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.
abekdwight
An MCP server providing tools for validating and rendering Mermaid diagrams.
unckan
An MCP server to answer questions about data
SiroSuzume
MCPサーバーのテンプレート模索
harshitha-8
Jupyter MCP Server Jupyter MCP Server is an implementation of the Model Context Protocol (MCP) server that enables interaction with Jupyter notebooks running in any JupyterLab environment, including your local JupyterLab instance
OjasKord
VAT number validation for AI agents. EU VIES, UK HMRC, and Australian ABN in one call. Catches invoice fraud and verifies supplier registrations.
asterism45
bitget-wallet-ai-lab
Bitget Wallet Mcp
dev-johnny-gh
believemanasseh
MCP server for project scaffolding agent.
mission69b
A bank account for AI agents. Five accounts. Earn, borrow, invest, exchange — autonomously.
LiteObject
Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.
phatpham-katalon
laurynas-biveinis
org-mcp is an Emacs package that implements a Model Context Protocol (MCP) server for Org-mode. It enables AI assistants and other MCP clients to interact with your Org files through a structured API.
junter1989k-ai
we-mowen
墨问是集记录、创作和分享于一体的智能笔记工具和内容社区,让有价值的内容,在人与人之间流动。
leomercier
MCP server for accessing VM command line with web tunneling
herhu
AliMHJR
Airtable MCP server configuration and documentation
amahara-dev
trevorflipper
RKeelan
Give your AI assistant an email address
wudongjie
A template for using hono to serve MCP server in streamableHTTP
KyuRish
Give AI assistants access to your Patreon creator data. View campaigns, patrons, tiers, and posts. Privacy-hardened - no patron emails or notes are ever requested.
mpizza
This project provides an MCP (Multi-Channel Pipeline) server that acts as a wrapper for the MLB Stats API. It allows you to easily access and process various MLB data points, including schedules, game results, and team information. This server is designed for efficient data retri
ad-vertly
Adextract Mcp Server
barvhaim
A Model Context Protocol (MCP) server that provides programmatic access to Israeli Land Authority (רמ״י) public tender data.
ykuchiki
MCP server for Gmail API implemented in Python. Enables AI Agents to send, receive, search emails and manage labels in Gmail.
system-alchemist
Free fan-convention data for AI agents: dates, registration windows & table costs, US & Canada
blumareks
Red Hat Openshift test for MCP server
PhanMa01
MCP remote context server for Copilot integration
angrysky56
TypeScript MCP server for managing workspace databases with filesystem integration
keonchennl
A Model Context Protocol server that provides read only access to graphs in a certain repository in Ontotext GraphDB. This server enables LLMs to execute SPARQL queries.
isaacgounton
prosandmusic
MCP Server wrapping D-bus for Ai Infused Linux
longjianjiang
danielrosehill
WIP - MCP server for querying Google Map's environmental API to retrieve air quality data for a geolocation
dazzaji
sansec-ai
vipink1203
A powerful Model Context Protocol (MCP) server for GitHub Enterprise that enables AI agents to access and manage enterprise users, organizations, and licenses.
ttjslbz001
aallsbury
A Message Control Protocol (MCP) server that provides unified access to QuickBooks Time API functionality. Developed with AI assistance.
Ajinkya259
KalyanbrataMaity
MCP Server building examples
Shashankss1205
An MCP server that indexes local code into a graph database to provide context to AI assistants.
MCP-Mirror
Mirror of
sergiubalauca
sujaykundu777
Node express and React based MCP client server demo
electrocucaracha
MCP Generator using OpenAPI spec
sugamass
Test repository created via GitHub MCP server
ofershap
mikekistler
An MCP Server using Minimal APIs
zhongweili
A MCP server that provides AI-powered image generation capabilities through Google's Gemini 2.5 Flash Image model.
RightNow-AI
Turn slow PyTorch into fast CUDA/Triton kernels. 32 parallel swarm agents optimize your code on real datacenter GPUs (B200, H200, H100, A100) with up to 14x speedup over torch.compile.
bittush8789
Creating MCP (Model Context Protocol) weather-related projects involves setting up an MCP server that can fetch and provide weather data.
shieldly-io
AI-Powered Security Analysis for AWS — official MCP server. Analyze IAM policies and CloudFormation templates from any MCP client.
zackbissell
ChrCoello
rummaging around mcp servers and ai agents
tessen
Tessen grades trading strategies honestly: your agent writes a strategy as a declarative AgentSpec, Tessen backtests it against real out-of-sample market data and returns an A–F grade with the numbers that matter (expectancy in bp/trade, OOS trade count, win-rate-vs-expectancy tr
kengerlwl
Control your Android phone via ADB using AI assistants. Supports both zero-config Skill mode (CatPaw/Claude Code) and standard MCP server mode (Claude Desktop/Cursor). Features: screen capture, tap/swipe gestures, text input, app management, file transfer, shell commands, and mor
non-dirty
Restarts Claude Desktop after mcp-server installation
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.