{"id":26445,"date":"2026-07-09T02:37:24","date_gmt":"2026-07-09T02:37:24","guid":{"rendered":"https:\/\/umang.pk\/2026\/07\/09\/%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%db%92-%d9%84%db%8c%db%92-fastmcp-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92\/"},"modified":"2026-07-09T02:37:27","modified_gmt":"2026-07-09T02:37:27","slug":"%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%db%92-%d9%84%db%8c%db%92-fastmcp-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/07\/09\/%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%db%92-%d9%84%db%8c%db%92-fastmcp-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92\/","title":{"rendered":"\u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 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\u06c1\u0631 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06a9\u0627 \u0627\u067e\u0646\u0627 \u0679\u0648\u0644 \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c MCP \u0627\u06cc\u06a9 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u062c\u0648 \u067e\u0631\u0648\u0679\u0648\u06a9\u0648\u0644 \u06a9\u0648 \u0633\u0645\u062c\u06be\u062a\u0627 \u06c1\u06d2 \u0648\u06c1 MCP-\u0645\u0637\u0627\u0628\u0642\u062a \u067e\u0630\u06cc\u0631 \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062f\u06c1 \u0679\u0648\u0644\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>modelcontextprotocol.io \u0633\u06d2 \u0646\u06cc\u0686\u06d2 \u062f\u06cc \u06af\u0626\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633 \u062e\u06cc\u0627\u0644 \u06a9\u0648 \u0627\u0686\u06be\u06cc \u0637\u0631\u062d \u067e\u06a9\u0691\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>MCP \u0633\u0631\u0648\u0631 \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u0627 \u067e\u0631\u0648\u06af\u0631\u0627\u0645 \u06c1\u06d2 \u062c\u0648 \u0679\u0648\u0644\u0632 \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a \u062f\u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 MCP \u06a9\u0644\u0627\u0626\u0646\u0679 \u0648\u06c1 \u0686\u06cc\u0632 \u06c1\u06d2 \u062c\u0648 \u0627\u0633 \u0633\u0631\u0648\u0631 \u0633\u06d2 \u062c\u0691\u062a\u06cc \u06c1\u06d2 (\u062c\u06cc\u0633\u06d2 \u0627\u06cc\u06a9 AI \u0627\u06cc\u062c\u0646\u0679) \u0627\u0648\u0631 LLM \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>MCP \u0633\u0631\u0648\u0631\u0632 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0646\u0642\u0644 \u0648 \u062d\u0645\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0633\u0627\u0645\u0646\u06d2 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u06cc\u0633\u06d2:<\/p>\n<ul>\n<li>\n<p><strong>\u0633\u0679\u0648\u0688\u06cc\u0648<\/strong>: \u0633\u0631\u0648\u0631 \u06a9\u0644\u0627\u0626\u0646\u0679 \u06a9\u06d2 \u0630\u06cc\u0644\u06cc \u0639\u0645\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 stdin\/stdout \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0642\u0627\u0645\u06cc \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0645\u0648\u0632\u0648\u06ba \u06c1\u06d2 \u062c\u0646 \u06a9\u06cc \u0635\u0631\u0641 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>http<\/strong>: \u0633\u0631\u0648\u0631 \u0627\u06cc\u06a9 HTTP \u0633\u0631\u0648\u0633 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0644\u0627\u0626\u0646\u0679 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u067e\u0631 \u062c\u0691 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u06cc\u0627 \u0631\u06cc\u0645\u0648\u0679 \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0645\u0648\u0632\u0648\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u067e\u0631\u0648\u0679\u0648\u06a9\u0648\u0644 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u06a9\u0633 \u0637\u0631\u062d \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0628\u06d2 \u0646\u0642\u0627\u0628 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0645\u062e\u062a\u0644\u0641 AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u0627\u0648\u0631 \u06a9\u0644\u0627\u0626\u0646\u0679\u0633 \u0627\u0646\u06c1\u06cc\u06ba \u0645\u0633\u062a\u0642\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-what-is-fastmcp\"><strong>FastMCP \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/strong><\/h2>\n<p>FastMCP \u0627\u06cc\u06a9 Python \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u06c1\u06d2 \u062c\u0648 MCP \u0633\u0631\u0648\u0631 \u06a9\u0648 \u0644\u06a9\u06be\u0646\u06d2 \u06a9\u0648 FastAPI \u0627\u06cc\u067e \u0644\u06a9\u06be\u0646\u06d2 \u06a9\u06cc \u0637\u0631\u062d \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0622\u067e \u062a\u0642\u0631\u06cc\u0628 \u06a9\u0648 \u0633\u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba <code>@mcp.tool<\/code>FastMCP \u067e\u0631\u0648\u0679\u0648\u06a9\u0648\u0644 \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0628\u0634\u0645\u0648\u0644 \u0679\u0631\u0627\u0646\u0633\u067e\u0648\u0631\u0679 \u06a9\u06cc \u062a\u06c1\u06c1\u060c JSON-RPC \u067e\u06cc\u063a\u0627\u0645\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u0648\u0644 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06a9\u06cc \u062a\u062e\u0644\u06cc\u0642\u060c \u0627\u0634\u0627\u0631\u06d2 \u0679\u0627\u0626\u067e\u060c \u0627\u0648\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06d2 \u062a\u0627\u0631\u06d4<\/p>\n<p>\u0644\u06cc\u0646\u06af \u0686\u06cc\u0646 \u06a9\u06cc \u0637\u0631\u0641\u060c <code>langchain-mcp-adapters<\/code> \u0627\u06cc\u06a9 \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u062c\u0648 \u0627\u06cc\u06a9 \u06cc\u0627 \u0632\u06cc\u0627\u062f\u06c1 MCP \u0633\u0631\u0648\u0631\u0632 \u0633\u06d2 \u0645\u0646\u0633\u0644\u06a9 \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u067e\u0646\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 LangChain v1 \u0641\u0627\u0631\u0645\u06cc\u0679 \u0645\u06cc\u06ba \u0644\u0648\u0688 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 <code>create_agent<\/code> \u0622\u067e \u0627\u0633\u06d2 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648\u0688 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u062a\u0627 \u06a9\u06c1 \u06cc\u06c1 \u0679\u0648\u0644 \u0622\u067e \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u067e\u0631 \u0633\u0628 \u067e\u0631\u0648\u0633\u06cc\u0633 \u0645\u06cc\u06ba \u06c1\u06d2 \u06cc\u0627 \u0631\u06cc\u0645\u0648\u0679 \u0633\u0631\u0648\u0631 \u067e\u0631\u06d4 \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u0627\u0646 \u0679\u0648\u0644\u0632 \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a \u0646\u0638\u0631 \u0622\u0626\u06d2 \u06af\u06cc \u062c\u0633 \u0645\u06cc\u06ba \u0627\u0646 \u06a9\u06d2 \u0646\u0627\u0645 \u0627\u0648\u0631 \u062a\u0641\u0635\u06cc\u0644 \u06c1\u0648\u06af\u06cc\u06d4<\/p>\n<h2 id=\"heading-motivation-and-architecture\">\u062d\u0648\u0635\u0644\u06c1 \u0627\u0641\u0632\u0627\u0626\u06cc \u0627\u0648\u0631 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631<\/h2>\n<p>\u0627\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u067e\u06cc\u0686\u06be\u06d2 \u0645\u062d\u0631\u06a9 \u0642\u0627\u0628\u0644 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0679\u0648\u0644\u0632 \u0628\u0646\u0627\u0646\u0627 \u0627\u0648\u0631 \u062f\u0648\u0633\u0631\u0648\u06ba \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0628\u0646\u0627\u0626\u06d2 \u06af\u0626\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba \u0646\u06d2 \u06a9\u0631\u0646\u0679_\u0679\u0627\u0626\u0645 \u0627\u0648\u0631 \u0648\u0631\u0688_\u06a9\u0627\u0624\u0646\u0679 \u062c\u06cc\u0633\u06d2 \u0679\u0648\u0644\u0632 \u0628\u0646\u0627\u0626\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u067e\u0646\u06d2 \u0628\u0646\u0627\u0626\u06d2 \u06c1\u0648\u0626\u06d2 \u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0627\u0646 \u06a9\u0627 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u06c1\u0648\u06ba\u06d4 \u0645\u06cc\u06ba \u0639\u0648\u0627\u0645\u06cc \u0627\u06cc\u0645 \u0633\u06cc \u067e\u06cc \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0627\u0646 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06be\u06cc \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u062a\u06be\u0627 \u062c\u0648 \u0645\u06cc\u06ba \u062e\u0648\u062f \u0646\u06c1\u06cc\u06ba \u0644\u06a9\u06be\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u062a\u06be\u0627\u060c \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 \u06af\u0679 \u06c1\u0628 \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u06a9\u0648 \u0646\u06cc\u0648\u06cc\u06af\u06cc\u0679 \u06a9\u0631\u0646\u0627\u06d4<\/p>\n<p>\u0645\u0642\u0627\u0645\u06cc LLM \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0645\u06cc\u0631\u06cc \u06af\u0641\u062a\u06af\u0648 \u0645\u06cc\u0631\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u06a9\u0648 \u06a9\u0628\u06be\u06cc \u0646\u06c1\u06cc\u06ba \u0686\u06be\u0648\u0691\u062a\u06cc \u06c1\u06d2\u06d4 \u0635\u0631\u0641 \u0648\u06c1\u06cc \u0686\u06cc\u0632 \u062c\u0648 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0648\u06c1 \u06c1\u06d2 \u062c\u0648 \u0645\u0627\u0688\u0644 \u0631\u06cc\u0645\u0648\u0679 \u0679\u0648\u0644 \u06a9\u0648 \u0628\u06be\u06cc\u062c\u0646\u06d2 \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062c\u0628 \u0648\u06c1 \u0627\u0633 \u0679\u0648\u0644 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u062f\u0648 \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0645\u0642\u0627\u0645\u06cc MCP \u0633\u0631\u0648\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 FastMCP \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c GitHub \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u062a\u0644\u0627\u0634 \u06a9\u06d2 \u0644\u06cc\u06d2 DeepWiki \u06a9\u06d2 \u0645\u0641\u062a \u067e\u0628\u0644\u06a9 MCP \u0633\u0631\u0648\u0631 \u0633\u06d2 \u0645\u0646\u0633\u0644\u06a9 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c LangChain v1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0644\u0648\u0688 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 langchain-mcp-\u0627\u0688\u0627\u067e\u0679\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 Ollama \u06a9\u0648 \u0645\u0642\u0627\u0645\u06cc Qwen \u0645\u0627\u0688\u0644 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0628\u06c1\u0627\u0624 \u0645\u06cc\u06ba \u062a\u06cc\u0646 \u0639\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n<ol>\n<li>\n<p>\u0645\u0642\u0627\u0645\u06cc MCP \u0633\u0631\u0648\u0631 \u0627\u06cc\u06a9 \u0627\u0633\u0679\u06cc\u0646\u0688 \u0627\u06cc\u0644\u0648\u0646 Python \u0627\u0633\u06a9\u0631\u067e\u0679 \u06c1\u06d2 \u062c\u0648 \u0645\u0648\u062c\u0648\u062f\u06c1_\u0648\u0642\u062a \u0627\u0648\u0631 \u0644\u0641\u0638_\u06a9\u0627\u0624\u0646\u0679 \u06a9\u0648 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 stdio \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0630\u06cc\u0644\u06cc \u0639\u0645\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0631\u06cc\u0645\u0648\u0679 MCP \u0633\u0631\u0648\u0631 DeepWiki \u06a9\u06cc \u0627\u06cc\u06a9 \u0639\u0648\u0627\u0645\u06cc \u062e\u062f\u0645\u062a \u06c1\u06d2 \u062c\u0648 HTTP \u067e\u0631 GitHub \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u0648\u0686\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0646 \u0679\u0648\u0644\u0632 (read_wiki_structure, read_wiki_contents, Ask_question) \u06a9\u0648 \u0628\u06d2 \u0646\u0642\u0627\u0628 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u0627\u06cc\u06a9 \u06a9\u0648\u0622\u0631\u0688\u06cc\u0646\u06cc\u0634\u0646 \u0627\u0633\u06a9\u0631\u067e\u0679 \u06c1\u06d2 \u062c\u0648 \u062f\u0648\u0646\u0648\u06ba \u0633\u06d2 \u062c\u0691\u062a\u0627 \u06c1\u06d2\u060c \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u0641\u06c1\u0631\u0633\u062a \u0645\u06cc\u06ba \u0636\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0627\u0646\u0679\u0631\u0627\u06cc\u06a9\u0679\u0648 \u0644\u0648\u067e \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n<p>\u062c\u0628 \u0635\u0627\u0631\u0641 \u06a9\u0648\u0626\u06cc \u0633\u0648\u0627\u0644 \u067e\u0648\u0686\u06be\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0645\u0627\u0688\u0644 \u062f\u0648\u0646\u0648\u06ba \u0633\u0631\u0648\u0631\u0632 \u067e\u0631 \u0645\u0648\u062c\u0648\u062f \u062a\u0645\u0627\u0645 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u0641\u06c1\u0631\u0633\u062a \u0645\u06cc\u06ba \u062f\u06cc\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0637\u0644\u0648\u0628\u06c1 \u0679\u0648\u0644 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-step-1-install-ollama-and-pull-the-model\">\u0645\u0631\u062d\u0644\u06c1 1: \u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0645\u0627\u0688\u0644\u0632 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u067e\u0646\u06d2 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 Ollama \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0645 Qwen \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0686\u06cc\u0679 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 Qwen \u0645\u0642\u0627\u0645\u06cc \u0679\u0648\u0644 \u0627\u0646\u0648\u0648\u06a9\u06cc\u0634\u0646 \u0633\u067e\u0648\u0631\u0679 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u06cc\u06c1 MCP \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u0686\u06be\u06cc \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba qwen3.5:4b \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u0645\u06cc\u06ba \u06a9\u0645 \u0631\u06cc\u0645 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e qwen3.5:0.8b \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-plaintext\">ollama pull qwen3.5:4b\n<\/code><\/pre>\n<h2 id=\"heading-step-2-install-python-dependencies\">\u0645\u0631\u062d\u0644\u06c1 2: \u0627\u0632\u06af\u0631 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<pre><code class=\"language-plaintext\">python3 -m venv venv\nsource venv\/bin\/activate\npip install fastmcp langchain langchain-core langchain-ollama langchain-mcp-adapters\n<\/code><\/pre>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba <code>langchain>=1.0.0<\/code>.<\/p>\n<h2 id=\"heading-step-3-build-the-local-mcp-server-with-fastmcp\">\u0645\u0631\u062d\u0644\u06c1 3: FastMCP \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u06a9 \u0645\u0642\u0627\u0645\u06cc MCP \u0633\u0631\u0648\u0631 \u0628\u0646\u0627\u0626\u06cc\u06ba<\/h2>\n<p>\u0645\u0642\u0627\u0645\u06cc MCP \u0633\u0631\u0648\u0631 \u062f\u0648 \u0686\u06be\u0648\u0679\u06d2 \u06cc\u0648\u0679\u06cc\u0644\u06cc\u0679\u06cc \u0679\u0648\u0644\u0632 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2: \u0645\u0648\u062c\u0648\u062f\u06c1 \u062a\u0627\u0631\u06cc\u062e \u0627\u0648\u0631 \u0648\u0642\u062a \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 current_time\u060c \u0627\u0648\u0631 \u0645\u062a\u0646 \u0645\u06cc\u06ba \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u06af\u0646\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 word_count\u06d4 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc MCP \u06a9\u0644\u0627\u0626\u0646\u0679\u060c \u0646\u06c1 \u0635\u0631\u0641 \u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679\u060c \u0627\u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>Docstring \u06a9\u06cc \u0646\u0645\u0627\u0626\u0646\u062f\u06af\u06cc \u0627\u06c1\u0645 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 FastMCP \u0642\u0633\u0645 \u06a9\u06d2 \u0627\u0634\u0627\u0631\u06d2 \u0627\u0648\u0631 docstrings \u0633\u06d2 \u06c1\u0631 \u0679\u0648\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0627\u0633\u06a9\u06cc\u0645\u0627 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 LLM \u0627\u0633 \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u06cc\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u06c1\u0631 \u0679\u0648\u0644 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0648\u0688 <em>mcp_server.py<\/em> \u0641\u0627\u0626\u0644<\/p>\n<pre><code class=\"language-python\">from datetime import datetime\nfrom fastmcp import FastMCP\n\nmcp = FastMCP(\"local-tools\")\n\n\n@mcp.tool\ndef current_time() -> str:\n    \"\"\"Return the current local date and time.\n    Use this when the user asks what time or date it is.\n    \"\"\"\n    return datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n\n\n@mcp.tool\ndef word_count(text: str) -> int:\n    \"\"\"Count the number of words in a piece of text.\n    Use this when the user asks how long a piece of writing is\n    or asks you to count the words in something they've shared.\n    Returns the word count as an integer.\n    \"\"\"\n    return len(text.split())\n\n\nif __name__ == \"__main__\":\n    # Run the MCP server over stdio.\n    mcp.run()\n<\/code><\/pre>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f <em>tools_server.py<\/em> \u06cc\u06c1 stdio \u0645\u0648\u0688 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0630\u06cc\u0644\u06cc \u0639\u0645\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0627\u0633\u06d2 \u0627\u0644\u06af \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-step-4-agent-python-code\">\u0645\u0631\u062d\u0644\u06c1 4: \u0627\u06cc\u062c\u0646\u0679 \u067e\u0627\u0626\u062a\u06be\u0646 \u06a9\u0648\u0688<\/h2>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648\u0688 \u062a\u06cc\u0646 \u0686\u06cc\u0632\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2: \u067e\u06c1\u0644\u06cc\u060c \u0627\u0648\u067e\u0631 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0631\u06cc\u0645\u0648\u0679 MCP \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u0645\u0627\u0688\u0644\u060c \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679\u060c \u0627\u0648\u0631 URL \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u06a9\u06c1 <code>build_agent()<\/code> \u0641\u0646\u06a9\u0634\u0646 \u062f\u0648 MCP \u0633\u0631\u0648\u0631\u0632 \u0633\u06d2 \u062c\u0691\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0646 \u06a9\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u0641\u06c1\u0631\u0633\u062a \u0645\u06cc\u06ba \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u06cc\u06a9 LangChain v1 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06a9\u06c1 <code>main()<\/code> \u0641\u0646\u06a9\u0634\u0646 \u0627\u06cc\u06a9 \u0627\u0646\u0679\u0631\u0627\u06cc\u06a9\u0679\u0648 \u0644\u0648\u067e \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u06c1 [tool call] \u0644\u0627\u06af \u0644\u0627\u0626\u0646 \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u062f\u06cc\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 \u0645\u0648\u0691 \u067e\u0631 \u06a9\u0648\u0646 \u0633\u0627 \u0679\u0648\u0644 (\u0645\u0642\u0627\u0645\u06cc \u06cc\u0627 \u0631\u06cc\u0645\u0648\u0679) \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0645\u0646\u062a\u062e\u0628 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u062e\u0631 \u06a9\u0627\u0631 <code>await<\/code> \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <code>build_agent(client)<\/code> \u06cc\u06c1 \u0645\u062a\u0636\u0627\u062f \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u063a\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u067e\u0630\u06cc\u0631 MCP \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2: <code>client.get_tools()<\/code> \u0645\u06a9\u0645\u0644 \u0634\u062f\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0648\u0627\u067e\u0633 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u06d4 \u0628\u063a\u06cc\u0631 <code>await<\/code>\u0627\u06cc\u06a9 \u062d\u0642\u06cc\u0642\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0622\u067e \u06a9\u0648 \u0627\u06cc\u06a9 \u06a9\u0648\u0631\u0679\u06cc\u0646 \u0622\u0628\u062c\u06cc\u06a9\u0679 \u0645\u0644\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0648\u0688 <em>\u0627\u06cc\u062c\u0646\u0679_\u06a9\u06d2 \u0633\u0627\u062a\u06be_mcp.py<\/em> \u0641\u0627\u0626\u0644:<\/p>\n<pre><code class=\"language-python\">import asyncio\n\nfrom langchain.agents import create_agent\nfrom langchain_ollama import ChatOllama\nfrom langchain_mcp_adapters.client import MultiServerMCPClient\n\n# Local Ollama model to use for the chat agent.\nCHAT_MODEL = \"qwen3.5:4b\"\n\n# Hosted remote MCP server we'll connect to over HTTP.\nDEEPWIKI_MCP_URL = \"https:\/\/mcp.deepwiki.com\/mcp\"\n\n# System prompt that tells the model what tools it has and how to behave.\nSYSTEM_PROMPT = (\n    \"You are a helpful assistant with access to tools for checking the current time, \"\n    \"counting words, and looking up information about GitHub repositories. \"\n    \"Use tools when the user's request needs information you don't already have. \"\n    \"If a tool returns an error, tell the user plainly and do not retry with made-up arguments. \"\n    \"If the question doesn't need a tool, just answer directly.\"\n)\n\n\nasync def build_agent(client: MultiServerMCPClient):\n    # Load tools from all connected MCP servers.\n    # This is async because MCP communication happens over I\/O.\n    tools = await client.get_tools()\n    print(f\"Loaded {len(tools)} tools: {[t.name for t in tools]}\")\n\n    # Create the local Ollama chat model.\n    model = ChatOllama(model=CHAT_MODEL, temperature=0)\n\n    # Build a LangChain agent with the local model and all MCP tools.\n    return create_agent(\n        model=model,\n        tools=tools,\n        system_prompt=SYSTEM_PROMPT,\n    )\n\n\nasync def main():\n    # Create one MCP client that connects to two servers:\n    #\n    # 1. \"tools\" is a local MCP server started as a subprocess over stdio.LangChain will launch `python mcp_server.py` for us.\n    # 2. \"deepwiki\" is a hosted MCP server we connect to over HTTP.\n    client = MultiServerMCPClient({\n        \"tools\": {\n            \"command\": \"python\",\n            \"args\": [\"mcp_server.py\"],\n            \"transport\": \"stdio\",\n        },\n        \"deepwiki\": {\n            \"url\": DEEPWIKI_MCP_URL,\n            \"transport\": \"streamable_http\",\n        },\n    })\n\n    # Build the agent after the MCP client is ready and tools are loaded.\n    agent = await build_agent(client)\n\n    print(\"nReady! Ask the agent something.\")\n    print(\"Type 'exit' to quit.n\")\n\n    while True:\n        question = input(\"You: \").strip()\n        if not question or question.lower() in {\"exit\", \"quit\"}:\n            break\n\n        # Send the user's message to the agent.\n        # We use `ainvoke()` because the agent may call async MCP tools.\n        result = await agent.ainvoke({\n            \"messages\": [{\"role\": \"user\", \"content\": question}],\n        })\n\n        # Walk through the returned messages and print any tool calls\n        # the agent made during this turn.\n        for msg in result[\"messages\"]:\n            tool_calls = getattr(msg, \"tool_calls\", None)\n            if tool_calls:\n                for call in tool_calls:\n                    print(f\"[tool call] {call['name']}({call['args']})\")\n\n        # The final message in the list is the agent's final answer.\n        print(f\"nAnswer: {result['messages'][-1].content}n\")\n\n\nif __name__ == \"__main__\":\n    # Run the async program.\n    asyncio.run(main())\n<\/code><\/pre>\n<h2 id=\"heading-step-5-run-the-agent\">\u0645\u0631\u062d\u0644\u06c1 5: \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/h2>\n<pre><code class=\"language-plaintext\">python agent_with_mcp.py\n<\/code><\/pre>\n<p>\u0645\u0642\u0627\u0645\u06cc MCP \u0633\u0631\u0648\u0631 \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 <code>MultiServerMCPClient<\/code> \u0622\u06af <code>mcp_server.py<\/code> \u0630\u06cc\u0644\u06cc \u0639\u0645\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 <code>stdio<\/code>\u06cc\u06c1 DeepWiki \u0633\u06d2 HTTP \u06a9\u0646\u06a9\u0634\u0646 \u0628\u06be\u06cc \u06a9\u06be\u0648\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0633\u0631\u0648\u0631 \u0646\u0627\u0642\u0627\u0628\u0644 \u0631\u0633\u0627\u0626\u06cc \u06c1\u06d2\u060c \u062a\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0641\u0627\u0644 \u0628\u06cc\u06a9 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u0633\u0679\u0627\u0631\u0679 \u0627\u067e \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0627\u06cc\u06a9 \u062e\u0631\u0627\u0628\u06cc \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0686\u0644\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0622\u067e \u0633\u0627\u062f\u06c1 \u0627\u0646\u06af\u0631\u06cc\u0632\u06cc \u0645\u06cc\u06ba \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u0648\u0686\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u062c\u0648\u0627\u0628 \u067e\u0631 \u0628\u06be\u0631\u0648\u0633\u06c1 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u0627\u0633 \u0628\u0627\u062a \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0646\u06d2 \u0635\u062d\u06cc\u062d \u062f\u0644\u0627\u0626\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0635\u062d\u06cc\u062d \u0679\u0648\u0644 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644\u0632 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0641\u0631\u0646\u0679\u06cc\u0626\u0631 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0686\u06be\u0648\u0679\u06d2 \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u0641\u0631\u06cc\u0628 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u0627\u0626\u0679 \u067e\u0631 \u062a\u0635\u062f\u06cc\u0642 \u0645\u062f\u062f\u06af\u0627\u0631 \u06c1\u06d2\u06d4<\/p>\n<p>\u0679\u06cc\u0633\u0679 \u0631\u0646 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0633\u06d2 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u0648\u0686\u06be\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">$ python agent_with_tools.py\n\nStarting MCP server 'local-tools' with transport 'stdio'                                                      transport.py:210\nLoaded 5 tools: ['current_time', 'word_count', 'read_wiki_structure', 'read_wiki_contents', 'ask_question']\n\nReady! Ask the agent something.\nType 'exit' to quit.\n\nYou: what is the current time\n[tool call] current_time({})\n\nAnswer: The current time is 2026-07-01 16:41:42\n\nYou: Give me one line summary of karpathy\/nanochat \n[tool call] ask_question({'repoName': 'karpathy\/nanochat', 'question': 'Give me a one-line summary of this repository'})\n\nAnswer: This repository, `karpathy\/nanochat`, is a minimal, full-stack experimental system for training large language models (LLMs) from scratch, designed to be accessible and cost-effective, with a primary development focus on optimizing the \"Time-to-GPT-2\" benchmark.\n\nYou: what's the capital of France?\n\nAnswer: Paris\n<\/code><\/pre>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u0646\u06d2 4B \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0639\u0642\u0648\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0627 \u0645\u0638\u0627\u06c1\u0631\u06c1 \u06a9\u06cc\u0627\u06d4 \u0627\u0633\u06d2 \u0628\u0644\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627 <code>current_time<\/code> \u06c1\u0645 \u0646\u06d2 \u0679\u0627\u0626\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u0627\u0648\u0631 DeepWiki \u067e\u0631 \u0631\u06cc\u0645\u0648\u0679 \u0688\u06cc\u0648\u0627\u0626\u0633\u0632 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc\u06d4 <code>ask_question<\/code> \u0646\u0627\u0646\u0648 \u0686\u06cc\u0679 \u0631\u06cc\u067e\u0648 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u062c\u0648\u0627\u0628\u0627\u062a \u062f\u06cc\u0646\u06d2 \u06a9\u0627 \u0627\u06cc\u06a9 \u0679\u0648\u0644\u06d4 \u0645\u06cc\u06ba \u0646\u06d2 \u0641\u0631\u0627\u0646\u0633\u06cc\u0633\u06cc \u0633\u0648\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u0648\u0644 \u06a9\u0627\u0644 \u06a9\u0648 \u0628\u06be\u06cc \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0627\u06d4<\/p>\n<p>\u0622\u067e MCP \u0633\u0631\u0648\u0631 \u0631\u062c\u0633\u0679\u0631\u06cc \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f MCP \u0633\u0631\u0648\u0631\u0632 \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: https:\/\/github.com\/modelcontextprotocol\/servers\u06d4<\/p>\n<h2 id=\"heading-conclusion\">\u0646\u062a\u06cc\u062c\u06c1<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 FastMCP \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u06a9 MCP \u0633\u0631\u0648\u0631 \u0628\u0646\u0627\u06cc\u0627 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0645\u0641\u062a\u060c \u0639\u0648\u0627\u0645\u06cc \u0631\u06cc\u0645\u0648\u0679 MCP \u0633\u0631\u0648\u0631 \u0627\u0648\u0631 LangChain v1 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u06a9 \u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679 \u0633\u06d2 \u0645\u0646\u0633\u0644\u06a9 \u06a9\u06cc\u0627\u06d4 <code>create_agent<\/code> \u0627\u0648\u0631 <code>langchain-mcp-adapters<\/code>.<\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u0633\u06d2\u060c \u0627\u067e\u0646\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0633\u0631\u0648\u0631 \u0645\u06cc\u06ba \u062f\u06cc\u06af\u0631 \u0645\u0642\u0627\u0645\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0646\u0648\u0679 \u0631\u06cc\u0688\u0631\u0632 \u06cc\u0627 \u0631\u06cc\u067e\u0631 \u062c\u06cc\u0633\u06d2 \u0679\u0648\u0644\u0632 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u062f\u0648\u0633\u0631\u06d2 \u0631\u06cc\u0645\u0648\u0679 MCP \u0633\u0631\u0648\u0631 \u06a9\u06cc \u0637\u0631\u0641 \u0627\u0634\u0627\u0631\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0645\u062a\u0628\u0627\u062f\u0644 \u0637\u0648\u0631 \u067e\u0631\u060c \u0622\u067e \u0679\u0631\u0627\u0646\u0633\u067e\u0648\u0631\u0679 \u06a9\u0648 HTTP \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u06d2 \u0633\u0631\u0648\u0631 \u067e\u0631 \u0686\u0644\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u067e\u0646\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0633\u0631\u0648\u0631 \u06a9\u0648 \u0627\u06cc\u06a9 \u0631\u06cc\u0645\u0648\u0679 \u0633\u0631\u0648\u0631 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0633\u06d2 \u0622\u067e \u0627\u067e\u0646\u06d2 \u06a9\u0633\u06cc 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