SMRTR ProgrammingJul 8, 2026Daily.dev

How to Build an MCP Server with FastMCP for Your Local AI Agent

SMRTR summary

Build a local AI agent that uses MCP (Model Context Protocol) to connect to both local and remote tool servers. Using FastMCP, LangChain v1, Ollama, and Qwen, this tutorial walks through creating a local MCP server with utility tools, then connecting to a public remote MCP server, and wiring everything into a single interactive agent that runs entirely on your machine.

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