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FastMCP 3.0 Released: Community-Driven Enhancements Unveiled

FastMCP 3.0 Released: Community-Driven Enhancements Unveiled

TL;DR

FastMCP 3.0 is now generally available. It keeps the @mcp.tool() API but rebuilds the internals around components + providers + transforms, adds a CLI, and ships production features like component versioning, per-component auth + OAuth additions, OpenTelemetry tracing, background tasks, pagination, tool timeouts, and hot reload. The project moved from jlowin/fastmcp to PrefectHQ/fastmcp on GitHub, and upgrading is supported via dedicated guides for FastMCP 2 and MCP SDK users.

Key Points

Highlight key points with color coding based on sentiment (positive, neutral, negative).

FastMCP has transitioned from a personal project under jlowin to being supported by PrefectHQ, integrating into the Horizon platform.

FastMCP 3.0 introduces a significant architectural redesign that enhances extensibility and performance.

FastMCP 3.0 can now be used as a CLI tool to enable developers to query and invoke tools on any MCP server directly from the terminal.

The new version supports component versioning and allows multiple versions of the same component to coexist.

FastMCP 3.0 includes features like OpenTelemetry tracing for better observability and background task support via Docket integration.

FastMCP 3.0 has been released, featuring significant contributions from 21 new developers and achieving over 100,000 pre-release installations. This version marks a transition from a personal project under the jlowin account to being supported by PrefectHQ, now fully integrated into the Horizon platform with comprehensive engineering backing.

The release introduces major architectural changes aimed at improving extensibility and performance. The new framework is structured around components, providers, and transforms.

  • Components serve as the primary user interface.
  • Providers deliver these components
  • Transforms modify them as they transition from providers to users.

This new architecture, according to the officiel announcement, supports the addition of more features with less code, which allows users to creatively combine functionalities.

FastMCP 3.0 includes detailed upgrade guides for users transitioning from different versions or SDKs. New features include the capability to build servers from various sources, use FastMCP as a CLI tool, and support for production deployment. The CLI allows developers to query and invoke tools from any MCP server directly from the terminal and generate standalone typed CLIs. Production features such as component versioning, granular authorization, and native OpenTelemetry tracing are also included.

Improvements to the developer experience include hot reload capabilities, automatic threadpool management for synchronous tools, and composable lifespans for modular setup and teardown. The visibility system provides dynamic control over component exposure to clients, both globally and per session.

Key Numbers

Present key numerics and statistics in a minimalist format.
100,000

The number of opt-in pre-release installs for FastMCP 3.0.

21

The number of new contributors involved in the release.

Stakeholder Relationships

An interactive diagram mapping entities directly or indirectly involved in this news. Drag nodes to rearrange them and see relationship details.

People

Key entities and stakeholders, categorized for clarity: people, organizations, tools, events, regulatory bodies, and industries.
Bill Easton External Maintainer

Bill Easton is credited as the first external maintainer of FastMCP and contributed to the transform architecture in version 3.0.

Organizations

Key entities and stakeholders, categorized for clarity: people, organizations, tools, events, regulatory bodies, and industries.
PrefectHQ Maintainer Organization

PrefectHQ is the new GitHub home of FastMCP and provides engineering support. FastMCP is part of Prefect’s Horizon platform.

Tools

Key entities and stakeholders, categorized for clarity: people, organizations, tools, events, regulatory bodies, and industries.
FastMCP 3.0 MCP Framework

FastMCP 3.0 is the generally available release introducing a provider and transform-based architecture, a built-in CLI, component versioning, authorization features, and production capabilities.

FastMCP CLI Command-Line Interface

The FastMCP CLI provides commands such as list, call, discover, install, and generate-cli for interacting with MCP servers.

FileSystemProvider Provider

A built-in provider that discovers MCP components from a directory and supports hot reload.

OpenAPIProvider Provider

A built-in provider that converts OpenAPI specifications into MCP tools.

ProxyProvider Provider

A provider that sources components from a remote MCP server.

AuthMiddleware Middleware

Middleware that enables server-wide and per-component authorization checks.

PingMiddleware Middleware

Middleware that sends periodic pings to keep long-lived connections alive.

Timeline of Events

Timeline of key events and milestones.
Late 2024 Initial development of FastMCP

FastMCP was initially built as a personal project.

About a month before FastMCP 3.0 GA First beta of FastMCP 3.0 released
18 February 2026 FastMCP 3.0 announced as stable

FastMCP 3.0 was announced as stable and generally available.

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