Categories

aws-mcp-server

by codewithdpk

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

prompt-engineer-mcp-server

by hireshBrem

Write 10x better prompts using Prompt Engineer MCP server.

k8s-mcp-server

by alexei-led

K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments

laravel-mcp

by jsonallen

MCP server for Cursor to assist with Laravel development

moling

by gojue

Moling is a computer-used MCP Server that implements system interaction through operating system APIs. It is a dependency-free local office automation assistant.

mcp-server-typescript-template

by minimind-org

MCP Server Typescript Template

mcp-client-server

by jithinolickal

Sample on how mcp client and server can be created and used using python.

whatsapp-mcp-ts

by jlucaso1

WhatsApp MCP Server (TypeScript/Baileys)

rust-docs-mcp-server

by Govcraft

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

qterm

by varlabz

little but powerful cli/chat llm client

mcp-konnect

by Kong

A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.

whatsapp-mcp

by lharries

WhatsApp MCP server

openapi-servers

by open-webui

OpenAPI Tool Servers

MCP-AI-Infra-Real-Time-Agent

by junfanz1

Developed an MCP-based AI infrastructure enabling real-time tool execution, structured knowledge retrieval, and dynamic agentic interactions for AI clients like Claude and Cursor.

mcp-gemini-server

by bsmi021

This project provides a dedicated MCP (Model Context Protocol) server that wraps the @google/genai SDK. It exposes Google's Gemini model capabilities as standard MCP tools, allowing other LLMs (like Cline) or MCP-compatible systems to leverage Gemini's features as a backend workhorse.

mcp-server-hub-server

by bsmi021

This project provides a central gateway to manage multiple MCP (Model Context Protocol) servers, preventing the need to configure and run duplicate server processes for each LLM client (like Cline, Cursor, etc.). Connect your LLM client to the single gateway-client endpoint provided by this project to access tools from all your managed MCP servers

clickup-mcp-server

by taazkareem

ClickUp MCP Server - Integrate ClickUp task management with AI through Model Context Protocol

openai-mcp-example

by manekinekko

This project showcases how to use the MCP protocol with OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

easymcp

by promptmesh

A high performance MCP client sdk for python

desktop4mistral

by hathibelagal-dev

A desktop client with MCP support for Mistral LLMs

ccxt-mcp

by Obinox04

CCXT MCP Server bridges the gap between AI models and cryptocurrency trading by providing a standardized interface through the Model Context Protocol. Created to empower automated trading strategies, this tool allows AI assistants like Claude and GPT to directly interact with over 100 cryptocurrency exchanges without requiring users to write comple

litemcp

by yanmxa

A minimal, lightweight client designed to simplify SDK adoption into MCP

CereBro

by rob1997

A model-agnostic MCP Client-Server for .Net

whatsapp-mcp

by Gh4stware

WhatsApp MCP server

nano-currency-mcp-server

by kilkelly

Send Nano currency from AI agents/LLMs

MCP-Mealprep

by JoshuaRL

This project takes a number of MCP servers from GitHub locations, packages them together with their referenced Dockerfiles, and pulls them together with docker-compose to run as a stack for ML/AI resources.

mcp-server-danchoicloud

by hoangndst

MCP Server

amazon-mcp

by Fewsats

Amazon MCP server to search & buy products using the L402

my-mcp-server

by quang-pham-dev

My MCP Server POC

perplexity-mcp-server

by fr0ziii

Perplexity AI MCP Server

mcp-discord

by barryyip0625

Implement Discord MCP server enabling AI assistants to interact with the Discord platform.

grumpydev-mcp

by sinedied

Let the grumpy senior dev review your code with this MCP server

langchain-mcp-client

by datalayer

🦜🔗 LangChain Model Context Protocol (MCP) Client

mcp-server-js

by yepcode

An MCP (Model Context Protocol) server that enables ✨ AI platforms to interact with 🤖 YepCode's infrastructure. Turn your YepCode processes into powerful tools that AI assistants can use 🚀

github-triage-mcp-server

by jsuarezruiz

The GitHub Triage MCP assist with the management and automation of triage workflows within GitHub repositories.

mcp-google-calendar

by cablate

MCP server that provides doc forge capabilities

email-mcp-server

by gabigabogabu

Model Context Protocol Server with IMAP and SMTP connectivity

mobile-mcp

by runablehq

A Model Context Protocol (MCP) server that provides mobile automation capabilities. This server enables LLMs to interact with mobile devices using structured UI dumps without needing to rely on screenshots or other visual inputs.

perplexity-mcp-server

by cyanheads

A Perplexity API Model Context Protocol (MCP) server that unlocks Perplexity's search-augmented AI capabilities for LLM agents. Features robust error handling, secure input validation, and transparent reasoning with the showThinking parameter. Built with type safety, modular architecture, and production-ready utilities.

SQL_MCP_Server

by pawankumar94

SQLGenius is an AI-powered SQL assistant that converts natural language to SQL queries using Vertex AI's Gemini Pro. Built with MCP and Streamlit, it provides an intuitive interface for BigQuery data exploration with real-time visualization and schema management.

taskMaster-todoist-mcp

by mingolladaniele

A lightweight Model Context Protocol (MCP) server that enables natural language interaction with your Todoist tasks directly from your IDE. Built with simplicity and maintainability in mind.

earthdata-mcp-server

by datalayer

🌎 Earthdata MCP Server

langchain-mcp-tools-py-usage

by hideya

Simple MCP Client Using LangChain / Python

mcpx-py

by dylibso

Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps

mcp-notion

by seonglae

Model Context Protocol server interface for AI retrieval against Notion pages

systemprompt-mcp-notion

by Ejb503

This an Model Context Protocol (MCP) server that integrates Notion into your AI workflows. This server enables seamless access to Notion through MCP, allowing AI agents to interact with pages, databases, and comments.

obsidian-mcp-server

by cyanheads

Model Context Protocol (MCP) server designed for LLMs to interact with Obsidian vaults. Provides secure, token-aware tools for seamless knowledge base management through a standardized interface.

mcp-google-gmail

by cablate

A powerful Model Context Protocol (MCP) server providing comprehensive Gmail integration with LLM processing capabilities.

server-google-news

by ChanMeng666

【Star-crossed coders unite!⭐️】Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi-language support.

codename goose

by block

an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

mcp-sse-proxy

by getsimpletool

MCP2SSE Proxy ClaudeAI client

aime

by aimcp

The AI Assistant & MCP Client

Dive-APP

by cablate

Dive-APP is a Flutter-based mobile application that brings your own powerful AI agents to your pocket via connect your own MCP-Client.

mcp-summarizer

by 0xshellming

MCP Server for AI Summarization

ai_personal_assisant

by 3n881

AI-powered personal assistant with MCP client, Anthropic AI, and chat history. Responsive UI

mcp-yfinance

by 9nate-drake

MCP Server for fething yfinance financial data into Claude Desktop

MCPNotes

by 9Ninety

A simple note-taking MCP server for recording and managing notes with AI models.

rag-browser

by aashari

A Browser Automation Tool for Humans and AI - Built with Playwright, optimized for Bun runtime, supporting CLI and MCP Server modes for webpage analysis and automation

bitcoin-mcp

by AbdelStark

Bitcoin MCP Server.

starknet-mcp

by AbdelStark

Starknet MCP server.

airflow-mcp-server

by abhishekbhakat

MCP Server for Apache Airflow

academic-search-mcp-server

by afrise

Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude to access data from Semantic Scholar and Crossref.

MCPSharp

by afrise

MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and models.

mcp-chess

by alexandreroman

A MCP server for playing chess

mcp-logic

by angrysky56

Fully functional AI Logic Calculator utilizing Prover9/Mace4 via Python based Model Context Protocol (MCP-Server)- tool for Windows Claude App etc

task-portal

by angrysky56

MCP-Server tool use project concept for Claude and compatible AI.

mcp-registry

by ARadRareness

A central registry and HTTP interface for coordinating Model Context Protocol (MCP) servers.

aapi-mcp-server

by Asphere-xyz

Advanced API MCP Server

arxiv-mcp-server

by blazickjp

A Model Context Protocol server for searching and analyzing arXiv papers

create-advanced-mcp-server

by bsmi021

A comprehensive architecture for building robust Model Context Protocol (MCP) servers with integrated web capabilities

mcp-doc-forge

by cablate

MCP server that provides doc forge capabilities

MCP Google Map Server

by cablate

A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.

system_information_mcp

by carterlasalle

DevEnvInfoServer - Cursor MCP Server for Development Environment Information

MemoryMesh

by CheMiguel23

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models. v0.2.8

keycloak-model-context-protocol

by ChristophEnglisch

MCP server implementation for Keycloak user management. Enables AI-powered administration of Keycloak users and realms through the Model Context Protocol (MCP). Seamlessly integrates with Claude Desktop and other MCP clients for automated user operations.

numpy-mcp

by colesmcintosh

A Model Context Protocol (MCP) server for numerical computations with NumPy

atlas-mcp-server

by cyanheads

A Model Context Protocol server built in TypeScript that leverages Neo4j’s graph database, delivers intelligent project and task management while empowering LLM agents with seamless collaboration and guidance.

git-mcp-server

by cyanheads

A Model Context Protocol (MCP) server to provide git tools for LLM Agents

mentor-mcp-server

by cyanheads

A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.

DevDocs

by cyberagiinc

Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App

mcp-decent-sampler-drums

by dandeliongold

A Model Context Protocol server for generating DecentSampler drum kit configurations.

mcp-js-server

by davlgd

An unofficial JavaScript SDK for Model Context Protocol

markdown-downloader

by dazeb

A MCP Server that will download any webpage as markdown in an instant. Download docs straight to your IDE for AI context.

minecraft-mcp-server

by DennisTraub

An early prototype of a Model Context Protocol (MCP) server implementation integrating the Mineflayer API to interact with Minecraft

mysql_mcp_server

by designcomputer

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

distri

by distrihub

A framework for building and composing AI agents built in Rust. Build simply using YAML or rust-script. Leverage mcp-servers right away.

mcp-pptx-presentations-creator

by dvejsada

MCP SSE server providing tools that creates PowerPoint presentation based on LLM instructions

mcp-web-search

by dvejsada

MCP SSE server providing web search results and page extraction with optional fallback to SearxNG

systemprompt-mcp-core

by Ejb503

The core MCP extension for Systemprompt MCP multimodal client

systemprompt-mcp-gmail

by Ejb503

A specialized Model Context Protocol (MCP) server that enables you to search, read, delete and send emails from your Gmail account, leveraging an AI Agent to help with each operation. Optimized for Systemprompt MCP Voice client.

mcp-guardian

by eqtylab

Manage / Proxy / Secure your MCP Servers

iterm-mcp

by ferrislucas

A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance

mcpadapt

by FinnTheCol

Unlock 650+ MCP servers tools in your favorite agentic framework.

folderr-mcp-server

by folderr-tech

A Model Context Protocol (MCP) server that provides tools to interact with Folderr's API

mcp-difyworkflow-server

by gotoolkits

mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.

dvmcp

by gzuuus

DVMCP is a bridge implementation that connects Model Context Protocol (MCP) servers to Nostr's Data Vending Machine (DVM) ecosystem

langchain-mcp-tools-ts

by hideya

Package intended to simplify the use of MCP server tools within LangChain

raindrop-io-mcp-server

by hiromitsusasaki

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

exa-server

by it-beard

AI-powered code search MCP server using Exa API for intelligent code search and retrieval in AI assistants

tavily-server

by it-beard

AI-powered search capabilities for AI assistants using the Tavily API and Model Context Protocol (MCP)

dart-mcp-server

by its-dart

Dart AI Model Context Protocol (MCP) server

mcp-jetbrains

by JetBrains

A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio

music-mcp

by joeychilson

A Model Context Protocol (MCP) server to let Claude help you manage your music.

juliadoc-mcp

by jonathanfischer97

MCP server for efficiently retrieving Julia docstrings and source code

mcp-browser-use

by JovaniPink

FastAPI server implementing MCP protocol Browser automation via browser-use library.

programmable-email

by juecd

MCP server for Gmail

lichess-mcp

by karayaman

A Model Context Protocol (MCP) server that enables Claude Desktop to interact with Lichess chess platform through natural language. Play games, analyze positions, manage your account, and participate in tournaments—all by simply talking to Claude.

mcp-aoai-web-browsing

by kimtth

A minimal Model Context Protocol 🖥️ server/client🧑‍💻with Azure OpenAI and 🌐 web browser control via Playwright.

python-mcp-server

by LinkupPlatform

Linkup is a third-party extension that gives Claude access to real-time web search and premium content sources. It seamlessly integrates with Claude Desktop, enabling up-to-date information retrieval during conversations through a simple 60-second setup process.

researcher-mcp

by lukezinmaker

A Model Context Protocol (MCP) server for research and documentation assistance using Perplexity AI

kubernetes-mcp-server

by manusa

Model Context Protocol (MCP) server for Kubernetes and OpenShift

podman-mcp-server

by manusa

Model Context Protocol (MCP) server for container runtimes (Podman and Docker)

mcp-web-ui

by MegaGrindStone

MCP Web UI is a web-based user interface that serves as a Host within the Model Context Protocol (MCP) architecture. It provides a powerful and user-friendly interface for interacting with Large Language Models (LLMs) while managing context aggregation and coordination between clients and servers.

ghost-mcp

by MFYDev

A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.

mcp-substack

by michalnaka

🤖 MCP Server for Substack integration with Claude AI Desktop. Download and parse Substack posts directly in your Claude conversations.

mcp-server-ccxt

by Nayshins

Cryptocurrency Market Data MCP Server

mock-assistant-mcp-server

by ogulcanarbc

mcp server assistant for mock data

spring-ai-mcp-client

by ogulcanarbc

mcp client application that utilizes spring ai and anthropic claude models. it integrates with mcp protocol-supported servers to enable ai-powered chat interactions.

mcp-server-playground

by psaboia

MCP Server example with TypeScript

mcp-framework

by QuantGeekDev

A framework for writing modelcontextprotocol (MCP) servers in Typescript

n8n-AI-agent-DVM-MCP-client

by r0d8lsh0p

An AI agent built in n8n which can find and use Model Context Protocol (MCP) Server Tools served as Data Vending Machines (DVM) over the Nostr network.

aws-mcp

by RafalWilinski

Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. Better Amazon Q alternative.

mcp-server-arangodb

by ravenwits

This is a TypeScript-based MCP server that provides database interaction capabilities through ArangoDB. It implements core database operations and allows seamless integration with ArangoDB through MCP tools. You can use it wih Claude app and also extension for VSCode that works with mcp like Cline!

mcp-hub

by ravitemer

A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring

task-tracker

by reminia

A mcp server for task management with Linear and time tracking with TrackingTime

mcp-package-docs

by sammcj

An MCP server that provides LLMs with efficient access to package documentation across multiple programming languages

mcp-package-version

by sammcj

An MCP server that provides LLMs with the latest stable package versions when coding

mcp-image-gen

by sarthakkimtani

MCP server enabling Image Generation for LLMs with Flux.1 Schnell, built in Python and integrated with Together AI.

CyberSecurity-MCPs

by secmate-ai

Model Context Protocol Server For Cyber Security

mcp_rails_template

by seuros

A minimal Rails API template for creating MCP (Model Context Protocol) servers with robust tool execution capabilities.

mcp-knowledge-graph

by shaneholloman

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

mcp-apple-notes

by Siddhant-K-code

MCP server for apple notes

win-cli-mcp-server

by SimonB97

Model Context Protocol server for secure command-line interactions on Windows systems

mcp-otzaria-server

by Sivan22

makes the jewish library accessible to LLMs through the MCP protocol

webperfect-mcp-server

by splendasucks

webperfect-mcp-server

deep-research-mcp-server

by ssdeanx

MCP Deep Research Server using Gemini creating a Research AI Agent

steel-mcp-server

by steel-dev

MCP Server for interacting with a Steel web browser

mokei

by TairuFramework

TypeScript toolkit for creating, interacting and monitoring clients and servers using the Model Context Protocol

smartsheet-server

by terilios

MCP server providing healthcare analytics capabilities for Smartsheet, including clinical note summarization, patient feedback analysis, and research impact assessment

ai-agents-mcp-pg

by vignesh-codes

This repo is an extension of PostgreSQL MCP Server providing functionalities to create tables, insert entries, update entries, delete entries, and drop tables.

aisdk-mcp-bridge

by vrknetha

Bridge package enabling seamless integration between Model Context Protocol (MCP) servers and AI SDK tools. Supports multiple server types, real-time communication, and TypeScript.

CursorMCPMonitor

by willibrandon

Real-time monitoring tool for Model Context Protocol (MCP) interactions in Cursor AI editor. Track, analyze, and debug AI context exchanges between LLM clients and servers. Supports log rotation, pattern matching, and color-coded event visualization.

easy-mcp

by zcaceres

Absurdly easy Model Context Protocol Servers in Typescript

markdownify-mcp

by zcaceres

A Model Context Protocol server for converting almost anything to Markdown

mcp-client-langchain-py

by hideya

MCP Client Implementation Using LangChain / Python

langchain-mcp-tools-ts-usage

by hideya

a simple MCP client implementation using LangChain / TypeScript

mcp_langgraph_tools

by paulrobello

MCP Tools Langraph Integration

create-mcp

by zueai

CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Just write TypeScript functions to make Cursor MCP tools.

mcp-client-langchain-ts

by hideya

MCP Client Implementation Using LangChain / TypeScript

genaiscript

by microsoft

Automatable GenAI Scripting

firecrawl-mcp-server

by mendableai

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

Figma-Context-MCP

by GLips

MCP server to provide Figma layout information to AI coding agents like Cursor

chatmcp

by daodao97

ChatMCP is an AI chat client implementing the Model Context Protocol (MCP).

continue

by continuedev

⏩ Create, share, and use custom AI code assistants with our open-source IDE extensions and hub of models, rules, prompts, docs, and other building blocks

mcphub.nvim

by ravitemer

A powerful Neovim plugin for managing MCP (Model Context Protocol) servers

cherry-studio

by CherryHQ

🍒 Cherry Studio is a desktop client that supports for multiple LLM providers. Support deepseek-r1

hackmd-mcp

by yuna0x0

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

light-mcp-agents

by nicozumarraga

Lightweight, composable framework for building muti-agent systems with Model Context Protocol (MCP)

agentql-mcp

by tinyfish-io

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

mcp-download

by shuakami

📥 MCP Download Tool - AI-powered file download manager | 基于 MCP 的智能下载管理工具

hermes-mcp

by cloudwalk

Elixir Model Context Protocol (MCP) SDK

mcp-server-atlassian-bitbucket

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Bitbucket integration. Provides tools for accessing and managing repositories, pull requests, and workspace data to connect Claude/Anthropic AI systems to Bitbucket.

OpenAPI-MCP

by gujord

The OpenAPI to Model Context Protocol (MCP) proxy server bridges the gap between AI agents and external APIs by dynamically translating OpenAPI specifications into standardized MCP tools. This simplifies the integration process, significantly reducing development time and complexity associated with custom API wrappers.

repomix

by yamadashy

📦 Repomix (formerly Repopack) is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Gemma, Llama, Grok, and more.

mcp-k8s-server

by hariohmprasath

AI-powered MCP server understands natural language queries about your Kubernetes cluster

nchan-mcp-transport

by ConechoAI

The best way to deploy mcp server. A high-performance WebSocket/SSE transport layer & gateway for Anthropic's MCP (Model Context Protocol) — powered by Nginx, Nchan, and FastAPI.

UE5-MCP

by VedantRGosavi

MCP for Unreal Engine 5

fridayAI

by VedantRGosavi

AI-gaming companion to help with quests.

mcp-frontend

by shaharia-lab

Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions for ready to use

genai-mcp

by rajyraman

Demo of GenAIScript's MCP Server capabilities

mcp-server-python-template

by Cris-0k

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

witsy

by nbonamy

Witsy: desktop AI assistant

LibreChat

by danny-avila

Enhanced ChatGPT Clone: Features Agents, DeepSeek, Anthropic, AWS, OpenAI, Assistants API, Azure, Groq, o1, GPT-4o, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active project.

Dive

by OpenAgentPlatform

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨

UnityMCPIntegration

by quazaai

Enable AI Agents to Control Unity

langchainjs-mcp-adapters

by langchain-ai

Adapters for integrating Model Context Protocol (MCP) tools with LangChain.js applications, supporting both stdio and SSE transports.

Axiom

by aasherkamal216

A documentation AI Agent built with LangGraph, MCP Docs, Chainlit and Gemini, designed to help users create different projects using natural language.

fetcher-mcp

by everford

MCP server for fetch web page content using Playwright headless browser.

tutorial-mcp-server-dotnet

by mehrandvd

This is a very basic example of how to create MCP servers in .NET

starknet-mcp-server

by mcpdotdirect

MCP server that provides LLM with tools for interacting with Starknet

mcpserve

by mark-oori

Simple MCP Server w/ Shell Exec. Connect to Local via Ngrok, or Host Ubuntu24 Container via Docker

vibe-check-mcp-server

by PV-Bhat

The definitive Vibe Coder's sanity check MCP server: Prevent cascading errors in AI workflows by implementing strategic pattern interrupts. Uses tool call "Vibe Check" with LearnLM 1.5 Pro (Gemini API), fine-tuned for pedagogy and metacognition to enhance complex workflow strategy, and prevents tunnel vision errors.

mcp-structured-thinking

by Promptly-Technologies-LLC

A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced "metacognitive" self-reflection

mcp-server-atlassian-jira

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Jira integration. Provides tools for accessing and managing Jira projects, issues, and content to connect Claude/Anthropic AI systems to Jira project management.

lamda

by firerpa

🤖 史上最强云手机远程桌面逆向抓包HOOK自动化取证能力集一体的安卓 RPA 框架，下一代移动数据自动化机器人。

mcp-server-atlassian-confluence

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Confluence integration. Provides tools for accessing and searching Confluence spaces, pages, and content to connect Claude/Anthropic AI systems to Confluence knowledge bases.

mcp-rquest

by xxxbrian

A MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. It also supports converting PDF and HTML documents to Markdown for easier processing by LLMs.

cohere-mcp-server

by Ashish-Soni08

Cohere MCP Server

SCAST

by davidkingzyb

Static Code Analysis and Visualization. Convert Code to UML and Flow Diagram and explain by AI.

unreal-mcp

by runeape-sats

Unreal Engine MCP server for Claude Desktop (early alpha preview)

unity-mcp-template

by dunward

Simple template project for controlling Unity via MCP

python-mcp-server-template

by FidelusAleksander

A template repository for Python MCP Servers

unity-mcp

by wondeks

A Unity MCP server that allows MCP clients like Claude Desktop or Cursor to perform Unity Editor actions.

lucidity-mcp

by hyperb1iss

AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.

mcp-google-ads

by cohnen

An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing you to analyze your advertising data through natural language conversations. This integration gives you access to campaign information, performance metrics, keyword analytics, and ad management—all through simple chat with Claude, Cursor or Windsurf.

anilist-mcp

by yuna0x0

AniList MCP server for accessing AniList API data

nsaf-mcp-server

by ariunbolor

The Neuro-Symbolic Autonomy Framework integrates neural, symbolic, and autonomous learning methods into a single, continuously evolving AI agent-building system. This prototype demonstrates the SCMA component, which enables AI agents to self-design new AI agents using Generative Architecture Models.

refact

by smallcloudai

AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.

discord-mcp

by SaseQ

A Model Context Protocol (MCP) server for the Discord integration with MCP-compatible applications like Claude Desktop.

spring-ai-example

by lucasdengcn

spring ai example. mcp server, agentic ai.

mcp-chat

by Flux159

Open Source Generic MCP Client for testing & evaluating mcp servers and agents

LibraryAI

by YELANDAOKONG

[C#/AI] (LibraryAI/ConsoleAI) AI 知识库与数据处理程序

the-pensieve

by seanivore

One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand, when they are in this form.

mcp-server-idapro

by fdrechsler

A Model Context Protocol (MCP) server that enables AI assistants to interact with IDA Pro for reverse engineering and binary analysis tasks.

mqttx-mcp-sse-server

by ysfscream

An implementation of the Model-Context Protocol (MCP) that enables MQTT operations over Server-Sent Events (SSE) transport.

mcp-server-database-jdbc

by delei

A MCP (model context protocol) server that gives the LLM access to and knowledge about databases

eino

by cloudwego

The ultimate LLM/AI application development framework in Golang.

cheerlights-mcp

by cheerlights

MCP server that allows AI tools to interact with the CheerLights API.

spring-ai-mcp-test

by 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.

mcp-gitlab-server

by yoda-digital

Enhanced MCP server for GitLab: group projects listing and activity tracking

mcp-mermaid-validator

by rtuin

A Model Context Protocol server that validates and renders Mermaid diagrams.

lokka

by merill

MCP (Model Context Protocol) for Microsoft 365. Includes support for Microsoft Graph and other services

sek-fx-mcp

by bromaniac

En Model Context Protocol-server (MCP) som kopplar en LLM till Riksbankens API för kronans växelkurs.

mcpgo

by Southclaws

Server side MCP implementation for Golang

Mcp-Server_OpenAI-Chat

by mertadali

AI-powered todo assistant with Google Calendar integration using OpenAI's API and Model Context Protocol (MCP) support for natural language task management.

mcp-server-tree-sitter

by wrale

MCP Server for Tree-sitter

replicate-flux-mcp

by awkoy

MCP for Replicate Flux Model - A powerful tool for generating customized images and SVG assets that match specific coding vibes and aesthetic styles. Streamline your visual asset creation process with AI-powered design generation tailored for developers.

ai-agent-directory

by AgentMCP

A directory of AI Agents and MCP Orchestration open source tools

neo4j-mcp

by ezedinff

A Cursor MCP (Model Context Protocol) server that enables seamless interaction with Neo4j databases directly from the Cursor IDE.

mcp-reporter

by cyanheads

mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.

UnrealGenAISupport

by prajwalshettydev

UnrealMCP is here!! Automatic blueprint and scene generation from AI!! An Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Supports Claude Desktop App & Cursor, also includes OpenAI's GPT4o, DeepseekR1 and Claude Sonnet 3.7 APIs with plans to add Gemini, Grok 3, audio & realtime APIs soon.

python-mcp-server-client

by GobinFan

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

gemsuite-mcp

by PV-Bhat

Professional Gemini API integration for Claude and all MCP-compatible hosts with intelligent model selection and advanced file handling | Smithery.ai verified

mcp-server-text-editor

by bhouston

An open source implementation of the Claude built-in text editor tool

payloadcmsmcp

by Matmax-Worldwide

Payload CMS MCP Server

cinema4d-mcp

by ttiimmaacc

Cinema 4D plugin integrating Claude AI for prompt-driven 3D modeling, scene creation, and manipulation.

llm-bridge-mcp

by sjquant

A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.

vrchat-mcp

by sawa-zen

This project is a Model Context Protocol (MCP) server for interacting with the VRChat API.

Wazuh-MCP-Server

by unmuktoai

An open-source MCP server for integrating Wazuh security data with LLMs (such as the Claude Desktop App). This service authenticates with the Wazuh RESTful API, retrieves alerts from Elasticsearch indices, transforms events into an MCP-compliant JSON format, and exposes an HTTP endpoint for Claude Desktop to fetch real-time security context.

coco-app

by infinilabs

🥥 Coco AI App - Search, Connect, Collaborate, Your Personal AI Search and Assistant, all in one space.

mcp-chain-of-draft-server

by bsmi021

Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code reviews, and implementation planning.

wikipedia-mcp-image-crawler

by dazeb

A Wikipedia Image Search Tool. Follows Creative Commons Licences for images and uses them in your projects via Claude Desktop/Cline.

dubco-mcp-server-npm

by Gitmaxd

The (Unofficial) dubco-mcp-server enables AI assistants to manage Dub.co short links via the Model Context Protocol. It provides three MCP tools: create_link for generating new short URLs, update_link for modifying existing links, and delete_link for removing short links.

mcp-crew-ai

by adam-paterson

MCP Crew AI Server is a lightweight Python-based server designed to run, manage and create CrewAI workflows.

fastapi_mcp

by tadata-org

A zero-configuration tool for automatically exposing FastAPI endpoints as Model Context Protocol (MCP) tools.

educhain-ai-agent-kit

by SailFish-Finance

This MCP (Model Context Protocol) server is integrated into Claude's MCP and maintained by SailFish

nebulagraph-mcp-server

by PsiACE

Model Context Protocol Server for NebulaGraph 3.x

mcp-devtools

by DXHeroes

MCP DevTools: A suite of Model Context Protocol servers enabling AI assistants to interact with developer tools and services

mcp-server-starrocks

by StarRocks

StarRocks MCP (Model Context Protocol) Server

mkinf

by mkinf-io

mkinf SDK to interact with mkinf hub MCP servers

mcp-mtender-server

by yoda-digital

An MCP (Model Context Protocol) server providing access to 🇲🇩 Moldova's public procurement data through the MTender API. Features include searching tenders, accessing tender details, budget information, and funding sources - all following the Open Contracting Data Standard (OCDS).

mem0-mcp

by pinkpixel-dev

✨ mem0 MCP Server: A modern memory system for AI applications with flexible provider support (OpenAI, Ollama, etc.) and MCP protocol integration. Enables long-term memory for AI agents through a simple API or as a drop-in MCP server.

nix-mcp-servers

by aloshy-ai

A nix flake for configuring Model Context Protocol (MCP) servers across supported AI assistant clients

barnsworthburning-mcp

by Aias

A Model Context Protocol (MCP) server for searching barnsworthburning.net.

azure-mcp-servers

by manekinekko

This directory showcases various Model Context Protocol (MCP) servers. These servers enable Large Language Models (LLMs) to securely access tools and data sources from Microsoft Azure.

glif-mcp-server

by glifxyz

Easily run glif.app AI workflows inside your LLM: image generators, memes, selfies, and more. Glif supports all major multimedia AI models inside one app

ai-create-mcp

by xxlv

ai-create-mcp is a Go-based tool that converts OpenAPI Specification (OAS) files into a Model Context Protocol (MCP) program.

prompt-decorators

by synaptiai

A standardized framework for enhancing how LLMs process and respond to prompts through composable decorators, featuring an official open standard specification and Python reference implementation with MCP server integration.

dbhub

by bytebase

Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, SQLite, and etc.

mcp-turso

by nbbaier

MCP server for interacting with Turso-hosted LibSQL databases

mcpet

by shreyaskarnik

This is a TypeScript-based Model Context Protocol (MCP) server that implements a virtual pet simulation system. It demonstrates core MCP concepts by providing tools for pet care and interaction.

mcp-omnisearch

by spences10

🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.

protonmail-mcp

by amotivv

This MCP server provides email sending functionality using Protonmail's SMTP service. It allows both Claude Desktop and Cline VSCode extension to send emails on your behalf using your Protonmail credentials.