FastMCP
by Various
๐ The fast, Pythonic way to build MCP servers and clients.
MCP
FastMCP
Added 1 June 2026
Overview
FastMCP is a Python framework for building Model Context Protocol (MCP) servers and clients with minimal boilerplate. It provides decorators and utilities to define MCP tools, resources, and prompts in a straightforward, Pythonic style. Designed for rapid development of MCP integrations without verbose configuration.
Best for
Best for
Python developers building LLM integrations who want to expose tools and data sources via the Model Context Protocol without writing boilerplate.
Use cases
- Building MCP servers that expose Python functions as tools for Claude or other LLMs
- Creating MCP clients that connect to multiple servers and aggregate their capabilities
- Prototyping LLM integrations with custom data sources or business logic
Notes
FastMCP is a Python framework for building Model Context Protocol (MCP) servers and clients with minimal boilerplate. It provides decorators and utilities to define MCP tools, resources, and prompts in a straightforward, Pythonic style. Designed for rapid development of MCP integrations without verbose configuration.
25,425 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.
Use cases
- Building MCP servers that expose Python functions as tools for Claude or other LLMs
- Creating MCP clients that connect to multiple servers and aggregate their capabilities
- Prototyping LLM integrations with custom data sources or business logic
Pros
- Low boilerplate. Decorator-based API reduces setup friction compared to manual MCP implementation
- Python-native. Leverages familiar Python patterns and async/await for developers already in the ecosystem
- Active community. 25k+ stars indicates adoption and ongoing maintenance
Cons
- Python-only. Not suitable for teams or projects requiring other languages
- MCP specification dependency. Requires understanding of MCP protocol; not a general-purpose framework
- Maturity unknown. Early-stage tooling may have breaking changes or incomplete feature coverage
Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.
Pros
- Low boilerplate. Decorator-based API reduces setup friction compared to manual MCP implementation
- Python-native. Leverages familiar Python patterns and async/await for developers already in the ecosystem
- Active community. 25k+ stars indicates adoption and ongoing maintenance
Cons
- Python-only. Not suitable for teams or projects requiring other languages
- MCP specification dependency. Requires understanding of MCP protocol; not a general-purpose framework
- Maturity unknown. Early-stage tooling may have breaking changes or incomplete feature coverage
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MCP server that turbocharges vibe coding by automating issue tracking
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stefan-xyz/mcp-server-runescape
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MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data
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An MCP server providing tools for image processing operations
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MCP server for real-time supply chain intelligence โ 24 tools: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air carg
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Safety first. Hardware-verified DeFi for AI agents โ designed for when the AI can be compromised.
tan-yong-sheng/ai-vision-mcp
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A Model Context Protocol (MCP) server that provides vision capabilities to analyze image and video
TencentEdgeOne/edgeone-pages-mcp
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An MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
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Connect your AI assistant to any PostgreSQL, MySQL, or SQL Server database in 60 seconds via MCP.
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Model Context Protocol (MCP) server for TrackMage API integration, with support for 1600+ carriers worldwide. Enables AI assistants to track shipments, manage logistics, create ord
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MCP server exposing SSH control for Linux servers via Model Context Protocol.
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MCP Server for Odoo 19 using JSON-2 API, built with FastMCP
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Fast and minimal Sentry MCP server written in Rust
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Next.js Development for Coding Agent
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wd041216-bit/free-web-search-ultimate
Various
Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.
Woobox/hatchable-mcp
Various
Hosted full-stack app platform. Creates a Postgres database, deploys API functions, and serves static sites from any MCP client. OAuth 2.1 + PKCE with DCR; bearer fallback. Free ti
Wopee-io/wopee-mcp
Various
Wopee-io/wopee-mcp โ indexed from awesome-mcp-servers-punkpeye
wowinter13/solscan-mcp
Various
An MCP server for querying Solana transactions using natural language with Solscan API
xspadex/bilibili-mcp
Various
๐ ๐ - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
yiwenlu66/PiloTY
Various
PiloTY: AI pilot for PTY operations via MCP - enables AI agents to control interactive terminals like a human
yusong652/pfc-mcp
Various
MCP server connecting AI agents to ITASCA PFC โ run DEM simulations through natural conversation
yuvalsuede/agent-media
Various
๐ โ๏ธ ๐ ๐ช ๐ง - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generat
zkproofport/proofport-ai
Various
zkproofport/proofport-ai โ indexed from awesome-mcp-servers-punkpeye
zolo-ryan/MarketAuxMcpServer
Various
๐ โ๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
zzhang82/Agent-Memory-Bridge
Various
Persistent engineering memory for coding agents over MCP.
Help Genie Suite
Enterprise DNA
Twelve-repo Help Genie ecosystem built and shipped almost entirely by Claude Code agents.
1mcp/agent
Various
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
AgentBase1/mcp-server
Various
AgentBase MCP server โ search and retrieve agent instruction files via MCP tools
AgentDM: Agent to Agent Communication Platform
ai.agentdm
Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.
AgentHotspot
Various
๐ MCP server to search 6,000+ AI agent MCP connectors from AgentHotspot.com Marketplace
agentlux/agentlux-mcp
Various
Embedded MCP toolkit for AgentLux marketplace, identity, creator, services, and social flows
aidesignblueprint/integrations
Various
Official integrations and installable doctrine for AI Design Blueprint โ MCP, IDE rules, prompt files, and agent runtimes.
Alpic
ai.alpic.mcp
Alpic: build, deploy, monitor and distribute your ChatGPT Apps and MCP servers
anaisbetts/mcp-installer
Various
An MCP server that installs other MCP servers for you
aparajithn/agent-utils-mcp
Various
aparajithn/agent-utils-mcp โ indexed from awesome-mcp-servers-punkpeye
automation-ai-labs/mcp-link
Various
Convert Any OpenAPI V3 API to MCP Server
awslabs/mcp
Various
Open source MCP Servers for AWS
bbonnin/openapi-to-mcp
Various
OpenApiMCPServer is an MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools
cerebrixos-org/tuning-engines-cli
Various
CLI & MCP server for Tuning Engines โ fine-tune LLMs on code repositories
chargebee/mcp
Various
Seamlessly integrate AI agents with Chargebee using AgentKit for smarter billing and subscription workflows.
chrishayuk/mcp-cli
Various
๐ ๐ - Yet another CLI tool for testing MCP servers
ckanthony/gin-mcp
Various
Enable MCP features for any Gin API with a line of code
cloudbet/sports-mcp-server
Various
Cloudbet Sports Data MCP Server
Cyberweasel777/botindex-mcp-server
Various
Cyberweasel777/botindex-mcp-server โ indexed from awesome-mcp-servers-punkpeye
DollhouseMCP/mcp-server
Various
A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.
edgarriba/prolink
Various
๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Agent-to-agent marketplace middleware โ MCP-native discovery, negotiation, and transaction between AI agents
ekas-io/open-sales-stack
Various
MCP and tools for various tasks related to ekas
entire-vc/evc-spark-mcp
Various
MCP server for the Spark workflow catalog. Use with Claude, ChatGPT, and other MCP clients
fulcradynamics/fulcra-context-mcp
Various
fulcradynamics/fulcra-context-mcp โ indexed from awesome-mcp-servers-punkpeye
glenngillen/mcpmcp-server
Various
Discover, setup, and integrate MCP servers with your favorite clients. Unlock the full potential of AI in your daily workflow.
hive-intel/hive-crypto-mcp
Various
Public SDK, CLI, and docs for Hive Intelligence: crypto MCP access for AI agents.
hugoles/langfuse-mcp
Various
hugoles/langfuse-mcp โ indexed from awesome-mcp-servers-punkpeye
ikoskela/wisepanel-mcp
Various
MCP server for Wisepanel multi-agent deliberation platform
incentivai/quickchat-ai-mcp
Various
The Quickchat AI MCP server
jagan-shanmugam/mattermost-mcp-host
Various
A Mattermost integration that connects to Model Context Protocol (MCP) servers, leveraging a LangGraph-based Agent.
JamesANZ/system-prompts-mcp-server
Various
Model Context Protocol server exposing system prompt files and summaries.
jorgenclaw/nostr-mcp-server
Various
A Model Context Protocol (MCP) server that provides Nostr capabilities to AI agents
kenliao94/mcp-server-rabbitmq
Various
MCP server for interacting with RabbitMQ
KryptosAI/mcp-observatory
Various
An MCP server that tests your MCP servers for breaking changes
lamemind/mcp-server-multiverse
Various
A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
lightpanda-io/gomcp
Various
Lightpanda MCP server written in Go
Markgatcha/universal-mcp-toolkit
Various
The canonical open-source monorepo for production-ready MCP servers.
marras0914/agent-toolbelt
Various
marras0914/agent-toolbelt โ indexed from awesome-mcp-servers-punkpeye
Stripe MCP Server
Stripe
Official Stripe MCP. Customers, subscriptions, invoices, payment intents, products, all through an agent.
metorial/metorial
Various
Connect any AI model to 1200+ integrations (MCP, CLI, API)
MikkoParkkola/mcp-gateway
Various
Universal MCP Gateway - Single-port multiplexing with Meta-MCP for ~95% context token savings
Model Context Protocol (MCP) Quickstart
Various
Model Context Protocol (MCP) is an open-source standard released by Anthropic in November 2024 that enables AI models to interact with external data sources through a unified int
muhannad-hash/mcp-shield
Various
Security scanner for MCP servers - detect backdoors, exfiltration, and prompt injection
OpenDataMCP/OpenDataMCP
Various
Connect any Open Data to any LLM with Model Context Protocol.
particlefuture/MCPDiscovery
Various
๐ โ๏ธ ๐ ๐ ๐ช - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.
Pentagonal-ai/pentagonal
Various
Pentagonal-ai/pentagonal โ indexed from awesome-mcp-servers-punkpeye
peturgeorgievv-factory/postfast-mcp
Various
peturgeorgievv-factory/postfast-mcp โ indexed from awesome-mcp-servers-punkpeye
portel-dev/ncp
Various
Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.
profullstack/mcp-server
Various
A generic, modular server for implementing the Model Context Protocol (MCP).
prompeteer/prompeteer-mcp
Various
Prompeteer.ai MCP
PV-Bhat/vibe-check-mcp-server
Various
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows.
pydantic/pydantic-ai/mcp-run-python
Various
AI Agent Framework, the Pydantic way
pyroprompts/any-chat-completions-mcp
Various
MCP Server for using any LLM as a Tool
rinadelph/Agent-MCP
Various
Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). The system is designed for
rupinder2/mcp-orchestrator
Various
MCP Orchestration Gateway โ aggregates tools from multiple MCP servers with BM25 search and deferred loading for Claude Desktop
sapph1re/mcp-billing-gateway-sdk
Various
Client SDK and docs for MCP Billing Gateway โ add Stripe + x402 billing to any MCP server
saurav61091/mcp-openapi
Various
Turn any OpenAPI 3.x spec into MCP tools for Claude โ zero config, instant API access
Shopify/dev-mcp
Various
๐ โ๏ธ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
sitbon/magg
Various
Magg: The MCP Aggregator
smigolsmigol/llmkit
Various
Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.
smith-and-web/obsidian-mcp-server
Various
MCP server for Obsidian vault management - enables Claude and other AI assistants to read, write, search, and organize your notes
smriti-AA/smriti
Various
smriti-AA/smriti โ indexed from awesome-mcp-servers-punkpeye
supertrained/rhumb
Various
Agent gateway for external tools โ Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.
System-R-AI/systemr-python
Various
Python SDK for agents.systemr.ai. 55 MCP tools, 25 brokers. pip install systemr
szhygulin/vaultpilot-mcp
Various
Safety first. Hardware-verified DeFi for AI agents โ designed for when the AI can be compromised.
tanigami/mcp-server-perplexity
Various
๐ โ๏ธ - Interacting with Perplexity API.
thinkchainai/mcpbundles
Various
MCPBundles .mcpb package releases for MCP registry
ThinkneoAI/mcp-server
Various
Dual-protocol gateway: 62 MCP tools + A2A Protocol agent (82/82 TCK intentional) in a single governed runtime
tjclaude88/mcp-bling
Various
Give your bot an identity!
topoteretes/cognee
Various
Memory platform for AI Agents in 6 lines of code
wanaku-ai/wanaku
Various
Wanaku MCP Router
WayStation-ai/mcp
Various
The only MCP Server you need. Connect any MCP host with the tools you use daily through our no-code, secure integration hub.
Whatsonyourmind/oraclaw
Various
Deterministic decision-intelligence MCP server for AI agents โ 17 tools, 21 algorithms (LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. AA
wn01011/llm-token-tracker
Various
Token usage tracker for OpenAI and Claude APIs with MCP support. Pass accurate API costs to your users.
ws-mcp
Various
Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
xzq.xu/jvm-mcp-server
Various
This is an implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, ena
zaizaizhao/mcp-swagger-server
Various
MCP Swagger Server ๅฐไปปไฝ็ฌฆๅ OpenAPI/Swagger ่ง่็ REST API ่ฝฌๆขไธบ Model Context Protocol (MCP) ๆ ผๅผ๏ผ่ฎฉ AI ๅฉๆ่ฝๅค็่งฃๅ่ฐ็จๆจ็ APIใ
zueai/mcp-manager
Various
simple web ui to manage mcp (model context protocol) servers in the claude app
0xDegenMo/lighter-mcp
Various
0xDegenMo/lighter-mcp โ indexed from awesome-mcp-servers-punkpeye
Epistates/TurboMCP
Various
A full featured, enterprise grade rust MCP SDK
kioie/tiny-go-mcp-server
Various
Minimal Go MCP toolkit on the official go-sdk โ stdio, HTTP, SSE; tools, resources, prompts; struct-derived JSON Schema; ~5MB static binaries.
l33tdawg/sage
Various
(S)AGE - (Sovereign) Agent Governed Experience
Octodamus/octodamus-core
Various
Octodamus/octodamus-core โ indexed from awesome-mcp-servers-punkpeye
Pentagonal-ai/pentagonal
Various
Pentagonal-ai/pentagonal โ indexed from awesome-mcp-servers-punkpeye
profullstack/mcp-server
Various
A generic, modular server for implementing the Model Context Protocol (MCP).
valado/pantheon-mcp
Various
A collection of AI agents
vinkius-labs/mcp-fusion
Various
MCP Fusion - The TypeScript framework for secure MCP servers.
wegotdocs/open-mcp
Various
๐ ๐ ๐ ๐ช ๐ง - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
Work90210/APIFold
Various
Turn any REST API into an MCP server. No code required.
zhangpanda/gomcp
Various
The fast, idiomatic way to build MCP servers in Go. Gin-like DX with struct-tag auto schema, middleware, adapters for Gin/OpenAPI/gRPC.