๐ The fast, Pythonic way to build MCP servers and clients.
โก Executive Summary & Quick Facts
Authoritative Sourcefastmcp is fastmcp is an open-source project written in Python: ๐ The fast, Pythonic way to build MCP servers and clients..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), PrefectHQ/fastmcp has accumulated 28,362 GitHub stars and 2,572 forks. It is written in Python, licensed under Apache-2.0, and ranks #602 globally. It is actively maintained with the latest commit recorded on Nov 9, 2026.”
| Repository | PrefectHQ/fastmcp โ |
|---|---|
| Primary Category | agents |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | โ 28.4K stars ยท โ 2.6K forks ยท #602 globally |
| Maintenance | โ Active (Last commit: Nov 9, 2026) ยท 455 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
๐ก๏ธ Repository Maintenance & Health Audit (2026)
Health Score: 95/100 ยท Grade A+Yes, fastmcp is actively maintained. Continuous telemetry recorded the last code commit on Nov 9, 2026 (3 days ago). Supported by 28,362 stars and 2,572 community forks, this repository holds a calculated health index of 95/100, reflecting very active (commits within last 14 days) and active community feedback (455 open).
Star History
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+402
STARS ยท LAST 30 DAYS
13
PER DAY
#128
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +68 | +402 | +1.2K |
| Per day | 10 | 13 | 13 |
| Forks gained | +12 | +149 | +129 |
fastmcp gained 402 stars in the last 30 days, about 13 a day, and now has 28.4K. It is about 2 years old and has averaged roughly 14.2K stars a year. It ranks #128 among Python repositories and #602 across all languages on GitHubRepo.
Trending Record
42
DAYS ON TRENDING
#439
BEST RANK
Sep 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
fastmcp has maintained a continuous presence across global trending indexes, peaking at #439. Below is the 30-day activity profile:
๐ก Overview
fastmcp is an open-source project written in Python: ๐ The fast, Pythonic way to build MCP servers and clients.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agents, fastmcp, llms. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
โก Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
๐ฅ Installation
$ pip install fastmcpโ System Requirements
Platforms
- โข macOS
- โข Linux
- โข Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
๐ง How It Works
fastmcp coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
๐ฏ Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with fastmcp.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
๐ Getting Started
Install fastmcp using your package manager: `pip install fastmcp`
Initialize your project workspace or configuration file for fastmcp.
Import fastmcp into your codebase or invoke it directly from your terminal.
Execute your test suite or run `fastmcp --help` to verify successful setup.
๐ Strengths
โ ๏ธ Considerations
โ Alternatives & Direct Competitors
๐ฅ Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
๐ Nearby in the Rankings
PrefectHQ/fastmcp is currently ranked #602 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #597 | fyne-io/fyne | Go | โ 28.8K | Compare โ |
| #598 | microsoft/semantic-kernel | C# | โ 28.7K | Compare โ |
| #599 | HumanSignal/label-studio | TypeScript | โ 28.7K | Compare โ |
| #600 | BloopAI/vibe-kanban | Rust | โ 28.7K | Compare โ |
| #601 | niri-wm/niri | Rust | โ 28.5K | Compare โ |
| #602 | PrefectHQ/fastmcp This Project | Python | โ 28.4K | |
| #603 | bagisto/bagisto | PHP | โ 28.3K | Compare โ |
| #604 | gastownhall/beads | Go | โ 28.2K | Compare โ |
| #605 | mobxjs/mobx | TypeScript | โ 28.2K | Compare โ |
| #606 | vernesong/OpenClash | JavaScript | โ 28.1K | Compare โ |
| #607 | caolan/async | JavaScript | โ 28.1K | Compare โ |
Frequently Asked Questions
What does fastmcp do? +
๐ The fast, Pythonic way to build MCP servers and clients.
Is fastmcp actively maintained in 2026? +
Yes, fastmcp is actively maintained. The latest code push was recorded on Nov 9, 2026 (3 days ago). It holds a calculated Maintenance Health Score of 95/100 (A+ rating) with 28,362 stars and 455 open issues.
What language is fastmcp written in? +
The primary language is Python. Topics include: agents, fastmcp, llms, mcp, mcp-clients.
How many stars does fastmcp have? +
fastmcp has 28,362 stars and 2,572 forks on GitHub.
How does fastmcp rank among GitHub repositories? +
With 28,362 stars, PrefectHQ/fastmcp is ranked #602 globally across all repositories tracked on GitHubRepo and #128 among Python projects.
What license is fastmcp distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
