u7eed\u63a8\u7406\uff0c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u3002<\/p>\n

\u8fd9\u4e9b\u53ef\u88ab\u6a21\u578b\u8c03\u7528\u7684\u64cd\u4f5c\u2014\u2014\u8bfb\u6587\u4ef6\u3001\u6267\u884c\u547d\u4ee4\u3001\u641c\u7d22\u4ee3\u7801\u3001\u67e5\u6570\u636e\u5e93\u3001\u8054\u7f51\u641c\u7d22\u2014\u2014\u7edf\u79f0\u4e3a Tool\uff08\u5de5\u5177\uff09<\/strong>\u3002\u6bcf\u4e2a\u5de5\u5177\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a\u4e00\u4e2a\u540d\u5b57\uff08name<\/code>\uff09\u3001\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff08description<\/code>\uff0c\u544a\u8bc9\u6a21\u578b\u8fd9\u4e2a\u5de5\u5177\u80fd\u505a\u4ec0\u4e48\uff09\u3001\u4e00\u4efd JSON Schema\uff08inputSchema<\/code>\uff0c\u5b9a\u4e49\u5de5\u5177\u63a5\u53d7\u4ec0\u4e48\u53c2\u6570\uff09\u3002\u4ee5 x-code-cli \u7684 readFile<\/code> \u5de5\u5177\u4e3a\u4f8b\uff1a<\/p>\n

{\n  "name": "readFile",\n  "description": "Read the contents of a file at the specified path.",\n  "inputSchema": {\n    "type": "object",\n    "properties": {\n      "path": {\n        "type": "string",\n        "description": "The absolute path of the file to read"\n      },\n      "offset": {\n        "type": "number",\n        "description": "Line number to start reading from (1-based)"\n      },\n      "limit": {\n        "type": "number",\n        "description": "Maximum number of lines to read"\n      }\n    },\n    "required": ["path"]\n  }\n}<\/code><\/pre>\n
\u8fd9\u4e09\u90e8\u5206\u4f1a\u88ab\u5e8f\u5217\u5316\u540e\u653e\u8fdb\u6bcf\u6b21 API \u8bf7\u6c42\u7684 tools<\/code> \u6570\u7ec4\u3002\u6a21\u578b\u6839\u636e description<\/code> \u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u6839\u636e inputSchema<\/code> \u751f\u6210\u5408\u6cd5\u7684\u53c2\u6570\u3002\u4e00\u4e2a\u5de5\u5177\u7684\u5b9a\u4e49\u8d8a\u590d\u6742\uff08\u53c2\u6570\u591a\u3001\u63cf\u8ff0\u957f\uff09\uff0c\u5360\u7528\u7684 token \u5c31\u8d8a\u591a\u3002<\/p>\n
\u4e0b\u9762\u662f x-code-cli \u91cc Agent Loop \u7684\u6267\u884c\u6d41\u7a0b\uff1a<\/p>\n
sequenceDiagram\n    autonumber\n    actor U as \u7528\u6237\n    participant C as \u5ba2\u6237\u7aef\uff08x-code-cli\uff09\n    participant LLM as LLM API\n\n    U->>C: "\u5e2e\u6211\u628a utils.ts \u91cc\u7684 foo \u51fd\u6570\u91cd\u547d\u540d\u4e3a bar"\n    C->>LLM: \u7528\u6237\u6d88\u606f + \u5de5\u5177\u5217\u8868\uff08readFile, edit, shell, grep...\uff09\n    LLM-->>C: tool_call: readFile({path: "src\/utils.ts"})\n    Note over C: \u5ba2\u6237\u7aef\u6267\u884c readFile\uff0c\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\n    C->>LLM: tool_result: "export function foo() { ... }"\n    LLM-->>C: tool_call: edit({path: "src\/utils.ts", old: "foo", new: "bar"})\n    Note over C: \u5ba2\u6237\u7aef\u6267\u884c edit\uff0c\u66ff\u6362\u5b57\u7b26\u4e32\n    C->>LLM: tool_result: "\u6587\u4ef6\u5df2\u4fee\u6539"\n    LLM-->>C: \u6587\u672c\u56de\u590d: "\u5df2\u5c06 foo \u91cd\u547d\u540d\u4e3a bar"\n    C->>U: \u5c55\u793a\u56de\u590d<\/code><\/pre>\n
\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u8c03\u7528\u4ec0\u4e48\u5de5\u5177\u3001\u4f20\u4ec0\u4e48\u53c2\u6570\u3002\u5ba2\u6237\u7aef\u53ea\u8d1f\u8d23\u6267\u884c\u548c\u4f20\u9012\u7ed3\u679c\u3002\u8fd9\u4e2a\u5faa\u73af\u53ef\u80fd\u6267\u884c\u4e00\u6b21\uff0c\u4e5f\u53ef\u80fd\u6267\u884c\u5f88\u591a\u6b21\uff0c\u4e3b\u8981\u53d6\u51b3\u4e8e\u4efb\u52a1\u7684\u590d\u6742\u5ea6\u3002<\/p>\n
\u5de5\u5177\u6570\u91cf\u7684\u589e\u957f<\/h4>\n
\u5185\u7f6e\u5de5\u5177<\/h5>\n
\u4e00\u4e2a Agent \u4ea7\u54c1\u521a\u4e0a\u7ebf\u65f6\uff0c\u5185\u7f6e\u5de5\u5177\u7684\u6570\u91cf\u53ef\u80fd\u4e0d\u591a\u3002\u4f46\u662f\u968f\u7740\u4ea7\u54c1\u7684\u8fed\u4ee3\uff0c\u5185\u7f6e\u5de5\u5177\u4f1a\u9010\u6e10\u589e\u52a0\u3002\u4f8b\u5982\u8054\u7f51\u641c\u7d22\u3001\u7f51\u9875\u6293\u53d6\u3001\u5b50 agent \u59d4\u6d3e\u3001\u5f85\u529e\u7ba1\u7406\u3001\u540e\u53f0\u4efb\u52a1\u7ba1\u7406\u7b49\u5de5\u5177\u3002Claude Code\u3001Codex\u3001Cursor \u8fd9\u4e9b\u4e3b\u6d41 AI Agent \u4ea7\u54c1\u90fd\u7ecf\u5386\u4e86\u8fd9\u4e2a\u589e\u957f\u8fc7\u7a0b\uff0c\u4e00\u4e2a\u6210\u719f\u7684 AI Agent \u4ea7\u54c1\u62e5\u6709\u51e0\u5341\u4e2a\u5185\u7f6e\u5de5\u5177\u662f\u5f88\u6b63\u5e38\u7684\u3002<\/p>\n
MCP \u5de5\u5177<\/h5>\n
MCP\uff08Model Context Protocol\uff0c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u662f\u4e00\u5957\u8ba9 Agent \u63a5\u5165\u5916\u90e8\u670d\u52a1\u7684\u5f00\u653e\u534f\u8bae\u3002\u4f8b\u5982\u63a5\u5165 GitHub MCP server\uff0cAgent \u5c31\u80fd\u521b\u5efa issue\u3001\u5408\u5e76 PR\uff1b\u63a5\u5165\u4e00\u4e2a\u6570\u636e\u5e93 MCP server\uff0cAgent \u5c31\u80fd\u6267\u884c SQL \u67e5\u8be2\u3002<\/p>\n
\u5404\u4e2a MCP Server \u4f1a\u901a\u8fc7 tools\/list<\/code> \u63a5\u53e3\u5411\u5ba2\u6237\u7aef\u6ce8\u518c\u81ea\u8eab\u5bf9\u5916\u5f00\u653e\u7684\u5168\u90e8\u5de5\u5177\uff1b\u8be5\u63a5\u53e3\u91c7\u7528\u5168\u91cf\u8fd4\u56de\u6a21\u5f0f\uff0c\u5ba2\u6237\u7aef\u5728\u5efa\u7acb\u4e0e\u67d0\u4e00\u670d\u52a1\u7aef\u7684\u8fde\u63a5\u540e\uff0c\u5373\u53ef\u4e00\u6b21\u6027\u83b7\u53d6\u8be5\u670d\u52a1\u7aef\u5b8c\u6574\u7684\u5de5\u5177\u5b9a\u4e49\u6e05\u5355\u3002<\/p>\n
sequenceDiagram\n    participant C as MCP \u5ba2\u6237\u7aef\uff08AI Agent\uff09\n    participant S1 as MCP Server A\uff08\u4ea4\u6613\u6240\uff09\n    participant S2 as MCP Server B\uff08\u6570\u636e\u5e93\uff09\n\n    C->>S1: \u5efa\u7acb\u8fde\u63a5\n    C->>S1: tools\/list\n    S1-->>C: \u8fd4\u56de 400 \u4e2a\u5de5\u5177\u5b9a\u4e49\n    C->>S2: \u5efa\u7acb\u8fde\u63a5\n    C->>S2: tools\/list\n    S2-->>C: \u8fd4\u56de 15 \u4e2a\u5de5\u5177\u5b9a\u4e49\n    Note over C: \u5ba2\u6237\u7aef\u62ff\u5230\u6240\u6709 server \u7684\u5b8c\u6574\u5de5\u5177\u5217\u8868<br\/>\u5171 415 \u4e2a\u5de5\u5177\uff0c\u5168\u90e8\u653e\u8fdb\u540e\u7eed\u7684 LLM \u8bf7\u6c42<\/code><\/pre>\n
MCP tool \u548c\u5185\u7f6e tool \u5728\u7ed3\u6784\u4e0a\u6ca1\u6709\u533a\u522b\uff0c\u90fd\u662f\u540d\u5b57 + \u63cf\u8ff0 + JSON Schema\u3002\u533a\u522b\u53ea\u5728\u4e8e\u662f\u8c01\u63d0\u4f9b\u7684\uff1a\u5185\u7f6e tool \u662f\u4ea7\u54c1\u4ee3\u7801\u91cc\u5199\u6b7b\u7684\uff0cMCP tool \u662f\u5916\u90e8 server \u52a8\u6001\u6ce8\u518c\u7684\u3002<\/p>\n
\u4e00\u4e2a MCP server \u63d0\u4f9b\u7684\u5de5\u5177\u6570\u91cf\u5f80\u5f80\u8fdc\u8d85\u5185\u7f6e\u5de5\u5177\u3002\u4ee5\u4e00\u4e2a\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6240\u7684 MCP server \u4e3a\u4f8b\uff0c\u5b83\u8986\u76d6\u73b0\u8d27\u4ea4\u6613\u3001\u5408\u7ea6\u4ea4\u6613\u3001\u8d44\u4ea7\u5212\u8f6c\u3001\u884c\u60c5\u67e5\u8be2\u3001\u4f59\u989d\u67e5\u8be2\u7b49\u64cd\u4f5c\uff0c\u4e00\u5171 400 \u4e2a\u5de5\u5177\u3002\u5982\u679c\u7528\u6237\u672c\u8eab\u53c8\u63a5\u4e86\u4e00\u4e9b\u5176\u4ed6\u7684 MCP server\uff0c\u5de5\u5177\u603b\u6570\u5f88\u5bb9\u6613\u8d85\u8fc7 400 \u4e2a\u3002<\/p>\n
\u5de5\u5177\u6570\u91cf\u589e\u591a\u5e26\u6765\u7684\u95ee\u9898<\/h4>\n
\u5982\u679c\u8981\u8ba9\u5927\u6a21\u578b\u8c03\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u6240\u6709\u5de5\u5177\u5b9a\u4e49\u5fc5\u987b\u968f\u8bf7\u6c42\u4e00\u8d77\u53d1\u7ed9\u6a21\u578b\u3002\u7531\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\uff0c\u6bcf\u6b21\u53d1\u8d77\u63a8\u7406\u8bf7\u6c42\u65f6\uff0c\u90fd\u9700\u8981\u91cd\u65b0\u643a\u5e26\u5b8c\u6574\u7684\u5de5\u5177\u5217\u8868\u3002<\/p>\n
\u4e00\u4e2a\u4e2d\u7b49\u590d\u6742\u7684\u5de5\u5177\u5b9a\u4e49\u5927\u7ea6 150\u2013300 token\uff08\u540d\u5b57\u51e0\u4e2a token\u3001\u63cf\u8ff0\u4e00\u4e24\u884c\u3001JSON Schema \u91cc\u7684\u5c5e\u6027\u540d\u548c\u7c7b\u578b\u63cf\u8ff0\u662f\u5927\u5934\uff09\u3002400 \u4e2a\u5de5\u5177 \u00d7 \u5e73\u5747 160 token \u2248 64,000 token<\/strong>\u3002\u7528\u6237\u8fd8\u6ca1\u5f00\u59cb\u63d0\u95ee\uff0c\u5149\u5de5\u5177\u5b9a\u4e49\u5c31\u5360\u6389\u4e86 64k token\u3002<\/p>\n
\u6211\u4eec\u6765\u770b\u4e00\u4e0b x-code-cli \u91cc\u8c03\u7528 LLM \u65f6\u7684\u8bf7\u6c42\u7ed3\u6784\u3002\u4e0b\u9762\u662f packages\/core\/src\/agent\/loop.ts<\/code> \u91cc runTurn<\/code> \u51fd\u6570\u7684\u6838\u5fc3\u4ee3\u7801\uff08\u7b80\u5316\u540e\uff09\uff1a<\/p>\n
result = streamText({\n  model,                     \/\/ LLM \u6a21\u578b\u5b9e\u4f8b\n  system: cached.system,     \/\/ System Prompt\uff08\u7cfb\u7edf\u63d0\u793a\uff09\uff0c\u7ea6 2-5k token\n  messages: cached.messages,  \/\/ Messages\uff08\u5bf9\u8bdd\u5386\u53f2 + \u7528\u6237\u6d88\u606f\uff09\n  tools: cached.tools,       \/\/ Tools\uff08\u5de5\u5177\u5b9a\u4e49\uff09\u2190 \u5168\u91cf\u6ce8\u5165\u65f6 64k token\n  maxRetries: 3,\n  abortSignal: options.abortSignal,\n  maxOutputTokens: getMaxOutputTokens(options.modelId),\n  providerOptions: mergedProviderOptions,\n})<\/code><\/pre>\n
\u4e00\u6b21 API \u8bf7\u6c42\u7684\u8f93\u5165\u7531 system<\/code>\u3001tools<\/code>\u3001messages<\/code> \u4e09\u4e2a\u5b57\u6bb5\u7ec4\u6210\u3002token \u7684\u5206\u5e03\u5927\u81f4\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n
\u4e00\u6b21 API \u8bf7\u6c42\u7684 Token \u6784\u6210\uff1a\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 system\uff08\u7cfb\u7edf\u63d0\u793a\uff09                  \u2502  \u7ea6 2-5k token\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\n\u2502 tools\uff08\u5de5\u5177\u5b9a\u4e49\uff09                   \u2502  \u2190 \u5168\u91cf\u6ce8\u5165\u65f6\uff1a64k token\uff08400 \u4e2a\u5de5\u5177\uff09\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\n\u2502 messages\uff08\u5bf9\u8bdd\u5386\u53f2 + \u7528\u6237\u6d88\u606f\uff09      \u2502  \u6839\u636e\u5bf9\u8bdd\u957f\u5ea6\u53d8\u5316\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\n\u5982\u679c\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f 128k\uff0c\u5de5\u5177\u5217\u8868\u5360\u6389\u4e86\u5c06\u8fd1\u4e00\u534a<\/code><\/pre>\n
\u5173\u4e8e\u8d39\u7528\u9700\u8981\u8bf4\u660e\u4e00\u70b9\uff1a\u4e3b\u6d41 LLM API \u90fd\u6709\u524d\u7f00\u7f13\u5b58\uff08prefix caching\uff09\u3002system<\/code> + tools<\/code> \u8fd9\u4e9b\u6bcf\u8f6e\u4e0d\u53d8\u7684\u524d\u7f00\u90e8\u5206\uff0c\u7b2c\u4e00\u6b21\u8bf7\u6c42\u6309\u5168\u4ef7\u8ba1\u8d39\uff0c\u540e\u7eed\u8bf7\u6c42\u547d\u4e2d\u7f13\u5b58\u540e\u6309\u6298\u6263\u4ef7\u8ba1\u8d39\uff08\u901a\u5e38\u662f\u539f\u4ef7\u7684 10%\u201350%\uff09\uff0c\u6240\u4ee5\u4e0d\u662f\u6bcf\u8f6e\u90fd\u9700\u8981\u4ed8\u5168\u4ef7\u3002<\/p>\n
\u4f46 64k token \u7684\u5de5\u5177\u5217\u8868\u5373\u4f7f\u547d\u4e2d\u7f13\u5b58\uff0c\u4e5f\u5728\u6301\u7eed\u4ea7\u751f\u5f00\u9500\uff1a\u5b83\u5360\u7528\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u7269\u7406\u7a7a\u95f4\uff0c\u589e\u52a0\u4e86\u9996\u5b57\u5ef6\u8fdf\uff08TTFT\uff09\uff0c\u6324\u538b\u4e86\u7559\u7ed9\u5bf9\u8bdd\u5386\u53f2\u548c\u7528\u6237\u6d88\u606f\u7684\u7a7a\u95f4\u3002\u5de5\u5177\u5217\u8868\u8d8a\u5927\uff0c\u80fd\u7528\u6765\u505a\u5b9e\u9645\u5bf9\u8bdd\u7684\u7a97\u53e3\u5c31\u8d8a\u5c0f\u3002<\/p>\n
\u8fd9\u5c31\u5f15\u51fa\u4e86\u672c\u6587\u7684\u4e3b\u9898\u2014\u2014tool search\u3002<\/p>\n
\n
Tool Search<\/h3>\n
tool search \u662f\u4e00\u4e2a\u7528\u4e8e\u201c\u6309\u9700\u52a0\u8f7d\u5de5\u5177\u5b9a\u4e49\u201d\u7684\u5185\u7f6e\u5de5\u5177\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6240\u6709\u5de5\u5177\u7684\u5b8c\u6574\u5b9a\u4e49\uff08\u540d\u5b57 + \u63cf\u8ff0 + JSON Schema\uff09\u90fd\u4f1a\u653e\u8fdb\u6bcf\u6b21\u8bf7\u6c42\u7684 tools<\/code> \u6570\u7ec4\u91cc\u3002tool search \u6539\u53d8\u4e86\u8fd9\u4e2a\u7b56\u7565\uff1a\u53ea\u5728\u7cfb\u7edf\u63d0\u793a\u91cc\u653e\u4e00\u4efd\u5de5\u5177\u540d\u5b57\u6e05\u5355\uff0c\u4e0d\u653e\u5b8c\u6574\u5b9a\u4e49\uff1b\u5f53\u6a21\u578b\u5224\u65ad\u9700\u8981\u8c03\u7528\u67d0\u4e2a\u5de5\u5177\u65f6\uff0c\u5148\u901a\u8fc7\u5185\u7f6e\u7684 toolSearch<\/code> \u5de5\u5177\u52a0\u8f7d\u8be5\u5de5\u5177\u7684\u5b8c\u6574 schema\uff0c\u4e0b\u4e00\u8f6e\u518d\u6267\u884c\u8c03\u7528\u3002<\/strong><\/p>\n
\u6a21\u578b\u4ecd\u7136\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u2014\u2014\u7cfb\u7edf\u63d0\u793a\u91cc\u5217\u51fa\u4e86\u6240\u6709\u5de5\u5177\u7684\u540d\u5b57\u3002\u4f46\u6bcf\u4e2a\u5de5\u5177\u7684\u5b8c\u6574\u5b9a\u4e49\uff08\u63cf\u8ff0 + JSON Schema\uff09\u4e0d\u4f1a\u9884\u5148\u653e\u8fdb\u8bf7\u6c42\uff0c\u800c\u662f\u7b49\u6a21\u578b\u5b9e\u9645\u8981\u8c03\u7528\u65f6\u518d\u52a0\u8f7d\u3002\u8fd9\u6837\u4e0a\u4e0b\u6587\u5360\u7528\u5c31\u4ece\u5168\u91cf 64k \u964d\u5230\u4e86\u53ea\u52a0\u8f7d\u5de5\u5177\u540d\u5b57\u6e05\u5355\u7684 3-5k\uff0c\u518d\u52a0\u4e0a\u6309\u9700\u52a0\u8f7d\u7684\u5c11\u6570\u51e0\u4e2a\u5de5\u5177\u7684 schema\u3002<\/p>\n
Deferred \u673a\u5236<\/h4>\n
Deferred \u76f4\u8bd1\u662f\u201c\u5ef6\u8fdf\u201d\u3002\u5728 tool search \u7684\u8bed\u5883\u4e0b\uff0cdeferred \u5de5\u5177\u5c31\u662f\u88ab\u5ef6\u8fdf\u52a0\u8f7d\u7684\u5de5\u5177<\/strong>\u2014\u2014\u5b83\u7684\u5b8c\u6574\u5b9a\u4e49\uff08\u63cf\u8ff0 + JSON Schema\uff09\u4e0d\u968f\u8bf7\u6c42\u53d1\u9001\uff0c\u53ea\u5728\u6a21\u578b\u901a\u8fc7 toolSearch<\/code> \u4e3b\u52a8\u8bf7\u6c42\u65f6\u624d\u52a0\u8f7d\u8fdb\u6765\u3002\u4e0e\u4e4b\u5bf9\u5e94\u7684\u662f\u76f4\u63a5\u52a0\u8f7d\u7684\u5de5\u5177<\/strong>\uff08directly loaded\uff09\uff0c\u5373\u6bcf\u8f6e\u8bf7\u6c42\u90fd\u5e26\u7740\u5b8c\u6574 schema \u7684\u6838\u5fc3\u5de5\u5177\u3002<\/p>\n
\u4e0b\u9762\u6765\u770b\u6309\u9700\u52a0\u8f7d\u5177\u4f53\u5982\u4f55\u5b9e\u73b0\uff0c\u4e3b\u8981\u6709\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n
\u7b2c\u4e00\u6b65\uff1a\u5ba2\u6237\u7aef\u7167\u5e38\u4ece MCP server \u5168\u91cf\u62ff\u5230\u5de5\u5177\u3002<\/strong> tools\/list<\/code> \u63a5\u53e3\u8fd8\u662f\u5168\u91cf\u8fd4\u56de\u3002\u5ba2\u6237\u7aef\u542f\u52a8\u65f6\u4ece\u6bcf\u4e2a MCP server \u62c9\u5230\u6240\u6709\u5de5\u5177\u7684\u5b8c\u6574\u5b9a\u4e49\u2014\u2014\u540d\u5b57\u3001\u63cf\u8ff0\u3001JSON Schema\u2014\u2014\u5168\u90e8\u5b58\u5728\u672c\u5730\u5185\u5b58\u91cc\u3002\u8fd9\u4e00\u6b65\u548c\u6ca1\u6709 tool search \u65f6\u5b8c\u5168\u4e00\u6837\u3002<\/p>\n
\u7b2c\u4e8c\u6b65\uff1a\u53ea\u628a\u5de5\u5177\u540d\u5b57\u544a\u8bc9\u6a21\u578b\u3002<\/strong> \u5b8c\u6574\u7684\u5de5\u5177 schema \u4e0d\u653e\u8fdb\u8bf7\u6c42\u7684 tools<\/code> \u6570\u7ec4\u3002\u5de5\u5177\u540d\u5b57\u6309 server \u5206\u7ec4\uff0c\u5199\u5728\u7cfb\u7edf\u63d0\u793a\u7684 ## Deferred Tools<\/code> \u6bb5\u91cc\u3002\u6a21\u578b\u6bcf\u8f6e\u90fd\u80fd\u770b\u5230\u8fd9\u4efd\u540d\u5b57\u6e05\u5355\uff0c\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\uff0c\u4f46\u770b\u4e0d\u5230\u6bcf\u4e2a\u5de5\u5177\u63a5\u53d7\u4ec0\u4e48\u53c2\u6570\u3002<\/p>\n
\u4e0b\u9762\u662f x-code-cli \u5b9e\u9645\u751f\u6210\u7684 ## Deferred Tools<\/code> \u6bb5\uff08\u622a\u53d6\u90e8\u5206\uff09\uff1a<\/p>\n
## Deferred Tools\nThe tools below are available but NOT loaded \u2014 only their names are listed,\nwith no schema. To use one, first call `toolSearch` (keyword search, or\n`select:<exact_name>` to load specific tools by name); its schema is then\nadded to your tool set and it becomes directly callable on your next step.\nCore tools (readFile, writeFile, edit, shell, grep, glob, listDir, task)\nare always loaded \u2014 never search for those.\n\n### Built-in\n- webSearch, webFetch, todoWrite, activateSkill\n\n### Server: gate-mcp\n- mcp__gate__cex_spot_get_ticker, mcp__gate__cex_spot_create_order,\n  mcp__gate__cex_spot_get_balance, mcp__gate__cex_futures_get_ticker,\n  ... \uff08\u5171 400 \u4e2a\u5de5\u5177\uff09\n\n### Server: github\n- mcp__github__create_issue, mcp__github__list_pull_requests,\n  mcp__github__merge_pull_request, ...<\/code><\/pre>\n
\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u6bb5\u6587\u5b57\u5305\u542b\u4e24\u90e8\u5206\u4fe1\u606f\uff1a\u4e00\u662f\u4f7f\u7528\u8bf4\u660e\uff08\u544a\u8bc9\u6a21\u578b\u600e\u4e48\u901a\u8fc7 toolSearch<\/code> \u52a0\u8f7d\u5de5\u5177\uff09\uff0c\u4e8c\u662f\u6309\u6765\u6e90\u5206\u7ec4\u7684\u5de5\u5177\u540d\u5b57\u6e05\u5355\u3002\u6a21\u578b\u6bcf\u8f6e\u90fd\u80fd\u770b\u5230\u8fd9\u4efd\u6e05\u5355\uff0c\u4f46\u770b\u4e0d\u5230\u4efb\u4f55\u5de5\u5177\u7684\u53c2\u6570\u5b9a\u4e49\u3002<\/p>\n
\u7b2c\u4e09\u6b65\uff1a\u7ed9\u6a21\u578b\u4e00\u4e2a\u5185\u7f6e\u7684 toolSearch<\/code> \u5de5\u5177\u3002<\/strong> \u5f53\u6a21\u578b\u9700\u8981\u8c03\u7528\u67d0\u4e2a deferred \u5de5\u5177\u65f6\uff0c\u5b83\u5148\u8c03\u7528 toolSearch<\/code>\uff0c\u4f20\u5165\u5173\u952e\u8bcd\u6216\u5de5\u5177\u540d\u3002\u5ba2\u6237\u7aef\u5728\u5185\u5b58\u91cc\u7684\u5de5\u5177\u76ee\u5f55\u4e0a\u505a\u5339\u914d\uff0c\u628a\u547d\u4e2d\u7684\u5de5\u5177\u52a0\u5165\u4e0b\u4e00\u8f6e\u8bf7\u6c42\u7684 tools<\/code> \u6570\u7ec4\u3002\u6a21\u578b\u5728\u4e0b\u4e00\u8f6e\u5c31\u80fd\u50cf\u8c03\u4efb\u4f55\u666e\u901a\u5de5\u5177\u4e00\u6837\u8c03\u7528\u5b83\u3002<\/p>\n
sequenceDiagram\n    participant S as MCP Server\n    participant C as \u5ba2\u6237\u7aef\uff08MCP \u5ba2\u6237\u7aef\uff09\n    participant LLM as LLM\n\n    Note over S,C: \u542f\u52a8\u65f6\n    C->>S: tools\/list\n    S-->>C: 400 \u4e2a\u5de5\u5177\u7684\u5b8c\u6574\u5b9a\u4e49\n    Note over C: \u5168\u90e8\u5b58\u5728\u5185\u5b58\u91cc\n\n    Note over C,LLM: \u7528\u6237\u63d0\u95ee\uff1a"\u5e2e\u6211\u67e5\u4e00\u4e0b BTC\/USDT \u7684\u6700\u65b0\u4ef7\u683c"\n    C->>LLM: \u6838\u5fc3\u5de5\u5177 schema + toolSearch schema + deferred \u540d\u5b57\u6e05\u5355\n    Note over LLM: \u770b\u5230\u540d\u5355\u91cc\u6709 cex_spot_get_ticker\uff0c<br\/>\u4f46\u6ca1\u6709\u5b83\u7684 schema\uff0c\u65e0\u6cd5\u76f4\u63a5\u8c03\u7528\n    LLM-->>C: toolSearch({query: "select:mcp__gate__cex_spot_get_ticker"})\n    Note over C: \u5728\u5185\u5b58\u76ee\u5f55\u91cc\u5339\u914d\uff0c\u628a\u8fd9\u4e2a\u5de5\u5177\u52a0\u5165 activated \u96c6\u5408\n    C->>LLM: \u6838\u5fc3\u5de5\u5177 + toolSearch + cex_spot_get_ticker\uff08\u521a\u6fc0\u6d3b\u7684 schema\uff09\n    LLM-->>C: cex_spot_get_ticker({currency_pair: "BTC_USDT"})<\/code><\/pre>\n
\u8981\u5f3a\u8c03\u7684\u4e00\u70b9\uff1adeferred \u662f\u5ba2\u6237\u7aef\u505a\u7684\u4e8b<\/strong>\u3002MCP \u534f\u8bae\u7684 tools\/list<\/code> \u4f9d\u65e7\u5168\u91cf\u8fd4\u56de\uff0c\u534f\u8bae\u672c\u8eab\u6ca1\u6709\u6309\u9700\u53d1\u73b0\u7684\u80fd\u529b\u3002deferred \u673a\u5236\u5b8c\u5168\u662f\u5ba2\u6237\u7aef\u5728\u62ff\u5230\u5168\u91cf\u5de5\u5177\u5217\u8868\u4e4b\u540e\uff0c\u81ea\u884c\u51b3\u5b9a\u54ea\u4e9b\u653e\u8fdb\u8bf7\u6c42\u3001\u54ea\u4e9b\u5ef6\u8fdf\u52a0\u8f7d\u2014\u2014\u8fd9\u662f\u5ba2\u6237\u7aef\u7684\u7b56\u7565\uff0c\u4e0d\u662f\u534f\u8bae\u7684\u529f\u80fd\u3002<\/p>\n
\u6a21\u578b\u53ea\u770b\u5230\u540d\u5b57\uff0c\u600e\u4e48\u627e\u5230\u5bf9\u7684\u5de5\u5177\uff1f<\/h4>\n
\u5982\u679c\u53ea\u63d0\u4f9b\u5de5\u5177\u540d\u79f0\u3001\u4e0d\u9644\u5e26\u5bf9\u5e94\u7684 Schema\uff0c\u6a21\u578b\u65e0\u6cd5\u660e\u786e\u8be5\u5de5\u5177\u7684\u5165\u53c2\u7ed3\u6784\u3002\u4e3a\u4e86\u89e3\u51b3\u8be5\u95ee\u9898\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u4e86\u591a\u5c42\u6821\u9a8c\u4fdd\u969c\u673a\u5236\u3002<\/p>\n
\u5de5\u5177\u540d\u79f0\u81ea\u8eab\u5df2\u5177\u5907\u5145\u8db3\u7684\u8bed\u4e49\u63cf\u8ff0\u80fd\u529b\u3002<\/strong> mcp__github__create_issue<\/code>\u3001cex_spot_get_ticker<\/code> \u8fd9\u79cd\u540d\u5b57\uff0c\u6a21\u578b\u4e00\u770b\u5c31\u77e5\u9053\u662f\u4ec0\u4e48\u529f\u80fd\u3002MCP \u5de5\u5177\u540d\u4e00\u822c\u9075\u5faa server__action<\/code> \u6216 server__resource__verb<\/code> \u7684\u547d\u540d\u89c4\u8303\uff0c\u540d\u5b57\u672c\u8eab\u5c31\u662f\u4e00\u5c42\u8bed\u4e49\u7d22\u5f15\u3002\u5982\u679c\u5de5\u5177\u540d\u5168\u662f tool_001<\/code>\u3001tool_002<\/code>\uff0c\u8fd9\u5957\u65b9\u6848\u5c31\u4e0d\u6210\u7acb\u4e86\u3002<\/p>\n
\u540d\u5355\u653e\u5728\u6a21\u578b\u770b\u5f97\u5230\u7684\u5730\u65b9\u3002<\/strong> \u7cfb\u7edf\u63d0\u793a\u7684 ## Deferred Tools<\/code> \u6bb5\u6309 server \u5206\u7ec4\u5217\u51fa\u4e86\u6240\u6709 deferred \u5de5\u5177\u540d\u3002\u6a21\u578b\u4e0d\u662f\u76f2\u76ee\u641c\u7d22\u2014\u2014\u5b83\u770b\u5230\u4e86\u5b8c\u6574\u540d\u5355\uff0c\u53ea\u662f\u6ca1\u770b\u5230\u6bcf\u4e2a\u5de5\u5177\u7684\u53c2\u6570\u5b9a\u4e49\u3002<\/p>\n
\u5ba2\u6237\u7aef\u5b8c\u6210 toolSearch \u7684\u5339\u914d\u8fd0\u7b97\u3002<\/strong> toolSearch<\/code> \u652f\u6301\u4e24\u79cd\u8c03\u7528\u65b9\u5f0f\uff1a\u5173\u952e\u8bcd\u641c\u7d22\u548c\u7cbe\u786e\u5339\u914d\u3002<\/p>\n
\u65b9\u5f0f\u4e00\uff1a\u5173\u952e\u8bcd\u641c\u7d22\u3002<\/strong> \u6a21\u578b\u4e0d\u786e\u5b9a\u5de5\u5177\u7684\u786e\u5207\u540d\u5b57\u65f6\u4f7f\u7528\u3002\u5ba2\u6237\u7aef\u62ff query \u53c2\u6570\u548c\u6bcf\u4e2a\u5de5\u5177\u7684\u9884\u5904\u7406\u6587\u672c\u505a\u5173\u952e\u8bcd\u5339\u914d\uff0c\u6309\u5f97\u5206\u6392\u5e8f\uff0c\u8fd4\u56de\u524d\u51e0\u4e2a\u3002<\/p>\n
\u7528\u4e00\u4e2a\u4f8b\u5b50\u6765\u8bf4\u660e\u3002\u5047\u8bbe deferred \u76ee\u5f55\u91cc\u6709\u8fd9\u51e0\u4e2a\u5de5\u5177\uff1a<\/p>\n
\u5de5\u5177\u76ee\u5f55\uff08\u6bcf\u4e2a\u5de5\u5177\u5728\u6ce8\u518c\u65f6\u9884\u5904\u7406\u597d\u641c\u7d22\u6587\u672c\uff09\uff1a\n\n\u5de5\u5177\u540d                              \u641c\u7d22\u6587\u672c\uff08\u540d\u5b57\u62c6\u8bcd + \u63cf\u8ff0 + schema \u5c5e\u6027\u540d\uff09\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nmcp__gate__cex_spot_get_ticker     gate cex spot get ticker \u83b7\u53d6\u73b0\u8d27\u884c\u60c5 currency_pair\nmcp__gate__cex_spot_create_order   gate cex spot create order \u521b\u5efa\u73b0\u8d27\u8ba2\u5355 currency_pair side amount price\nmcp__gate__cex_spot_cancel_order   gate cex spot cancel order \u53d6\u6d88\u73b0\u8d27\u8ba2\u5355 order_id\nmcp__github__create_issue          github create issue \u521b\u5efa issue title body labels<\/code><\/pre>\n
\u6a21\u578b\u4f20\u5165 toolSearch({query: "spot ticker"})<\/code> \u540e\uff0c\u5ba2\u6237\u7aef\u5bf9\u6bcf\u4e2a\u5de5\u5177\u6253\u5206\uff1a<\/p>\n
query = "spot ticker"\n\nmcp__gate__cex_spot_get_ticker:\n  "spot"   \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6709 "spot"     \u2192 +10\n  "ticker" \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6709 "ticker"   \u2192 +10\n  \u603b\u5206 = 20 \u2713\n\nmcp__gate__cex_spot_create_order:\n  "spot"   \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6709 "spot"     \u2192 +10\n  "ticker" \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6ca1\u6709\uff0c\u641c\u7d22\u6587\u672c\u91cc\u4e5f\u6ca1\u6709 \u2192 +0\n  \u603b\u5206 = 10\n\nmcp__gate__cex_spot_cancel_order:\n  "spot"   \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6709 "spot"     \u2192 +10\n  "ticker" \u2192 \u540d\u5b57\u62c6\u8bcd\u91cc\u6ca1\u6709\uff0c\u641c\u7d22\u6587\u672c\u91cc\u4e5f\u6ca1\u6709 \u2192 +0\n  \u603b\u5206 = 10\n\nmcp__github__create_issue:\n  "spot"   \u2192 \u90fd\u6ca1\u6709 \u2192 +0\n  "ticker" \u2192 \u90fd\u6ca1\u6709 \u2192 +0\n  \u603b\u5206 = 0\n\n\u7ed3\u679c\uff08\u6309\u5206\u6570\u964d\u5e8f\uff09\uff1a\n  1. mcp__gate__cex_spot_get_ticker   (20)  \u2190 \u8fd4\u56de\n  2. mcp__gate__cex_spot_create_order (10)  \u2190 \u8fd4\u56de\n  3. mcp__gate__cex_spot_cancel_order (10)  \u2190 \u8fd4\u56de\n  4. mcp__github__create_issue        (0)   \u2190 \u8fc7\u6ee4\u6389<\/code><\/pre>\n
Codex \u7684\u641c\u7d22\u903b\u8f91\u7c7b\u4f3c\uff0c\u4e5f\u662f\u7ed9\u6bcf\u4e2a\u5de5\u5177\u9884\u5148\u751f\u6210\u641c\u7d22\u6587\u672c\uff0c\u4f46\u6253\u5206\u7528\u7684\u662f BM25 \u7b97\u6cd5\uff08\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u7684\u7ecf\u5178\u6392\u5e8f\u7b97\u6cd5\uff0c\u641c\u7d22\u5f15\u64ce\u7528\u5b83\u6765\u7ed9\u641c\u7d22\u7ed3\u679c\u6392\u5e8f\uff09\u3002\u6838\u5fc3\u601d\u8def\u4e00\u6837\uff1a\u62ff query \u7684\u5173\u952e\u8bcd\u53bb\u5339\u914d\u5de5\u5177\u7684\u641c\u7d22\u6587\u672c\uff0c\u6309\u76f8\u5173\u5ea6\u6392\u5e8f\u3002<\/p>\n
\u4e24\u79cd\u65b9\u5f0f\u90fd\u4e0d\u9700\u4f7f\u7528 embedding\uff0c\u4e5f\u4e0d\u9700\u8981\u8c03\u7528\u6a21\u578b\uff0c\u90fd\u662f\u505a\u7684\u5b57\u7b26\u4e32\u5339\u914d\u2014\u2014\u540c\u6837\u7684 query\u3001\u540c\u6837\u7684\u5de5\u5177\u96c6\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n
\u53e6\u5916\uff0c\u5173\u952e\u8bcd\u641c\u7d22\u53ef\u80fd\u4f1a\u540c\u65f6\u547d\u4e2d\u591a\u4e2a\u5de5\u5177\u3002toolSearch<\/code> \u6309\u6253\u5206\u6392\u5e8f\u53d6\u524d N \u4e2a\uff08x-code-cli \u9ed8\u8ba4 5 \u4e2a\uff09\uff0c\u6240\u6709\u547d\u4e2d\u7684\u5de5\u5177\u90fd\u4f1a\u88ab\u6fc0\u6d3b\u2014\u2014\u52a0\u5165 activated<\/code> \u96c6\u5408\uff0c\u4e0b\u4e00\u8f6e\u5168\u90e8\u51fa\u73b0\u5728 tools<\/code> \u6570\u7ec4\u91cc\u3002\u6a21\u578b\u62ff\u5230\u8fd9\u51e0\u4e2a\u5de5\u5177\u7684 schema \u540e\uff0c\u81ea\u5df1\u5224\u65ad\u8be5\u4f7f\u7528\u54ea\u4e2a\uff0c\u5ba2\u6237\u7aef\u4e0d\u4f1a\u8fdb\u884c\u9650\u5236\u3002<\/p>\n
\u6bd4\u5982\u7528\u6237\u8bf4\u201c\u5e2e\u6211\u4e0b\u4e00\u4e2a\u9650\u4ef7\u5355\u4e70 BTC\u201d\uff0c\u6a21\u578b\u8c03\u7528 toolSearch({query: "spot order"})<\/code>\uff0c\u53ef\u80fd\u4f1a\u540c\u65f6\u547d\u4e2d cex_spot_create_order<\/code>\u3001cex_spot_get_ticker<\/code>\u3001cex_spot_cancel_order<\/code> \u7b49\u591a\u4e2a\u5de5\u5177\u3002\u591a\u6fc0\u6d3b\u51e0\u4e2a\u5de5\u5177\u7684\u4ee3\u4ef7\u662f\u6bcf\u4e2a\u5de5\u5177\u591a\u5360\u4e00\u4efd schema \u7684 token\uff0c\u4f46\u6bd4\u5168\u91cf\u6ce8\u5165 400 \u4e2a\u5de5\u5177\u8981\u597d\u5f97\u591a\u3002\u800c\u4e14\u6fc0\u6d3b\u662f\u6301\u4e45\u7684\u2014\u2014\u4e00\u65e6\u6fc0\u6d3b\uff0c\u540e\u7eed\u8f6e\u6b21\u4e0d\u7528\u91cd\u590d\u641c\u7d22\u540c\u4e00\u4e2a\u5de5\u5177\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u3002<\/p>\n
\u65b9\u5f0f\u4e8c\uff1aselect:<\/code> \u7cbe\u786e\u5339\u914d\u3002<\/strong> \u6a21\u578b\u76f4\u63a5\u4f20 select:\u5de5\u5177\u540d<\/code>\uff0c\u5ba2\u6237\u7aef\u6309\u540d\u5b57\u7cbe\u786e\u67e5\u627e\uff0c\u4e0d\u9700\u8981\u6253\u5206\u3002<\/p>\n
\u6a21\u578b\u600e\u4e48\u77e5\u9053\u786e\u5207\u7684\u5de5\u5177\u540d\uff1f\u56e0\u4e3a\u7cfb\u7edf\u63d0\u793a\u7684 ## Deferred Tools<\/code> \u6bb5\u91cc\u5217\u51fa\u4e86\u6240\u6709 deferred \u5de5\u5177\u7684\u5b8c\u6574\u540d\u5b57\u3002\u6a21\u578b\u6bcf\u8f6e\u90fd\u80fd\u770b\u5230\u8fd9\u4efd\u540d\u5355\uff0c\u53ea\u8981\u5b83\u5728\u540d\u5355\u91cc\u627e\u5230\u4e86\u76ee\u6807\u5de5\u5177\u540d\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u7528 select:<\/code> \u52a0\u8f7d\u3002<\/p>\n
\u4ec0\u4e48\u65f6\u5019\u7528\u54ea\u79cd\u65b9\u5f0f\uff1f\u8fd9\u4e2a\u903b\u8f91\u5199\u5728 toolSearch<\/code> \u5de5\u5177\u81ea\u8eab\u7684 description \u91cc\uff0c\u6a21\u578b\u5728\u8c03\u7528\u524d\u4f1a\u8bfb\u5230\u8fd9\u6bb5\u8bf4\u660e\uff1a<\/p>\n
Pass `query` as either:\n- keywords describing the capability you need\n  (e.g. "search the web", "github create issue")\n  \u2192 returns the best-matching deferred tools, or\n- "select:<name>,<name>" to load specific tools by their\n  EXACT name from the Deferred Tools list\n  (prefer this when you already know the name).<\/code><\/pre>\n
\u4e5f\u5c31\u662f\u8bf4\u5de5\u5177\u63cf\u8ff0\u76f4\u63a5\u544a\u8bc9\u6a21\u578b\uff1a\u5982\u679c\u5df2\u7ecf\u77e5\u9053\u540d\u5b57\uff0c\u4f18\u5148\u7528 select:<\/code>\uff1b\u4e0d\u786e\u5b9a\u540d\u5b57\u65f6\uff0c\u7528\u5173\u952e\u8bcd\u63cf\u8ff0\u80fd\u529b\u3002<\/strong> \u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u6a21\u578b\u5927\u591a\u6570\u60c5\u51b5\u4f1a\u8d70 select:<\/code>\uff0c\u56e0\u4e3a\u5b83\u80fd\u76f4\u63a5\u4ece\u540d\u5355\u91cc\u770b\u5230\u5de5\u5177\u540d\u3002\u5173\u952e\u8bcd\u641c\u7d22\u662f\u6a21\u578b\u5bf9\u5de5\u5177\u540d\u4e0d\u786e\u5b9a\u65f6\u7684\u5907\u9009\u8def\u5f84\u2014\u2014\u6bd4\u5982\u5de5\u5177\u540d\u6bd4\u8f83\u957f\u6216\u8005\u6709\u591a\u4e2a\u76f8\u4f3c\u5de5\u5177\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u7528 "spot order"<\/code> \u8fd9\u6837\u7684\u5173\u952e\u8bcd\u8ba9\u5ba2\u6237\u7aef\u5e2e\u5b83\u7b5b\u9009\u3002<\/p>\n
\u4e24\u79cd\u8c03\u7528\u65b9\u5f0f\u5bf9\u6bd4\uff1a\n\n\u5173\u952e\u8bcd\u641c\u7d22\uff08\u4e0d\u786e\u5b9a\u5de5\u5177\u540d\u65f6\u7528\uff09\uff1a\n  toolSearch({query: "spot ticker"})\n  \u2192 \u5ba2\u6237\u7aef\u5bf9\u6240\u6709\u5de5\u5177\u505a\u5173\u952e\u8bcd\u6253\u5206\uff0c\u8fd4\u56de\u5f97\u5206\u6700\u9ad8\u7684\u51e0\u4e2a\n\n\u7cbe\u786e\u5339\u914d\uff08\u5df2\u77e5\u5de5\u5177\u540d\u65f6\u7528\uff0c\u63a8\u8350\u65b9\u5f0f\uff09\uff1a\n  toolSearch({query: "select:mcp__gate__cex_spot_get_ticker"})\n  \u2192 \u5ba2\u6237\u7aef\u76f4\u63a5\u6309\u540d\u5b57\u67e5\u627e\uff0c\u627e\u5230\u5c31\u8fd4\u56de\uff0c\u4e0d\u6253\u5206<\/code><\/pre>\n
\u5173\u952e\u8bcd\u641c\u7d22\u662f\u4e00\u5c42\u4fdd\u5e95\u673a\u5236\u3002\u6a21\u578b\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u80fd\u76f4\u63a5\u4ece\u540d\u5355\u91cc\u627e\u5230\u76ee\u6807\u5de5\u5177\u540d\uff0c\u8d70 select:<\/code> \u7cbe\u786e\u5339\u914d\u3002\u53ea\u6709\u5f53\u6a21\u578b\u4e0d\u786e\u5b9a\u5177\u4f53\u7528\u54ea\u4e2a\u5de5\u5177\u65f6\uff0c\u624d\u4f1a\u9000\u800c\u4f7f\u7528\u5173\u952e\u8bcd\u641c\u7d22\u8ba9\u5ba2\u6237\u7aef\u5e2e\u5b83\u7b5b\u9009\u3002<\/p>\n
\u54ea\u4e9b\u5de5\u5177\u8be5 defer\uff0c\u54ea\u4e9b\u76f4\u63a5\u52a0\u8f7d<\/h4>\n
\u4e0d\u662f\u6240\u6709\u7684\u5de5\u5177\u90fd\u9700\u8981 defer\uff0c\u4e00\u4e9b\u6838\u5fc3\u5de5\u5177\u4f1a\u76f4\u63a5\u52a0\u8f7d\uff0c\u800c\u4e00\u4e9b\u5076\u5c14\u624d\u7528\u7684\u5de5\u5177\u624d\u4f1a\u88ab defer\u3002<\/p>\n
\u76f4\u63a5\u52a0\u8f7d\u7684\u5de5\u5177\uff08\u6bcf\u8f6e\u8bf7\u6c42\u90fd\u5e26\u5b8c\u6574 schema\uff09\uff1a<\/strong><\/p>\n
\u8fd9\u7c7b\u5de5\u5177\u662f Agent \u7684\u57fa\u7840\u64cd\u4f5c\u80fd\u529b\uff0c\u7528\u6237\u968f\u4fbf\u95ee\u4e2a\u95ee\u9898\u90fd\u53ef\u80fd\u7528\u5230\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
\u5de5\u5177<\/th>\n\u529f\u80fd<\/th>\n\u4e3a\u4ec0\u4e48\u5fc5\u987b\u76f4\u63a5\u52a0\u8f7d<\/th>\n<\/tr>\n<\/thead>\n
readFile<\/code><\/td>\n\u8bfb\u6587\u4ef6<\/td>\n\u51e0\u4e4e\u6240\u6709\u7f16\u7801\u4efb\u52a1\u90fd\u9700\u8981\u5148\u8bfb\u6587\u4ef6<\/td>\n<\/tr>\n
edit<\/code><\/td>\n\u7f16\u8f91\u6587\u4ef6<\/td>\n\u5199\u4ee3\u7801\u7684\u6838\u5fc3\u64cd\u4f5c<\/td>\n<\/tr>\n
writeFile<\/code><\/td>\n\u5199\u6587\u4ef6<\/td>\n\u521b\u5efa\u65b0\u6587\u4ef6<\/td>\n<\/tr>\n
shell<\/code><\/td>\n\u6267\u884c\u547d\u4ee4<\/td>\n\u8fd0\u884c\u6d4b\u8bd5\u3001\u5b89\u88c5\u4f9d\u8d56\u3001git \u64cd\u4f5c<\/td>\n<\/tr>\n
grep<\/code><\/td>\n\u641c\u7d22\u4ee3\u7801<\/td>\n\u5b9a\u4f4d\u4ee3\u7801\u4f4d\u7f6e<\/td>\n<\/tr>\n
glob<\/code><\/td>\n\u67e5\u627e\u6587\u4ef6<\/td>\n\u627e\u6587\u4ef6\u8def\u5f84<\/td>\n<\/tr>\n
task<\/code><\/td>\n\u5b50 agent<\/td>\n\u59d4\u6d3e\u5b50\u4efb\u52a1<\/td>\n<\/tr>\n
toolSearch<\/code><\/td>\n\u5de5\u5177\u641c\u7d22<\/td>\n\u52a0\u8f7d deferred \u5de5\u5177\u7684\u552f\u4e00\u5165\u53e3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u5ef6\u8fdf\u52a0\u8f7d\uff08defer\uff09\u7684\u5de5\u5177\uff1a<\/strong><\/p>\n
    \n
  • \u975e\u6838\u5fc3\u5185\u7f6e\u5de5\u5177<\/strong>\uff1awebSearch<\/code>\uff08\u8054\u7f51\u641c\u7d22\uff09\u3001webFetch<\/code>\uff08\u6293\u53d6\u7f51\u9875\uff09\u3001todoWrite<\/code>\uff08TODO \u6e05\u5355\uff09\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0d\u662f\u6bcf\u4e2a\u4efb\u52a1\u90fd\u4f1a\u88ab\u7528\u5230\uff0c\u6240\u4ee5\u9700\u8981\u65f6\u518d\u52a0\u8f7d\u3002<\/li>\n
  • \u6240\u6709 MCP \u5de5\u5177<\/strong>\uff1aMCP \u5de5\u5177\u7531\u5916\u90e8 server \u63d0\u4f9b\uff0c\u9762\u5411\u7279\u5b9a\u573a\u666f\uff08\u4ea4\u6613\u3001GitHub \u64cd\u4f5c\u3001\u6570\u636e\u5e93\u67e5\u8be2\u7b49\uff09\uff0c\u4e0d\u5b58\u5728\u201c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u4f1a\u7528\u5230\u201d\u7684 MCP \u5de5\u5177\u3002<\/li>\n<\/ul>\n
    \u7528\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50\u6765\u8bf4\u660e\u5206\u7c7b\u8fc7\u7a0b\u3002\u5047\u8bbe Agent \u6ce8\u518c\u4e86\u4ee5\u4e0b\u5de5\u5177\uff1a<\/p>\n
    \u5206\u7c7b\u793a\u4f8b\uff1a\n\nreadFile        \u2192 \u6838\u5fc3\u5185\u7f6e\u5de5\u5177\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u7528    \u2192 \u76f4\u63a5\u52a0\u8f7d\nedit            \u2192 \u6838\u5fc3\u5185\u7f6e\u5de5\u5177\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u7528    \u2192 \u76f4\u63a5\u52a0\u8f7d\nshell           \u2192 \u6838\u5fc3\u5185\u7f6e\u5de5\u5177\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u7528    \u2192 \u76f4\u63a5\u52a0\u8f7d\ntoolSearch      \u2192 \u52a0\u8f7d\u5165\u53e3\uff0c\u5fc5\u987b\u76f4\u63a5\u53ef\u7528       \u2192 \u76f4\u63a5\u52a0\u8f7d\nwebSearch       \u2192 \u975e\u6838\u5fc3\u5185\u7f6e\uff0c\u5076\u5c14\u624d\u7528         \u2192 defer\nwebFetch        \u2192 \u975e\u6838\u5fc3\u5185\u7f6e\uff0c\u5076\u5c14\u624d\u7528         \u2192 defer\nmcp__gate__cex_spot_get_ticker    \u2192 MCP \u5de5\u5177  \u2192 defer\nmcp__gate__cex_spot_create_order  \u2192 MCP \u5de5\u5177  \u2192 defer\nmcp__github__create_issue         \u2192 MCP \u5de5\u5177  \u2192 defer\n...\uff08\u5176\u4f59 MCP \u5de5\u5177\u5168\u90e8 defer\uff09<\/code><\/pre>\n
    \u4e0b\u9762\u662f\u5224\u65ad\u903b\u8f91\u7684\u6d41\u7a0b\u56fe\uff1a<\/p>\n
    flowchart TD\n    A["\u904d\u5386\u6240\u6709\u5df2\u6ce8\u518c\u7684\u5de5\u5177"] --> B{"\u8fd9\u4e2a\u5de5\u5177\u540d\u5728\u6838\u5fc3\u5de5\u5177\u5217\u8868\u91cc\uff1f\/n\uff08readFile \/ edit \/ writeFile \/ shell \/\/n grep \/ glob \/ task \/ toolSearch\uff09"}\n    B -->|"\u662f\uff0c\u6bd4\u5982 readFile"| C["\u76f4\u63a5\u52a0\u8f7d\/n\u6bcf\u8f6e\u8bf7\u6c42\u90fd\u5e26\u5b8c\u6574 schema"]\n    B -->|"\u5426"| D{"\u662f MCP \u5de5\u5177\uff1f\/n\uff08\u540d\u5b57\u4ee5 mcp__ \u5f00\u5934\uff09"}\n    D -->|"\u662f\uff0c\u6bd4\u5982 mcp__gate__cex_spot_get_ticker"| E["defer\/n\u53ea\u5728\u7cfb\u7edf\u63d0\u793a\u91cc\u5217\u540d\u5b57"]\n    D -->|"\u5426\uff0c\u6bd4\u5982 webSearch"| F["defer\/n\u975e\u6838\u5fc3\u5185\u7f6e\u5de5\u5177\uff0c\u5076\u5c14\u624d\u7528"]<\/code><\/pre>\n
    \u5b8c\u6574\u5faa\u73af\uff1a\u641c\u7d22 \u2192 \u6fc0\u6d3b \u2192 \u8c03\u7528<\/h4>\n
    \u6211\u4eec\u6765\u770b\u4e00\u4e2a\u5177\u4f53\u7684\u793a\u4f8b\uff0c\u7528\u201c\u67e5 BTC \u4ef7\u683c\u201d\u6765\u6f14\u793a\u4e00\u904d\u5b9e\u9645\u7684\u8c03\u7528\u8fc7\u7a0b\uff1a<\/p>\n
    sequenceDiagram\n    autonumber\n    actor U as \u7528\u6237\n    participant C as \u5ba2\u6237\u7aef\n    participant LLM as LLM\n\n    U->>C: "\u5e2e\u6211\u67e5\u4e00\u4e0b BTC \u7684\u73b0\u8d27\u4ef7\u683c"\n    C->>LLM: \u7528\u6237\u6d88\u606f + \u6838\u5fc3\u5de5\u5177 + toolSearch + deferred \u540d\u5b57\u6e05\u5355\n    Note over LLM: \u770b\u5230\u540d\u5355\u91cc\u6709 cex_spot_get_ticker\n    LLM-->>C: toolSearch({query: "select:mcp__gate__cex_spot_get_ticker"})\n    Note over C: \u7cbe\u786e\u5339\u914d\u547d\u4e2d\uff0c\u52a0\u5165 activated \u96c6\u5408\n    C-->>LLM: tool_result: "Loaded 1 tool(s) \u2014 now callable directly on your next step"\n    Note over C: \u4e0b\u4e00\u8f6e\u8bf7\u6c42\u7684 tools \u6570\u7ec4\u8ffd\u52a0 cex_spot_get_ticker \u7684\u5b8c\u6574 schema\n    C->>LLM: \u6838\u5fc3\u5de5\u5177 + toolSearch + cex_spot_get_ticker\uff08\u5df2\u6fc0\u6d3b\uff09\n    LLM-->>C: cex_spot_get_ticker({currency_pair: "BTC_USDT"})\n    Note over C: \u6267\u884c MCP \u5de5\u5177\u8c03\u7528\uff0c\u62ff\u5230\u4ef7\u683c\n    C->>LLM: \u5de5\u5177\u6267\u884c\u7ed3\u679c\n    LLM-->>C: "BTC \u73b0\u8d27\u4ef7\u683c\u662f 63,521.30 USDT"\n    C->>U: \u5c55\u793a\u56de\u590d<\/code><\/pre>\n
    \u6ce8\u610f\u6b65\u9aa4 3 \u548c\u6b65\u9aa4 5 \u4e4b\u95f4\uff1a\u6a21\u578b\u5728\u7b2c\u4e00\u8f6e\u8c03\u7528\u4e86 toolSearch<\/code> \u5de5\u5177\uff0c\u4f46\u4e0d\u80fd\u5728\u540c\u4e00\u8f6e\u91cc\u8c03\u7528 cex_spot_get_ticker<\/code>\u2014\u2014\u56e0\u4e3a\u8fd9\u4e2a\u5de5\u5177\u5728\u7b2c\u4e00\u8f6e\u7684 tools<\/code> \u6570\u7ec4\u91cc\u8fd8\u4e0d\u5b58\u5728\u3002\u5fc5\u987b\u7b49\u5ba2\u6237\u7aef\u628a\u5b83\u7684 schema \u52a0\u8fdb\u53bb\uff0c\u4e0b\u4e00\u8f6e\u6a21\u578b\u624d\u80fd\u8c03\u7528\u3002<\/p>\n
    \u8fd9\u5c31\u662f deferred \u65b9\u6848\u7684\u4ee3\u4ef7\uff1a\u9996\u6b21\u4f7f\u7528\u67d0\u4e2a deferred \u5de5\u5177\u65f6\uff0c\u81f3\u5c11\u9700\u8981 2 \u8f6e API \u8c03\u7528\u2014\u2014\u5148\u641c\u7d22\uff0c\u4e0b\u4e00\u8f6e\u624d\u80fd\u8c03\u7528\u3002<\/p>\n
    \u6574\u4e2a\u6d41\u7a0b\u91cc state \u7684\u53d8\u5316<\/h4>\n
    \u4ece\u542f\u52a8\u5230\u591a\u8f6e\u5bf9\u8bdd\uff0c\u5404\u4e2a state \u5b57\u6bb5\u7684\u53d8\u5316\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u9636\u6bb5<\/th>\nstate \u53d8\u5316<\/th>\n<\/tr>\n<\/thead>\n
    \u542f\u52a8<\/strong><\/td>\ncatalog<\/code> = \u4ece\u6240\u6709 MCP server \u62ff\u5230\u7684 400 \u4e2a deferred \u5de5\u5177\u7684\u5b8c\u6574\u5b9a\u4e49<\/td>\n<\/tr>\n
     <\/td>\nactivated<\/code> = \u7a7a\u96c6\u5408<\/td>\n<\/tr>\n
     <\/td>\nsystemPromptCache<\/code> = \u7cfb\u7edf\u63d0\u793a\uff0c\u5305\u542b ## Deferred Tools<\/code> \u540d\u5b57\u6e05\u5355<\/td>\n<\/tr>\n
     <\/td>\nbaseTools<\/code> = [readFile, edit, shell, grep, ..., toolSearch]<\/code><\/td>\n<\/tr>\n
    \u7b2c 1 \u8f6e\u8bf7\u6c42<\/strong><\/td>\ntools<\/code> = composeTurnTools(baseTools, activated)<\/code> = baseTools<\/code>\uff08activated \u4e3a\u7a7a\uff09<\/td>\n<\/tr>\n
    \u7528\u6237\uff1a\u201c\u67e5 BTC \u4ef7\u683c\u201d<\/td>\n\u53d1\u7ed9 LLM\uff1asystem<\/code> + tools<\/code>\uff089 \u4e2a\u6838\u5fc3\u5de5\u5177\uff09+ messages<\/code><\/td>\n<\/tr>\n
    \u7b2c 1 \u8f6e\u54cd\u5e94<\/strong><\/td>\nLLM \u8fd4\u56de\uff1atoolSearch({query: "select:mcp__gate__cex_spot_get_ticker"})<\/code><\/td>\n<\/tr>\n
     <\/td>\nhandleToolSearch()<\/code> \u5728 catalog \u91cc\u7cbe\u786e\u5339\u914d\u547d\u4e2d<\/td>\n<\/tr>\n
     <\/td>\nactivated<\/code> = { "mcp__gate__cex_spot_get_ticker" }<\/code><\/td>\n<\/tr>\n
     <\/td>\n\u8fd4\u56de tool_result \u7ed9\u6a21\u578b\uff1aLoaded 1 tool(s) \u2014 now callable directly on your next step:<\/code><\/td>\n<\/tr>\n
     <\/td>\n- mcp__gate__cex_spot_get_ticker: \u83b7\u53d6\u73b0\u8d27\u884c\u60c5<\/code><\/td>\n<\/tr>\n
    \u7b2c 2 \u8f6e\u8bf7\u6c42<\/strong><\/td>\ntools<\/code> = [...baseTools, cex_spot_get_ticker \u7684\u5b8c\u6574 schema]<\/code>\uff08\u5c3e\u90e8\u591a\u4e86\u4e00\u4e2a\u5de5\u5177\uff09<\/td>\n<\/tr>\n
     <\/td>\nmessages<\/code> \u91cc\u8ffd\u52a0\u4e86\u4e0a\u4e00\u8f6e\u7684 tool_call + tool_result<\/td>\n<\/tr>\n
     <\/td>\n\u53d1\u7ed9 LLM\uff1asystem<\/code> + tools<\/code>\uff0810 \u4e2a\u5de5\u5177\uff09+ messages<\/code>\uff0c\u524d\u7f00\u7f13\u5b58 miss \u4e00\u6b21<\/td>\n<\/tr>\n
    \u7b2c 2 \u8f6e\u54cd\u5e94<\/strong><\/td>\nLLM \u8fd4\u56de\uff1acex_spot_get_ticker({currency_pair: "BTC_USDT"})<\/code><\/td>\n<\/tr>\n
     <\/td>\n\u5ba2\u6237\u7aef\u6267\u884c MCP \u5de5\u5177\u8c03\u7528\uff0c\u62ff\u5230\u4ef7\u683c\u3002activated<\/code> \u4e0d\u53d8<\/td>\n<\/tr>\n
    \u7b2c 3 \u8f6e<\/strong><\/td>\ntools \u540c\u7b2c 2 \u8f6e\uff08activated \u6ca1\u53d8\uff0c\u524d\u7f00\u7a33\u5b9a\uff0c\u7f13\u5b58\u547d\u4e2d\uff09<\/td>\n<\/tr>\n
     <\/td>\nLLM \u8fd4\u56de\u6587\u672c\u56de\u590d<\/td>\n<\/tr>\n
    \u540e\u7eed\u8f6e\u6b21<\/strong><\/td>\nactivated \u6301\u4e45\u4fdd\u7559\uff0c\u4e0d\u7528\u518d\u641c cex_spot_get_ticker<\/code><\/td>\n<\/tr>\n
     <\/td>\n\u5982\u679c\u6fc0\u6d3b\u65b0\u5de5\u5177 \u2192 activated \u589e\u957f \u2192 tools \u8ffd\u52a0 \u2192 \u518d miss \u4e00\u6b21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u51e0\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n
      \n
    • catalog<\/code> \u548c systemPromptCache<\/code> \u5728\u542f\u52a8\u65f6\u56fa\u5b9a\uff0c\u6574\u4e2a session \u4e0d\u53d8<\/li>\n
    • activated<\/code> \u53ea\u589e\u4e0d\u51cf<\/li>\n
    • tools<\/code> \u6570\u7ec4\u6bcf\u8f6e\u52a8\u6001\u5408\u6210 = baseTools<\/code> + activated \u5bf9\u5e94\u7684 schema<\/li>\n
    • \u524d\u7f00\u7f13\u5b58\u53ea\u5728 activated \u589e\u957f\u7684\u90a3\u4e00\u8f6e miss\uff0c\u4e4b\u540e\u7a33\u5b9a<\/li>\n<\/ul>\n
      \u5de5\u7a0b\u7ec6\u8282<\/h4>\n
      \u524d\u9762\u8bb2\u7684\u662f tool search \u7684\u6838\u5fc3\u6d41\u7a0b\u3002\u8fd9\u4e00\u8282\u4e3b\u8981\u8bb2\u4e00\u4e0b\u51e0\u4e2a\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u95ee\u9898\u4ee5\u53ca\u89e3\u51b3\u65b9\u6cd5\u3002<\/p>\n
      \u9608\u503c\u5224\u65ad\uff1a\u4ec0\u4e48\u65f6\u5019\u8be5\u542f\u7528 defer\u3002<\/strong> \u5de5\u5177\u5c11\u7684\u65f6\u5019\uff0c\u5168\u91cf\u6ce8\u5165\u66f4\u7b80\u5355\uff0c\u4e5f\u4e0d\u9700\u8981\u591a\u4e00\u8f6e\u5f80\u8fd4\u3002x-code-cli \u7528 DEFERRAL_THRESHOLD_PERCENT<\/code> \u505a\u5224\u65ad\uff1a\u628a\u6240\u6709\u5019\u9009 deferred \u5de5\u5177\u7684 schema \u5e8f\u5217\u5316\u540e\u4f30\u7b97 token \u91cf\uff0c\u5982\u679c\u4e0d\u8d85\u8fc7\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684 10%\uff0c\u5c31\u8df3\u8fc7 defer\uff0c\u9000\u56de\u5168\u91cf\u52a0\u8f7d\u3002<\/p>\n
      \u6a21\u578b\u517c\u5bb9\u6027\u3002<\/strong> tool search \u4f9d\u8d56\u6a21\u578b\u4e3b\u52a8\u53bb\u8c03 toolSearch<\/code>\u3002\u5982\u679c\u6a21\u578b\u4e0d\u652f\u6301\u6216\u4e0d\u914d\u5408\uff0cdeferred \u5de5\u5177\u5c31\u6c38\u8fdc\u4e0d\u4f1a\u88ab\u52a0\u8f7d\u3002\u5404\u5bb6\u7684\u5904\u7406\u65b9\u5f0f\u4e0d\u540c\uff1a<\/p>\n