How to Build an MCP Server in Python (Model Context Protocol Tutorial)

How to Build an MCP Server in Python (Model Context Protocol Tutorial) Learn how to build a fully functional Model Context Protocol (MCP) server in Python from scratch. This tutorial shows you how to connect Claude Desktop (or any MCP client) to your local systems autonomously. In this developer guide, we code a complete Notes API using the FastMCP SDK, exposing custom Tools, Resources, and Prompts, tested live and ready for production. 🔗 GitHub Repo (Full Source Code): https://github.com/MuhammadDaniyalKha... ⏱️ Video Chapters: 00:00 - Intro & What We're Building 00:56 - What is MCP? (Protocol Overview) 01:48 - Client & Server Architecture 02:32 - Project Setup 03:09 - Installing the MCP Python SDK 03:25 - store.py (Building the Data Layer) 05:20 - app.py (Building the Protocol Layer) 07:28 - Why Use MCP Prompts? 08:11 - prompts.py (Reusable Prompt Templates) 10:21 - How the Prompt Flow Works 10:56 - Live Testing with MCP Inspector 11:47 - Claude Desktop Configuration 12:08 - Next Steps 🛠️ Tools & Tech Stack Used: • Model Context Protocol (MCP) - The open standard for connecting AI models to data • Python mcp[cli] SDK - Backend server development • Claude Desktop - The local MCP client • MCP Inspector - Live interactive testing UI • JSON - Local file-based storage If you build something with this code or extend it into a cool AI agent, drop a comment below! #MCP #Python #Anthropic #AIAgents #ClaudeDesktop #SoftwareEngineering