FastMCP is a fast, Pythonic way to build MCP servers that makes building MCP servers simple and intuitive. Create tools, expose resources, and define prompts with clean, Pythonic code. FastMCP aims to provide a full implementation of the core MCP specification. FastMCP is under active development, as is the MCP specification itself. Core features are working but some advanced capabilities are still in progress. The project provides a complete guide to Model Context Protocol (MCP) servers, including detailed explanations of tools, resources, prompts, images, context, and more. Running Your Server and detailed instructions on Installation and Quickstart, along with Examples and guidelines for Contributing. The document contains numerous code snippets and interactive terminal commands for installation and testing. The guide offers clear instructions on creating a simple MCP server, adding tools and resources, and leveraging the complete functionality of FastMCP. Installation tips specify using the uv library for server deployment and detail different installation options. The document concludes by providing instructions for contributing to the FastMCP project for interested developers.