Discover Awesome MCP Servers

MCP 学习项目⚡

Aprendizagem individual de MCP

GitHub Copilot Response Time Statistics MCP Server

Enables users to measure, track, and compare response times of GitHub Copilot and other AI models. Provides statistical analysis and performance comparison tools for evaluating AI model efficiency.

FastMCP Demo

A demonstration TypeScript MCP server that showcases basic MCP concepts with simple tools (greeting, calculator), text resources, and prompt templates for learning the Model Context Protocol.

Fetch JSONPath MCP

Enables efficient extraction of specific data from JSON APIs using JSONPath patterns, reducing token usage by up to 99% compared to fetching entire responses. Supports single and batch operations for both JSON extraction and raw text retrieval from URLs.

FL Studio MCP

An MCP server that connects Claude to FL Studio, allowing the AI to send melodies, chords, and drum patterns directly to the DAW via virtual MIDI ports.

mcp-swarm

A multi-model agent swarm coordinator that automatically selects the most suitable LLM based on task content and role requirements. It provides tools for automated model selection, direct model interaction, and task analysis across a variety of specialized AI models.

MCP Imagen Server

Enables text-to-image generation, style transfer, background removal, and automatic image cropping using Google's Imagen AI models through the Model Context Protocol.

Zotero Chunk RAG

Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.

Google Classroom MCP

This MCP server provides comprehensive read and write access to Google Classroom, enabling management of courses, rosters, assignments, and grades. It supports full lifecycle operations for educational environments including student submissions, teacher invitations, and coursework organization.

FastMCP Production-Ready Server

A production-ready MCP server that enables users to interact with Neo4j databases through health checks and Cypher query tools. It features a structured, containerized architecture with built-in support for Azure deployments and environment-driven configuration.

Omotenashi QR MCP Server

Enables text-to-speech generation through the Omotenashi QR API, supporting multiple languages (Japanese, English, Chinese, Korean) with customizable voice speakers and speed settings.

Global MCP Manager

Enables executing terminal commands and managing files across different contexts: local system, remote SSH servers, and GitHub repositories. Provides comprehensive file operations, directory navigation, and multi-environment command execution capabilities.

Simple MCP arXiv client

Um cliente Python simples para interagir com o servidor arXiv MCP.

MCPCurrentTime

A Model Context Protocol server that provides the current time in any timezone with customizable formatting, allowing AI assistants to access accurate time information.

Manim MCP Server

Espelho de

Rancher MCP Server

Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.

MCP Server UV

Um servidor de Protocolo de Contexto de Modelo para o gerenciador de pacotes uv.

LaTeX MCP Server

A server that enables compilation of LaTeX documents to PDF and management of reusable templates and snippets through the Model Context Protocol.

PaperMCP

An academic paper retrieval server that enables AI assistants to search and filter millions of scholarly works from the OpenAlex database by keywords, country, and publication year. It provides comprehensive metadata including abstracts, citation data, and institutional affiliations to streamline academic research and literature reviews.

MCP Gemini CLI

A server that allows interaction with Google's Gemini AI through the Gemini CLI tool using the Model Context Protocol, providing a standardized interface for querying Gemini with various options and configurations.

symbolics-mcp

An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Genera machine over TCP. It bridges JSON-RPC requests to the Genera environment to return evaluation results, stdout, and stderr.

Photopea MCP Server

Enables AI agents to perform advanced image editing and graphic design through Photopea, a browser-based Photoshop alternative. Provides 34 tools for document management, layer operations, filters, adjustments, and exports via a WebSocket bridge to the browser.

Transport Department Puducherry MCP Server

An MCP server that enables interaction with the Transport Department of Puducherry's API services through natural language, providing access to transportation-related data and operations.

iRAG MCP Server

A Model Context Protocol server that enables Claude Desktop to generate images using Baidu's iRAG image generation API through a standardized interface.

BigCommerce MCP Server by CData

This read-only MCP Server allows you to connect to BigCommerce data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

MetaMask MCP

A Model Context Protocol server that allows LLMs to interact with blockchain through MetaMask, keeping private keys securely in your crypto wallet while enabling transactions and blockchain operations.

Gemini Email Subject Generator MCP

An MCP server that utilizes Google's Gemini Flash 2 model to generate AI-driven email subjects and detailed reasoning processes. It enables users to send emails via SMTP with dynamic content and save complex brainstorming sessions to local files.

Brave Search MCP Server

Integrates the Brave Search API to provide web and local search capabilities, including news, articles, and business information. It features smart fallbacks from local to web search and supports pagination and freshness controls.

MCP Pyrefly

Integrates Pyrefly's real-time Python type checker with a gamification system that rewards fixing code errors with lollipops, using psychological manipulation to encourage LLMs to actively hunt for and fix all errors including imports.