How to build Model Context Protocol (MCP) servers using raw python code

Model Context Protocol (MCP) promises to simplify how AI Agents interact with tools. But what actually changes when you use it in a real system? In this video, I take an existing multi-agent security application built with Red, Blue, and Judge agents, and refactor it using FastMCP in Python.