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FastMCP

Prefect

High-level Python framework for building MCP servers and clients with minimal boilerplate. Provides decorator-based tool definitions, automatic schema generation, and built-in testing utilities. The fastest way to create a production MCP server. 25K GitHub stars and growing rapidly. Becoming the de facto framework for MCP server development in Python.

Pythonic framework for building MCP servers and clients (FastMCP 1.0 was upstreamed into the official MCP Python SDK in 2024; FastMCP 2.0/3.x is the standalone successor). Maintained by Prefect. Apache-2.0. v3.4.0 released 3 Jun 2026; verified live June 2026.

Openness

5 high confidence
5.0
license
Apache-2.0(OSI)
source
public
core-gated
ungated

Fully OSI-licensed, no open-core split observed on the repo.

Adoption

5 high confidence
5.0

fastmcp ~72.7M PyPI downloads in the last month; README reports ~1M downloads/day, used by ~10k dependent projects, and powering ~70% of MCP servers across languages. Mass-market reach for MCP server tooling.

Capability

4 medium confidence
4.0

Most feature-complete framework for authoring the tool-protocol layer (MCP); scored 4 on protocol-tooling feature breadth; a 5 is reserved for the protocol/category-definer (MCP itself).

Unchanged since 2026-07-30 (last edited, not re-checked)