groundlight-mcp-server

biomcp

4.6

by genomoncology

BioMCP is an open-source toolkit designed to enhance AI assistants with specialized biomedical knowledge by connecting them to authoritative biomedical data sources.

repomix

4.5

by yamadashy

Repomix is a tool that packs your codebase into AI-friendly formats, making it easier to use with AI tools like LLMs.

mindsdb

4.5

by mindsdb

MindsDB is an open-source server that enables seamless interaction with large-scale federated data using the Model Context Protocol (MCP).

mcp-server-calculator

4.4

by githejie

A Model Context Protocol server for calculating. This server enables LLMs to use calculator for precise numerical calculations.

mcp-notion-server

4.3

by suekou

MCP Server for the Notion API, enabling LLM to interact with Notion workspaces. Additionally, it employs Markdown conversion to reduce context size when communicating with LLMs, optimizing token usage and making interactions more efficient.

Sequential Thinking

4.3

by modelcontextprotocol

An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.

MiniMax-MCP

4.3

by MiniMax-AI

Official MiniMax Model Context Protocol (MCP) server for interaction with Text to Speech and video/image generation APIs.

ai-agent-marketplace-index-mcp

4.1

by AI-Agent-Hub

MCP Server for AI Agent Marketplace Index from DeepNLP, allowing AI assistants to search available AI agents by keywords or categories.

rapidocr-mcp

4.0

by z4none

RapidOCR MCP Server is a Model Context Protocol server that provides an easy-to-use OCR interface.

gateway

4.0

by centralmind

CentralMind Gateway is a tool designed to expose databases to AI agents via MCP or OpenAPI protocols, providing secure, LLM-optimized APIs.

runno MCP

3.9

by taybenlor

`@runno/mcp` is a Model Context Protocol server that provides a secure code execution environment for AI assistants.

unity-mcp

3.8

by justinpbarnett

Unity MCP connects your Unity Editor to LLMs using the Model Context Protocol, enabling AI assistants to interact with Unity for asset management, scene control, script editing, and task automation.

magic-mcp

3.8

by 21st-dev

Magic Component Platform (MCP) is a powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions.

blender-mcp

3.8

by ahujasid

BlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), enabling prompt-assisted 3D modeling, scene creation, and manipulation.

whatsapp-mcp

3.8

by lharries

This is a Model Context Protocol (MCP) server for WhatsApp, allowing users to interact with their WhatsApp messages and contacts through an LLM like Claude.

unreal-mcp

3.8

by chongdashu

This project enables AI assistant clients like Cursor, Windsurf, and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

k8m

3.7

by weibaohui

K8M is an AI-driven lightweight Kubernetes dashboard designed to simplify cluster management.

mcp-deepseek-demo

3.7

by Ulanxx

MCP DeepSeek 演示项目是一个基于 Model Context Protocol (MCP) 的客户端应用，用于与 DeepSeek AI 模型进行交互。

minima

3.7

by dmayboroda

Minima is an open-source RAG on-premises container solution that integrates with ChatGPT and MCP, allowing for fully local or hybrid installations.

UnityMCP

3.7

by Arodoid

UnityMCP is a Unity Editor plugin that integrates the Model Context Protocol (MCP) for seamless interaction between Unity and AI assistants.

obsidian-mcp

3.7

by StevenStavrakis

Obsidian MCP Server is a Model Context Protocol server that allows AI assistants to interact with Obsidian vaults, providing tools for managing notes and tags.

Baidu AI Search

3.7

by baidubce

Baidu AI Search integrates Baidu's search capabilities with large language model technology to provide intelligent responses with real-time web information references.

mcp-youtube

3.7

by anaisbetts

The YouTube MCP Server utilizes `yt-dlp` to download subtitles from YouTube videos and connects to Claude.ai using the Model Context Protocol.

rails-mcp-server

3.7

by maquina-app

A Ruby implementation of a Model Context Protocol (MCP) server for Rails projects, allowing LLMs to interact with Rails projects.

actors-mcp-server

3.7

by apify

Implementation of an MCP server for all Apify Actors, enabling interaction with one or more Apify Actors defined in the MCP Server configuration.

obsidian-mcp-tools

3.6

by jacksteamdev

MCP Tools for Obsidian enables AI applications like Claude Desktop to securely access and work with your Obsidian vault through the Model Context Protocol (MCP).

mcp-server-mas-sequential-thinking

3.6

by FradSer

The Sequential Thinking Multi-Agent System (MAS) is an advanced problem-solving tool using a Multi-Agent System architecture built with the Agno framework, designed to enhance analysis and problem decomposition through coordinated, specialized agents.