Discover Awesome MCP Servers

Context Optimizer MCP Server

Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.

LOINC API MCP Server

This project provides a modular Python wrapper for the LOINC API, with an MCP server interface that integrates seamlessly with Claude Desktop for intelligent medical terminology lookup and standardization.

Multi-Server MCP Project

A multi-server implementation that uses OpenAI's LLM to orchestrate multiple tool servers providing web search, weather lookup, random facts, and PostgreSQL database querying capabilities.

domain-check

Fast domain availability checker with RDAP/WHOIS lookup, batch checking, TLD presets, pattern generation, and detailed registration info. Built in Rust for native performance.

SonicWall MCP Server

Enables intelligent analysis of SonicWall firewall logs through natural language queries. Provides real-time threat detection, network security monitoring, and log analysis with support for both SonicOS 7.x and 8.x versions.

Explain Changes

Enables AI to perform peer review of its own code changes by displaying annotated diffs with inline comments in a VS Code/Cursor panel. The AI can analyze its modifications and provide explanations directly alongside the changed code, similar to human code review workflows.

Smithery Registry OpenAPI Server

OpenAPI server for Smithery Registry, providing access to MCP servers

SQL-Transpiler MCP Tool

Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.

MCP Server Template

A scaffold project for building FastAPI-based Model Context Protocol servers with automatic tool discovery and router capabilities.

MCP Worktree Voting Server

Enables parallel implementation of tasks using git worktrees, allowing you to create multiple variants of a solution, evaluate them side-by-side, and select the best one.

MCP OpenAI Tools

Provides access to OpenAI's advanced models (including o3) with integrated web search, Python code interpreter, and combined analysis capabilities. Enables users to perform web searches, execute code in sandboxed environments, and combine search with analysis through natural language.

Simple TypeScript MCP Server

A TypeScript template for building Model Context Protocol servers that implements basic note-taking CRUD operations with JSON responses.

Looker Admin MCP

Provides over 60 administrative tools for managing users, groups, roles, schedules, alerts, and content access within Looker through the Model Context Protocol. It enables full administration of Looker environments, including permission management and system configuration.

MCP Database Tools Server

An MCP server designed to automate Django database setup and management, including PostgreSQL database creation and extension configuration. It enables users to update environment files and execute Django management commands through integrated tools like VS Code Copilot.

BusyBee

Autonomous TDD coding agent that converts specifications into feature lists and implements them using test-driven development with pause/resume capabilities, live progress monitoring, and automatic git commits.

OrgFlow MCP

Enables comprehensive organizational data management including employee tracking, team coordination, project management, asset oversight, and performance monitoring. Provides a centralized system for managing all aspects of organizational operations through natural language interactions.

MongoDB MCP Server

A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases. Query collections, inspect schemas, and manage data seamlessly through natural language.

SecureCode

Secrets vault for Claude Code. Encrypt API keys, tokens and passwords with AES-256. Full audit logs, MCP access rules, and zero-knowledge mode. Secrets never appear in chat.

SqlAugur

SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).

Dify Tools MCP Converter

Converts Dify tools' API to MCP (Model Control Protocol) compatible API, allowing tools created in Dify to be accessed from MCP clients like Cherry Studio.

AbletonMCP Enhanced

Connects Ableton Live to AI assistants through Model Context Protocol (MCP), enabling natural language control of music production tasks like track creation, MIDI editing, instrument loading, and playback control.

MCP Server: RepairWorld

MCP Server Code for Pypi module -

MCP Automotivo

Enables natural language analysis of automotive sales data stored in MariaDB using Google Gemini AI to automatically generate and execute SQL queries from Portuguese language questions.

Microsoft SQL Server MCP Server by CData

Microsoft SQL Server MCP Server by CData

Image Generation MCP Server

Provides multi-provider image generation with automatic fallback across services like Pollinations.ai, Cloudflare, and Hugging Face. It features specialized pixel art generation, cost tracking, and automatic saving of generated visual assets to disk.

Amadeus Agent

A proof-of-concept MCP server that allows LLM agents to query live flight booking information via Amadeus, including cheapest tickets, destinations, and airline routes.

News Analysis Agent MCP Server

Provides tools for fetching real-time news and performing AI-powered sentiment analysis and summarization using Mistral AI. It enables users to analyze news trends and extract structured insights through natural language queries.