MCP-SERVER-FROM-SCRATCH-USING-PYTHON

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.

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.

tavily-mcp

4.3

by tavily-ai

The Tavily MCP server is a Model Context Protocol server that integrates with AI systems to provide real-time web search and data extraction capabilities.

paelladoc

4.3

by jlcases

PAELLADOC is an AI-First Development framework implementing the Model Context Protocol (MCP) to enhance LLM interactions with external tools and context.

HowToCook-mcp

4.3

by worryzyy

HowToCook-MCP Server is a Model Context Protocol server that transforms AI assistants into personal chefs, helping users plan meals and recommend recipes.

whois-mcp

4.3

by bharathvaj-ganesan

The Whois MCP server allows AI agents to perform WHOIS lookups to retrieve domain details.

mcp-server-reddit

4.1

by Hawstein

A Model Context Protocol server providing access to Reddit public API for LLMs.

github-mcp-server

4.1

by github

The GitHub MCP Server is a Model Context Protocol server that integrates with GitHub APIs for automation and interaction.

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.

exa-mcp-server

3.8

by exa-labs

A Model Context Protocol (MCP) server allows AI assistants to use the Exa AI Search API for real-time web searches in a secure manner.

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.

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.

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.

mcp-crawl4ai-rag

3.8

by coleam00

Crawl4AI RAG MCP Server is a powerful implementation of the Model Context Protocol (MCP) integrated with Crawl4AI and Supabase, providing AI agents and AI coding assistants with advanced web crawling and RAG capabilities.

mcp-server-whisper

3.8

by arcaputo3

MCP Server Whisper is a Model Context Protocol server designed for advanced audio transcription and processing using OpenAI's Whisper and GPT-4o models.

Tianji

3.7

by msgbyte

A server based on Model Context Protocol (MCP) that provides tools for interacting with the Tianji platform.

hyper-mcp

3.7

by tuananh

hyper-mcp is a fast, secure MCP server that extends its capabilities through WebAssembly plugins.

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。

k8m

3.7

by weibaohui

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

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.

MCP Component Server

3.7

by baidubce

The MCP Component Server is a FastMCP server-based implementation that converts AppBuilder Components into FastMCP tools, enabling seamless integration of Baidu cloud AI services into MCP-compatible environments.

chroma-mcp

3.7

by chroma-core

Chroma MCP Server is an open-source embedding database server that facilitates the integration of LLM applications with external data sources using the Model Context Protocol.

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.

spotify-mcp

3.7

by varunneal

MCP project to connect Claude with Spotify using spotipy-dev's API.

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.

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).