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MCP Servers

Discover awesome MCP servers.

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Dispatcher MCP Server

PhelanShao

An MCP (Model Context Protocol) server that acts as a wrapper around the `dpdispatcher` library. It allows language models or other MCP clients to submit and manage computational jobs on local machines or HPC clusters supported by `dpdispatcher`.

Developer Tools

UK Logistics

junter1989k-ai

Buy Royal Mail shipping labels, track parcels and refund unused labels in the UK — stateless, bring your own Shippo token

Gerolamo — Competitive Science and Technology Intelligence for AI Agents

adjective-rob

Scout, score, and fuse 36,000+ open-source projects, papers, and ML models into defensible technology stacks. Your agent can discover undervalued sleepers before they break out, threat-check dependencies for frontier-lab obsolescence risk, compose new software architectures from

Other

mcp-server-example

isgy

Other

MCP テンプレート

SiroSuzume

MCPサーバーのテンプレート模索

Developer Tools
P

Proximo

john-broadway

The Proxmox MCP you can hand the keys — VE + Backup Server + Mail Gateway on one audited trust core (plan, prove, undo, diagnose). 325 tools, MCP + A2A.

Other

Taximail MCP Server

wongsakorn-orm

Other

SVGL MCP Server

sam-trost

Other
SD

Sonatype Dependency Management Mcp Server

sonatype

The Sonatype MCP Server enables AI assistants to access Sonatype's comprehensive dependency intelligence directly within your development workflow. By integrating with the Model Context Protocol, your AI assistant can help you make informed decisions about dependencies, identify

Other

Setup

jack-scott

Playing around with different ways to implement MCP servers

Reasoning

MCP Memory Service (Rust Implementation)

rbownes

Memory & Knowledge

MCP API Server

qingtianyu

mcp server

Developer Tools

Voice Status Report MCP Server

tomekkorbak

Other
AA

Amazon Athena MCP Server by CData

CDataSoftware

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free [CData MCP Server for Amazon Athena (beta)](https://www.cdata.com/download/download.aspx?sku=FKZK-V&type=beta).

Cloud & Infrastructure

Mcp_server_memory

yangsenessa

MCP demp

Memory & Knowledge

Remote MCP Server on Cloudflare

kathayl

Cloud & Infrastructure

Objective: create an MCP server which allows an agent to swap on SaucerSwap

jaycoolh

AI & Agents

Oanda MCP Server

BJLG-92

Oanda MCP Server for Claude

Other

MCP Server Neurolorap

aindreyway

MCP server for code collection and documentation

Other

Fal AI MCP Server

piebro

An MCP (Model Context Protocol) Server to use the fal.ai APIs to generate images and videos.

Other

Adversarial Geopolitical Equilibrium

apifyforge

Adversarial geopolitical equilibrium analysis for AI agents via the Model Context Protocol.

Other

local-command-server MCP Server

kentaro

A TypeScript-based MCP server that executes commands and returns structured outputs.

Other

Healthcare Credentialing Intelligence

apifyforge

Healthcare provider credentialing is your first line of defense against fraud, exclusions, and liability.

Other

Azure MCP Server

Rajkumar-21

Cloud & Infrastructure

Mcp Server Template

akoskm

Developer Tools

mcp-design-system-extractor

freema

MCP (Model Context Protocol) server that enables AI assistants to interact with Storybook design systems. Extract component HTML, analyze styles, and help with design system adoption and refactoring.

Media & Design

Miro MCP Server

MaratMingazov

Miro MCP Server

Other
SM

Stock Market Research Assistant

kvssankar

So I tried out this cool tool I saw in a LinkedIn post — https://openapitools.com. All you need is your API schema (OpenAPI/Swagger), and it automatically generates an MCP schema for you. You can then drop it straight into Claude Desktop (or Cursor, LangChain, etc.) and instantly

AI & Agents

Graph Memory RAG MCP Server

lecharles

A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities

Memory & Knowledge

Groundcheck

beepboop2025

The grounding check agents run before they answer: verdicts with confidence scores and cited sources.

Remote MCP Server on Cloudflare

samith2002

Cloud & Infrastructure

Generate Unit Testing Server

Shentia

An intelligent Model Context Protocol (MCP) server that automatically generates comprehensive unit tests for Angular, React, and Next.js projects using Jest, Karma/Jasmine, or other testing frameworks.

Other

DXB Data

renatocrt11

Official Dubai real estate data for AI agents, served over MCP.

Data & Analytics
MH

mcp hko

louiscklaw

Other

MCP Weather Application (Client-Server)

RoystonDAlmeida

This repository contains files for building an MCP server for weather tasks.

Media & Design
CM

Canvas Mcp Server

CharlieCardenasToledo

MCP Server for Canvas LMS. Lets AI agents interact with courses, assignments, grades, quizzes, modules, files, announcements, and more through natural language. Supports Claude Desktop, Claude Code, and any MCP-compatible client.

Other

mcp_server

flyoptimistic

mcp仓库

Other
PM

Phos Marketing Engine

me

AI-powered autonomous marketing platform for small businesses. 8 MCP tools for content generation, social scheduling, email campaigns, brand analysis, competitor monitoring, and marketing analytics.

Other

BananaBanana

BananaBanana

Generate images and video (Nano Banana, Veo, Omni) from any MCP client — pay-as-you-go, no subscription, crypto payments.

Media & Design

MCP Chunk Editor

dwymark

An MCP server providing an efficient and safe text editor for LLMs

Other

VA Design System Monitor

amponce

Open source MCP server for monitoring Department of Veterans Affairs design system usage and compliance

Media & Design

Raindrop.io MCP Server (Go)

anarcher

Other

etcd-mcp-server

anveshreddy18

An MCP server for etcd for AI clients to interact with

Other
UM

Unofficial Mcp Server For Primereact 10.x

wisdomrock

An unofficial MCP Server for PrimeReact 10.x to fill the gap while we wait for the official one (coming with PrimeReact v11).

Other

LocalMind

timosur

LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP Servers out there.

AI & Agents

Argorant – 614M+ verified B2B contacts

argorant

Search, count, preview, reveal, export & build saved lists across 614M+ verified B2B contacts — from Claude, ChatGPT, Cursor & any MCP client. Hosted, OAuth, account-scoped.

Developer Tools

Docker MCP Server

makbn

Model Context Protocol MCP Server for Docker Commands. Provides Docker and Docker Swarm commands as MCP Tools.

Cloud & Infrastructure

The LlamaCloud-MCP Repository

Ayushbeing

llamacloud-mcp is a cloud computing platform that offers secure and scalable solutions for businesses looking to move to the cloud. It provides easy access to virtual servers and storage options for efficient data management.

AI & Agents

Kaggle NodeJS MCP Server

goeffthomas

Data & Analytics

Entity Attack Surface

apifyforge

Entity attack surface mapping for any domain — via the Model Context Protocol.

Other
MM

Mo5 Mcp Server — Thomson Mo5 C Development Assistant

thlg057

MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.

Memory & Knowledge

BioGRID MCP server

kleonai

Other

Simple MCP Server & Client Sample (with Gemini Function Calling)

yokoba

Simple MCP Server & Client Sample (with Gemini Function Calling)

AI & Agents

mcp-servers

prajuktadey

Other

Flutter Deprecations MCP Server

jger

Other

MCP Server Test

khanhlenhut

MCP server test repository

Developer Tools

Finland Invoice

junter1989k-ai

Send Finnish Peppol e-invoices (verkkolasku) via your Storecove account — check recipient by Y-tunnus/OVT, send, evidence

Pokemon MCP Server

Zenith-Mind

MCP server for pokemon information

Other

Firebase Docs MCP Server Setup

nohe427

This is a sample for showing how to do FIrebase Docs as an MCP server (including indexing documents)

Memory & Knowledge

MCP JIRA Server

codingthefuturewithai

MCP (Model Context Protocol) server for JIRA integration

Version Control

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.