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Rapid tool integration for AI

FastMCP is a Python-based framework that makes it easy to develop Model Context Protocol (MCP) servers and clients. It enables developers to quickly integrate between AI models and native tools.

Updates

  • September 18, 2026: Stars 27,689 → 27,720, latest release v4.0.5 (September 17, 2026).
  • September 16, 2026: Stars 27,531 → 27,689, latest release v4.0.4 (September 16, 2026).
  • September 5, 2026: Stars 27,498 → 27,531, latest release v4.0.3 (September 5, 2026).
  • September 3, 2026: Stars 27,483 → 27,498, latest release v4.0.2 (September 2, 2026).

What you get

  • Easily turns Python functions into AI tools
  • Automatically creates schema, validation and documentation
  • Speeds up server, client and application development processes

Installation

installation with uv
uv pip install fastmcp

If you don't write code

🤖 Paste this into your AI agent (Claude Code · Codex · Antigravity)

I want to convert a Python function into a Model Context Protocol (MCP) compliant tool using FastMCP. Define a tool that performs a simple addition using the @mcp.tool decorator and set up the basic structure to launch the FastMCP server.

Related dictionary terms

Who it is forFor Python developers who want to establish fast and reliable integration between AI models and native tools.
LicenseApache-2.0

Links

TreScout did not build this tool · we found it in GitHub trends and wrote it up. This page describes the repository as of 2026-07-21: The star count and our text belong to that day, the repository may have changed since. Check the repository link for the current state. This page was machine-translated from the Turkish original · the Turkish version prevails.