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Renoun Mcp

98lukehall

Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence patterns across 17 channels without analyzing content. MCP server + REST API.

2Other

CODING DevOps MCP Server

yupengfei1209

coding_devops_mcp_server

2Cloud & Infrastructure

MCP Server

akramsheriff5

Lightweight programs that each expose specific capabilities through the standardized Model Context Protocol

2Other

MarketScope AI: Healthcare Product Analytics

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

2Data & Analytics

Scanpy-MCP

scmcphub

MCP server for scanpy

2Other

MCP (Model Context Protocol) Research

spuerFan

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

2Data & Analytics

MCP Password Generator

acidkeyxyz

A Model Context Protocol (MCP) server that generates random passwords with different character sets.

2Developer Tools

Model Context Protocol (MCP) Server for McPoogle Search Engine

graphlit

2Search

Prometeo MCP Server

prometeoapi

A MCP Server for Prometeo API

2Other

Agentis MCP

AgentisLabs

Python framework for creating AI agents that use MCP servers as tools. Compatible with any MCP server and model provider.

2Other

kickstart-mcp

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

2Other

AI Image Generation Server with MCP Interface

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.

2Media & Design

bruvtools 🚀

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.

2Cloud & Infrastructure

mcp-unlock-pdf

algonacci

MCP server to give client the ability read protected (or un-unprotected) PDF

2Files & Storage

MCP Runner

Streamline-TS

Runs and manages MCP servers

2Other

Redis MCP Server

yyue9527

A Redis Management and Control Protocol (MCP) server implementation using Spring Boot and Spring AI

2Databases

Honeycomb MCP Server

kajirita2002

Honeycomb MCP (Model-Controller-Presenter) Server implementation

2Other

MCPBot

gkenios

A thesis project that implements an MCP server and client, using FastAPI.

2Other

ai-agent-mcp-servers

shayne007

AI Agent MCP Servers Provide Tools For ai-agent-workflow of FinTech Project

2AI & Agents

myssl-mcp-server

trustasia-com

MySSL MCP Server

2Other

Runbook MCP server

qloba

2Other

Understanding MCP (Model Context Protocol) and GitHub Integration

md-anbari

A comprehensive guide to setting up and using MCP server with Cursor IDE, including GitHub integration and AI agent configuration.

2Developer Tools

Tridion DXD MCP Server

RWS

An example Model Context Protocol Server for Tridion DXD

2Other

GoDaddy MCP Server

Harshalkatakiya

Model Context Protocol (MCP) server for GoDaddy

2Other

Sentry MCP Server 🔍

FaureAlexis

🤖 A TypeScript implementation of a Sentry MCP (Modern Context Protocol) tool that allows AI agents to access and analyze Sentry error data.

2Developer Tools

mcp-ephemeral-k8s

BobMerkus

Python implementation to spawn ephemeral Model Context Protocol (MCP) servers using the kubernetes API.

2Cloud & Infrastructure

email-mcp

Allenxuxu

A lightweight Model Context Protocol (MCP) server that enables AI to automatically send mass emails via SMTP for you.

2Communication

AWS Instances MCP (Model Context Protocol) Server

codewithdpk

MCP (Model context protocol) server to connect MCP client such as Claude Desktop.

2Cloud & Infrastructure

Tavily MCP Server

NoeSamaille

Basic remote SSE MCP server for Tavily Search.

2Search

python-base-mcp-server

tjmaynes

A cookiecutter template for quickly bootstrapping a Python-based MCP server.

2Other

Swagger Testcase MCP

eyaushev

MCP server for API testing: generates test cases, validates specs, compares versions, and creates mock data from Swagger/OpenAPI specifications

2Developer Tools

Overview

wasaga

database mcp http server

2Databases

Dependency Context

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.

2Other

Source_map_parser

MasonChow

paser source map

2Media & Design

MCP Sniffer

shivdeepak

MCP Sniffer captures network traffic between MCP clients and servers and displays it in a web UI.

2Other

Tibber MCP Server

linkcd

Model Context Protocol (MCP) Server for Tibber

2Other

Google Alerts Mcp

ycrao

Google Alerts MCP Server

2Other

墨问笔记 MCP 服务器 (Go版本)

flyhigher139

2Other

Azure Revisor MCP Server

mikhael-abdallah

2Cloud & Infrastructure

MCP Hub Documentation

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.

2Memory & Knowledge

Afterpaths

burnssa

Make your AI coding agents smarter with every session

2Developer Tools

stack-exchange-mcp

jagreetdg

Re-Stack MCP server is designed to integrate Stack Overflow into LLM-based coding workflows using the Stack Exchange API

2Other

Molecule Visualizer MCP Server

leelasd

MCP server for visualizing molecules in Claude Desktop :)

2Other

Intento Translation MCP Server

intento

Intento Translate MCP server

2Other

Savvly 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.

2Other

Linear MCP Server

kablewy

Robust, production tested MCP Server for linear (API)

2Version Control

java-mcp-server

kobeyk

一个基于官网MCP-JAVA-SDK开发的一个DEMO案例

2Other

TMDB MCP Server

rakeshgangwar

2Other

MCP Docent Server

dongprojectteam

Get detail captions for a image

2Other

MyAnimeList MCP Server

nicoaguerrero

MyAnimeList MCP Server

2Other

Image Generation 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.

2Media & Design

Gxtract

sascharo

GXtract MCP Server for VS Code, forks and other editors; provides tools for interacting with GroundX

2Other

Google Search MCP Server

hunter-arton

A Google Search MCP server that connects with LLMs or any MCP client to enable realtime search.

2Search

MCP Server Magic

diopisemou

2Other

Enhanced Gmail MCP Server

Vijay-2005

This is Gmail MCP server by using this you can directly use your with claude desktop.

2Communication

Upcloud MCP Server

MarinX

2Other

ATTOM API MCP Server

nkbud

An MCP Server for ATTOM

2Developer Tools

Office MCP Server

lescoggi

Office MCP Server

2Other

Installation

renanvieira

MCP server to access Brewfather

2Other

OpenAPITools SDK

kvssankar

Your APIs, Now AI Tools. Build mcp servers in a minute.

2Developer Tools

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.