Discover Awesome MCP Servers

Memsolus MCP Server

Provides persistent long-term memory for AI agents through semantic search and automated knowledge graph extraction. It enables agents to store, recall, and reason over facts, preferences, and relationships across multiple conversations and sessions.

Oomol Connect MCP Server

Enables integration with Oomol Connect for executing tasks, managing blocks and packages, and uploading files. Supports task execution with real-time progress monitoring and intelligent polling across audio, video, and other processing workflows.

MuseScore MCP Server

A Model Context Protocol server that provides programmatic control over MuseScore through a WebSocket-based plugin system, allowing AI assistants to compose music, add lyrics, navigate scores, and control MuseScore directly.

Local Snowflake MCP Server

Enables Claude Desktop to interact with Snowflake databases through natural-language SQL queries. Built in Python, it allows secure local integration between LLMs and enterprise data systems for database operations and analysis.

Gemini MCP Server

Integrates Google Gemini AI into Warp terminal workflows through three focused tools: single-turn chat for quick questions, multi-turn conversations with context preservation, and AI-powered code analysis with bug detection and optimization suggestions.

Shared Memory MCP Server

Provides a shared context layer for AI agent teams to improve token efficiency through context deduplication and incremental state sharing. It enables multiple agents to coordinate tasks, share real-time discoveries, and manage dependencies while significantly reducing redundant data transmission.

MCP Reminders

A simple system that allows Claude to leave and manage notes for itself across sessions, functioning like an 'Alexa, remind me...' for AI assistants.

MCP Docker Server

Enables secure Docker command execution from isolated environments like containers through MCP protocol. Provides tools for managing Docker containers, images, and Docker Compose services with security validation and async operation support.

Remote MCP Server

A deployable Model Context Protocol server for Cloudflare Workers that allows users to create custom AI tools without authentication requirements and connect them to Cloudflare AI Playground or Claude Desktop.

RAG Documentation MCP Server

AI 어시스턴트가 관련 문서 컨텍스트로 응답을 보강할 수 있도록 벡터 검색을 통해 문서를 검색하고 처리하는 도구를 제공합니다.

test-newsapi-mcp

Provides AI agents access to news aggregation from 80,000+ sources via the NewsAPI. Supports both authenticated access with API keys and pay-per-use via HTTP 402 protocol with blockchain payment verification.

Black-Scholes MCP Server

Enables calculation of European option prices and Greeks (like Delta, Vega, Theta) using the Black-Scholes model through a Model Context Protocol implementation.

Wireshark MCP

A Model Context Protocol server that integrates Wireshark's network analysis capabilities with AI systems like Claude, allowing direct analysis of network packet data without manual copying.

Notion MCP Server

Enables interaction with Notion workspaces through the Notion API. Provides tools to search, read, create, and update Notion pages and databases with real-time synchronization.

Google Images Search MCP

MCP server for searching images with Google

Git Helper MCP

Enables Claude to interact with git repositories by providing real-time access to repository status, branch information, commit history, and file changes. Allows users to query their git workspace through natural language commands.

MCP Server Boilerplate

A TypeScript template for building Model Context Protocol servers with example tools, type-safe validation, and best practices for integrating custom functionality with AI assistants like Cursor and Claude.

Financial Analysis MCP Server

LLM에 금융 분석 기능을 제공하는 MCP 서버

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright on Cloudflare Workers, allowing them to perform web automation tasks like navigation, typing, clicking, and taking screenshots.

wizzy-mcp-tmdb

A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.

cointelegraph-mcp

소개 코인텔레그래프의 최신 뉴스를 실시간으로 제공하는 MCP 서버입니다.

Puch AI MCP Starter

A starter template for creating MCP servers compatible with Puch AI, featuring built-in tools for job searching and analysis, plus basic image processing capabilities. Includes authentication and deployment guidance for extending Puch AI with custom tools.

AnalyticDB for MySQL MCP Server

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Time Tools MCP Server

A Model Context Protocol server for time manipulation tasks, enabling AI models to get the current date/time and calculate duration between timestamps.

MCP Gemini Server

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Jupyter MCP Server

JupyterLab 환경 내에서 코드 실행 및 마크다운 삽입을 지원하며, 모델 컨텍스트 프로토콜을 통해 Jupyter 노트북과의 상호 작용을 가능하게 합니다.

Optimization MCP

Provides nine specialized production-ready solvers for advanced resource allocation, network flow, and multi-objective optimization with native Monte Carlo integration. It enables users to perform constraint-based decision-making and performance analysis directly through Claude Code.

MCP Weather & Files AI Server

An advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.

Gramps MCP

Enables AI assistants to interact with Gramps genealogy databases for intelligent family tree research and management. Provides comprehensive tools for searching family data, creating records, analyzing relationships, and tracking genealogy research through natural language.

Logstash MCP Server

A Model Context Protocol server that provides comprehensive tools for monitoring and identifying performance bottlenecks in Logstash instances through an interactive web UI and JSON-RPC interface.