Discover Awesome MCP Servers

Limitless MCP Server

Provides advanced analysis of conversations from Limitless Pendant recordings, including intelligent meeting detection, action item extraction, natural language time queries, and comprehensive conversation analytics with smart pagination support.

Physics MCP Server

Provides 55 specialized tools for precise physics calculations and rigid-body simulations, covering mechanics, fluid dynamics, and rotational motion. It enables LLMs to perform realistic motion analysis and trajectory modeling with support for real-world factors like drag, wind, and altitude.

NEIS MCP Server

Enables access to Korean school information through the National Education Information System (NEIS) API. Provides tools to search schools, retrieve meal menus, class timetables, and school event schedules.

DocAgent

AI-powered document generation suite that creates comprehensive software documentation including requirements, design specs, test strategies, and deployment guides through LangGraph workflows. Integrates with Cursor IDE via MCP to transform project ideas into professional documentation suites.

MCP Express on Netlify

A basic example of deploying a serverless Model Context Protocol (MCP) server using Netlify Functions, allowing developers to quickly create and deploy MCP-compatible AI agent backends.

Outlook MCP Server

An integration server that lets you control Microsoft Outlook on Windows via COM, enabling email reading, summarization, and draft generation without complex security setup.

Shiplogic MCP Server

An MCP server providing seamless integration with the Shiplogic shipping API to calculate shipping rates, create shipments, track packages, and manage shipping operations programmatically.

Pterasim MCP Server

Enables wing simulation and aerodynamic analysis for pterosaur-inspired flight models. Provides lift, drag, and thrust calculations through the pterasim module with analytical fallbacks when the native module is unavailable.

Prediction-Examples-in-the-Alink-Tutorial

Two prediction examples in the Alink tutorial: input a year to predict GMV; input a piece of feedback to analyze its sentiment (positive/negative).

Genji MCP Server

Provides access to the Genji API for searching and analyzing classical Japanese literature texts with advanced normalization features for historical Japanese text variations, including repeat marks expansion, kanji-kana unification, and historical kana handling.

Filesystem MCP

Provides secure filesystem access for AI assistants with optimizations like file reading limits and depth-limited traversal to improve token efficiency. It enables AI models to read, write, and search files within explicitly allowed directories while automatically skipping large system folders.

The LlamaCloud-MCP Repository

llamacloud-mcp is a cloud computing platform that offers secure and scalable solutions for businesses looking to move to the cloud. It provides easy access to virtual servers and storage options for efficient data management.

Model Context Protocol (MCP) Servers

Model Context Protocol (MCP) Server Collection

MySQL MCP Server

A tool that connects to local MySQL databases and enables large language models (LLMs) to execute SQL queries through the Model Context Protocol (MCP).

mcp-booth

Booth.pm

Python MCP Server Development Framework

A comprehensive framework for building reliable Python MCP servers that enforces incremental development practices through Cursor Rules, featuring built-in security measures and a smart rule system.

CodeBox-AI

一个安全可靠的 Python 代码执行服务，旨在与 GPT 和 Claude 等大型语言模型集成，提供一个自托管的替代方案，以取代 OpenAI 的 Code Interpreter。现在支持 MCP 服务器。

YouTube MCP Server Enhanced

Enables AI language models to interact with YouTube content through the YouTube Data API, including retrieving video details, transcripts, channel information, playlists, and searching videos with enhanced responses that include direct URLs.

MCP Atlassian

Integration server that connects AI assistants to Atlassian products (Confluence & Jira), enabling natural language interactions for searching content, managing issues, creating documents, and updating project information.

Git Workflow Automation MCP Server

Provides automated Git workflow tools for committing, creating pull requests, and merging with proper GitHub authentication handling. Supports complete Git workflows from commit to merge with dry run capabilities and conventional commit formatting.

Hippycampus

一个基于 LangChain 的服务器，支持动态加载 OpenAPI 规范，并通过服务器发送事件 (SSE) 传输实现与 Web 服务的自然语言交互。

Google Sheets MCP Server

Enables Claude to read, write, append, and clear data in Google Sheets directly using a Google Cloud Service Account. It provides tools for real-time spreadsheet interaction, including fetching sheet metadata and managing cell ranges through simple commands.

Durable MCP Tripleshot

Enables users to search, browse, and retrieve AI prompts from the Tripleshot public API. Provides access to community prompts, trending content, and template rendering capabilities through a durable MCP server interface.

Zypin MCP

A lightweight MCP server for browser automation using Playwright with essential tools for navigation, form interaction, and web scraping. Provides 16 core browser automation tools with minimal setup and fast performance.

Obsidian MCP Server

Enables AI assistants to read, write, search, and navigate Obsidian vault notes with support for CRUD operations, full-text search, graph navigation, daily notes, and frontmatter management.

Lambda Performance MCP Server

Enables comprehensive analysis of AWS Lambda performance including cold start tracking, memory utilization monitoring, cost analysis, and optimization recommendations. Provides real-time metrics, comparative analysis across multiple functions, and actionable insights to improve Lambda performance and reduce costs.

NPM MCP Server

A Model Context Protocol server that enables language models to interact with npm services securely, providing tools for package management, project initialization, script execution, and security auditing.

Enhanced Web Scraper MCP Server

Enables web scraping, React app testing, and React Native web app inspection using Playwright with multi-browser support. Provides backward compatibility with regular websites while offering enhanced features for React applications including mobile viewport emulation and component analysis.

Houtini-lm

Houtini LM - LM Studio MCP Server with Expert Prompt Library and Custom Prompting - Offload tasks to LM Studio from Claude Desktop.

Saleor MCP Server

A Model Context Protocol server that enables AI assistants to interact with Saleor e-commerce data including products, orders, customers, and more.