Building a Private MCP Server with Local LLM — Gemma 4 + FastMCP Fully Offline AI Tool Guide
How to build an offline AI tool pipeline with Ollama + Gemma 4 + FastMCP, no internet required. A hands-on implementation guide for using MCP tools in medical, legal, and financial environments where data cannot leave the premises.