Building a Python MCP Server from Scratch - A Practical GitHub API Guide (opens in new tab)

The Model Context Protocol has gone from a niche Anthropic project to industry-standard infrastructure in under two years - hitting 97 million monthly SDK downloads and earning a permanent home under the Linux Foundation. Every major AI coding tool now speaks MCP natively, yet most tutorials either list pre-built servers to install or recite the spec without building anything real. This guide walks you through writing a Python MCP server from zero: defining tools, resources, and prompts, test...