FastMCP 3.x: Build a Python MCP Server in 30 Minutes
Ship a Python MCP server in 30 lines with FastMCP 3.2.4. The @mcp.tool(), @mcp.resource(), and @mcp.prompt() decorators expose tools Claude and Cursor call.
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FastMCP
3 posts
Private MCP Server with Gemma 4 + FastMCP — Fully Offline
Run an offline AI tool pipeline with Ollama, Gemma 4, and FastMCP, no internet needed. Built for medical, legal, and finance where data stays on the premises.
Build an MCP Server with Streamable HTTP Transport
A hands-on tutorial for building an MCP server from scratch using Python FastMCP. Covers Streamable HTTP transport setup, tool implementation, and Claude Code integration from real experience.