What is an MCP server?
An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.
Discover awesome MCP servers.
98lukehall
Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence patterns across 17 channels without analyzing content. MCP server + REST API.
yupengfei1209
coding_devops_mcp_server
akramsheriff5
Lightweight programs that each expose specific capabilities through the standardized Model Context Protocol
BigDataTeam5
This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted application for healthcare vendor to make them understand more about their product performance and provide suggestions and strateg
scmcphub
MCP server for scanpy
spuerFan
Research and documentation about Model Context Protocol (MCP) servers and implementations
acidkeyxyz
A Model Context Protocol (MCP) server that generates random passwords with different character sets.
graphlit
prometeoapi
A MCP Server for Prometeo API
AgentisLabs
Python framework for creating AI agents that use MCP servers as tools. Compatible with any MCP server and model provider.
nolleh
🚀 Kickstart-mcp is tutorial for using mcp, making your own mcp server/client. We'll guide you through every step of your MCP journey
aymec
This project provides an HTTP server for image generation using Stable Diffusion, along with a Model Context Protocol (MCP) server that enables AI agents to request image generation.
fcavalcantirj
🚀 Your Private App Platform - Deploy Node.js, Python, Go, Java & more to CapRover, AWS, GCP with one CLI. Features MCP integration for Cursor.com, smart collision detection, auto-SSL, and costs 80% less than Heroku. Transform any $5 server into your personal Vercel.
algonacci
MCP server to give client the ability read protected (or un-unprotected) PDF
Streamline-TS
Runs and manages MCP servers
yyue9527
A Redis Management and Control Protocol (MCP) server implementation using Spring Boot and Spring AI
kajirita2002
Honeycomb MCP (Model-Controller-Presenter) Server implementation
gkenios
A thesis project that implements an MCP server and client, using FastAPI.
shayne007
AI Agent MCP Servers Provide Tools For ai-agent-workflow of FinTech Project
trustasia-com
MySSL MCP Server
qloba
md-anbari
A comprehensive guide to setting up and using MCP server with Cursor IDE, including GitHub integration and AI agent configuration.
RWS
An example Model Context Protocol Server for Tridion DXD
Harshalkatakiya
Model Context Protocol (MCP) server for GoDaddy
FaureAlexis
🤖 A TypeScript implementation of a Sentry MCP (Modern Context Protocol) tool that allows AI agents to access and analyze Sentry error data.
BobMerkus
Python implementation to spawn ephemeral Model Context Protocol (MCP) servers using the kubernetes API.
Allenxuxu
A lightweight Model Context Protocol (MCP) server that enables AI to automatically send mass emails via SMTP for you.
codewithdpk
MCP (Model context protocol) server to connect MCP client such as Claude Desktop.
NoeSamaille
Basic remote SSE MCP server for Tavily Search.
tjmaynes
A cookiecutter template for quickly bootstrapping a Python-based MCP server.
eyaushev
MCP server for API testing: generates test cases, validates specs, compares versions, and creates mock data from Swagger/OpenAPI specifications
wasaga
database mcp http server
Dsinghbailey
An MCP server that provides AI assistants with contextual access to your project's dependency documentation, enabling more accurate responses about libraries and frameworks used in your codebase.
MasonChow
paser source map
shivdeepak
MCP Sniffer captures network traffic between MCP clients and servers and displays it in a web UI.
linkcd
Model Context Protocol (MCP) Server for Tibber
ycrao
Google Alerts MCP Server
flyhigher139
mikhael-abdallah
reddy-sh
MCP Hub is a comprehensive framework for building, managing, and deploying Model Context Protocol (MCP) clients and servers. It provides tools and configurations to enable seamless integration and execution of end-to-end MCP workflows.
burnssa
Make your AI coding agents smarter with every session
jagreetdg
Re-Stack MCP server is designed to integrate Stack Overflow into LLM-based coding workflows using the Stack Exchange API
leelasd
MCP server for visualizing molecules in Claude Desktop :)
intento
Intento Translate MCP server
Savvly
Explore Savvly MCP: retirement projections, eligibility, comparisons, and FAQs for an SEC-registered fund that pairs full market upside with later-life longevity payouts.
kablewy
Robust, production tested MCP Server for linear (API)
kobeyk
一个基于官网MCP-JAVA-SDK开发的一个DEMO案例
rakeshgangwar
dongprojectteam
Get detail captions for a image
nicoaguerrero
MyAnimeList MCP Server
dfeirstein
Model Context Protocol (MCP) server enabling AI clients (Cline, Claude Desktop) to generate images using OpenAI (DALL-E 3, gpt-image-1) and save them directly to the user's project directory.
sascharo
GXtract MCP Server for VS Code, forks and other editors; provides tools for interacting with GroundX
hunter-arton
A Google Search MCP server that connects with LLMs or any MCP client to enable realtime search.
diopisemou
Vijay-2005
This is Gmail MCP server by using this you can directly use your with claude desktop.
MarinX
nkbud
An MCP Server for ATTOM
lescoggi
Office MCP Server
renanvieira
MCP server to access Brewfather
kvssankar
Your APIs, Now AI Tools. Build mcp servers in a minute.
Common questions about MCP servers, tools, and integrations
An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.
Every server's detail page includes ready-to-paste config snippets for Claude Desktop, Cursor, VS Code, and other common clients — most installs take just a couple of minutes.
Most servers listed here are free and open source. Some wrap third-party APIs (cloud services, paid data providers, etc.) that require your own API key or subscription.
A local MCP server runs on your device and usually connects over stdio, giving you more direct control over data but requiring a runtime and installation. A remote MCP server is hosted by a provider and connects over HTTP, making setup easier while adding network and provider availability dependencies.
Claude Desktop, Claude Code, Cursor, VS Code, Codex, and other AI clients that support the Model Context Protocol can connect to MCP servers. Configuration formats and supported transports vary by client.
Review the source repository, maintenance activity, dependencies, requested permissions, and data-handling documentation before installation, and prefer official or trusted maintainers. Use least-privilege credentials for sensitive access such as files, databases, shells, and production systems.