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Model Context Protocol (MCP) Server for GraphQL Policies API

Ad-Veritas

Model Context Protocol (MCP) server to access an instance of TrueRAG

2Developer Tools

MCP (Model Context Protocol) Research

spuerFan

Research and documentation about Model Context Protocol (MCP) servers and implementations

2Data & Analytics

PubMed MCP Server

codingaslu

This repository contains an MCP server that searches PubMed for article abstracts using BioPython's Entrez module. It leverages the FastMCP framework to provide asynchronous search capabilities for PubMed.

2Data & Analytics

MCP Server with Azure Communication Services Email

lukemurraynz

Azure Communication Services - Email MCP

2Cloud & Infrastructure

Youtube Transcript Download.git

shineforever

Youtube Transcript Download MCP

2Media & Design

Sonarr MCP Server

jbydeley

Give your LLM access to Sonarr

2Other

MCP Server Starter Template

mgesteban

This repository contains a ready-to-use Model Context Protocol (MCP) server that supercharges your development workflow. As a new developer, I created this tool to consolidate documentation and streamline my development process—now I'm sharing it with you.

2Developer Tools

MCP Servers

saltfishpr

2Other

Mermaid Doc MCP Server

moritalous

2Other

openai-agents-chat-demo

zzqfsy

openai agents chat demo. integration custom llm and mcp server and function tool

2AI & Agents

MCP Perplexity Server

sibbl

A MCP Perplexity API server written in Typescript with stdio and SSE transport support.

2AI & Agents

MCP(Model Context Protocol) minimal Kotlin client server sample

takahirom

2Other

Mcp Client Openai

njcx

本项目实现了一个兼容 OpenAI API 格式的 MCP-Client服务,允许通过标准的 OpenAI API 接口与本地 MCP-Server进行交互。

2AI & Agents

@tiberriver256/docs-to-mcp-cli

Tiberriver256

A CLI utility for turning your docs into a stdio MCP server

2Memory & Knowledge

Gmail MCP Server

aniket-raskar1

2Communication

MCP2HTTP

tekorex

MCP2HTTP is a minimal transport adapter that bridges MCP clients using stdio with stateless HTTP servers.

2Other

Ordnance Survey - MCP Server

CHRISCARLON

A Python-based MCP server that provides access Ordnance Survey's APIs.

2Productivity

MCPStudio: The Postman for Model Context Protocol

lonexreb

Postman for MCP servers

2Other

Ankr Advanced API MCP Server ⚡

Asphere-xyz

Advanced API MCP Server

2Developer Tools

Foreword

LaurentAjdnik

A proxy between MCP Clients and MCP Servers

2Other

Stardog MCP Server

noahgorstein

A Model Context Protocol (MCP) Server for interacting with a Stardog Knowledge Graph.

2Other

Argus - Repository Analysis and Security Assessment Tool

athapong

A Model Context Protocol (MCP) server for analyzing GitLab repositories and performing security assessments.

2Developer Tools

mongo-mcp-server

Matteturtle09

MCP server for mongoDB

2Databases

Agent Knowledge

Ddhjx-code

AI agent面试skill,可以模拟面试过程

2AI & Agents

Chungoid — Model-Context-Protocol (MCP) Server

chungoid

it built itself

2Other

AzPolicyMCP

Jitha-afk

Simple MCP server to help create Azure Policies for any resource type.

2Other

OpenAlex MCP Server

dgitj

An MCP server for the open science and open access platform OpenAlex.

2Other

MCP Server For OSV

EdenYavin

OSV MCP server implementation

2Other

Office MCP Server

lescoggi

Office MCP Server

2Other

Article Scraper Mcp

dmitriiweb

MCP to get an article text from an URL

2Browser Automation

hko_mcp

louiscklaw

Fetch data from Hong Kong Observatory with MCP

2Other

karmada-mcp-server

warjiang

MCP Server for karmada

2Other

Better Mealie MCP

djwmarcx

MCP server exposing every Mealie API endpoint (259 tools) via FastMCP

2Other

MCP Host Project

oalles

Showcases how to integrate Spring AI's support for MCP (Model Context Protocol) within Spring Boot applications, covering both server-side and client-side implementations.

2Developer Tools

humanmcp

Syuparn

You are the MCP server!

2Other

AI SEO Magic Button

AutomateLab-tech

Whole-site AEO/GEO audit. Point it at a site, get a ready-to-run plan your agent executes. Orchestrates the ai-seo + citation-intelligence MCPs.

2AI & Agents

AWS CLI MCP Server

IcyKallen

2Developer Tools

WebSockets MCP Math Demo

dinasaur404

Demo of MCP client/server using durable objects for trackings state

2Other

MCP Server: VS Code Extensions Installer

siliconuy

MCP tool for automatically installing VS Code extensions in Cursor

2Developer Tools

Google Ads Intent Mcp

davidmosiah

Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP for agents.

2Other

Project Overview

WillChangeThisLater

Use MCP servers with OpenAI Agents

2Other

Linear

dvcrn

a (working!) MCP server for accessing Linear with multiple workspaces support

2Version Control

Molecule Visualizer MCP Server

leelasd

MCP server for visualizing molecules in Claude Desktop :)

2Other

deno-mcp-server-template

mazrean

template repository for MCP server creation by Deno

2Developer Tools

Floyd

floyd-run

MCP server for AI-powered scheduling and booking. Check availability, hold slots, and confirm appointments.

2Other

Zionfhe_mcp_server_test

joyecai

mcp server based on the new homomorphic encryption technology "ZionFHE"

2Developer Tools

Discorevy local MCP Servers. Specification.

jonnyzzz

MCP Servers discovery spec

2Other

Cloudera AI Agent Studio MCP Server

jasonmeverett

MCP Server for driving Cloudera AI's Agent Studio

2AI & Agents

isolated-commands-mcp-server MCP Server

mikegehard

2Other

Pqs Prompt Quality Score

OnChainAIIntel

The world's first named AI prompt quality score. Score any LLM prompt before it hits any model — returns grade (A-F), score out of 40, percentile, and dimension breakdown across 8 quality dimensions.

2Other

Google Calendar MCP Server

daemonX10

MCP server for Google Calendar integration with AI assistants

2Productivity

IoEHub MQTT MCP 서버

ioehub

2Other

Mercury Parser

koichikawamura

Mercury Parser MCP

2Other

mcp-openai-image-generation

ai-zerolab

MCP Server for openai image generation

2AI & Agents

Coherence

getcoherence

MCP (Model Context Protocol) server that exposes Coherence as tools for Claude, Cursor, Cline, and other MCP-compatible clients.

2Other

Mcp_client_openai_gradio

njcx

本项目实现了一个兼容 OpenAI API 格式的 MCP-Client服务,允许通过标准的 OpenAI API 接口与本地 MCP-Server进行交互。

2AI & Agents

Dc Hub — Data Center Intelligence

azmartone67

Live data-center, grid, fiber & M&A intelligence for AI agents — 79 tools, 12,650+ facilities.

2Data & Analytics

Mcp Directory

Go-To-Sea

discover MCP Servers and Clients for Claude Integration

2Files & Storage

Toshl MCP Server

hktari

MCP server for integrating Toshl Finance with AI agents via the Model Context Protocol

2Other

MCP Calendar

tobedoit

MCP Google Calendar Server with python

2Productivity

Frequently asked questions

Common questions about MCP servers, tools, and integrations

1

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.

2

How do I install an MCP server?

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.

3

Are MCP servers free to use?

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.

4

What is the difference between local and remote MCP servers?

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.

5

Which AI clients can connect to MCP servers?

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.

6

How can I evaluate whether an MCP server is safe and reliable?

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.