Discover Awesome MCP Servers

QPanda3 Runtime MCP Server

Enables AI assistants to interact with Origin Quantum computing services through QPanda3 Runtime. Supports quantum computing tasks like circuit sampling, expectation estimation, device management, and batch operations on quantum processing units.

GPT MCP App - User & Loan Info Tools

An MCP server hosted on AWS Lambda that provides tools for retrieving user profiles and loan details via API Gateway. It enables GPT models to interact with structured user and financial data using the Streamable HTTP transport.

YouTube MCP

A Model Context Protocol server that enables Claude to interact with YouTube data and functionality through the Claude Desktop application.

React Native MCP Server

Provides comprehensive React Native development assistance with expert-level automated code remediation, security vulnerability fixes, performance optimization, and production-ready code generation. Includes testing suite generation, dependency management, and accessibility compliance tools.

Astryx Documentation MCP Server

Enables AI assistants to search and retrieve documentation, component specs, theme guides, and CLI commands for the Meta Astryx Design System, providing structured tools and guidelines for coding agents.

whatsapp-business-mcp

MCP server for the WhatsApp Business API that enables managing business accounts, phone numbers, message templates, sending template messages, and tracking message status via the Meta Graph API.

AnythingMCP

A self-hosted MCP gateway that turns REST, SOAP, GraphQL, and SQL endpoints into MCP tools, enabling AI clients like Claude and ChatGPT to interact with legacy and modern APIs without code changes.

Fal.ai MCP Server

Enables Claude Desktop and other MCP clients to generate images, videos, music, and audio using Fal.ai models. Supports text-to-image generation, video creation, music composition, text-to-speech, audio transcription, and image enhancement through natural language prompts.

Ultralytics MCP Server

A Model Context Protocol compliant server that provides RESTful API access to Ultralytics YOLO operations for computer vision tasks including training, validation, prediction, export, tracking, and benchmarking.

py-mcp-server-template

A template for creating custom MCP servers in Python using uv, with integration instructions for Claude Desktop or Cursor.

POEditor MCP Server

Enables comprehensive translation management through POEditor's API with project, language, term, and translation operations. Includes automation scripts for reporting, monitoring, AI-powered suggestions, and multi-format exports.

real-world-mcp

Enables AI agents to rank US healthcare organizations for clinical trial site feasibility, predicting patient accrual for a Graves' disease protocol using claims and registry data.

mcp-memory-graph

A context-aware memory MCP server with authority weighting, conflict detection, and typed relationship edges for intelligent memory retrieval.

Edge TTS MCP

A cross-platform MCP server that enables Claude to speak using Microsoft Edge TTS with support for over 300 voices across 50+ languages. It requires no API keys and allows for customization of speech rate, volume, and pitch.

Sunex Optics MCP Server

Enables AI assistants to search Sunex's lens and imager catalog using natural language queries. It provides tools for finding compatible lenses, sensor specifications, and product details through a public Model Context Protocol server.

SWEN AI

AI news, model intelligence rankings (Artificial Analysis Index, deduplicated by model family), and AI tools/tutorials directory. Free, no API key required — 7 tools for news search, model lookup, rankings, and tools discovery.

gbdocs-mcp

An MCP server that turns the Game Boy Pan Docs into precise, citable lookups for registers, opcodes, memory, cartridges, and CPU behavior, enabling decompilation work.

Netlify Express MCP Server

A basic example MCP server deployed as a Netlify serverless function using Express. Demonstrates how to run Model Context Protocol servers in a serverless environment with proper routing configuration.

MCP ETO Travel

Enables searching tours on eto.travel using browser automation via Playwright. Supports finding a single tour or a categorized selection (budget, optimal, premium) based on filters like destination, departure city, nights, and month.

fal-mcp

Image generation for Claude using every model on fal.ai, inline in conversations. Supports FLUX Schnell, Ideogram, SDXL, and more with privacy option via Venice.ai.

a11y-mcp-server

An MCP server for accessibility auditing that provides WCAG 2.2 criteria lookup, HTML remediation guidance, and automated documentation generation for UI components. It enables users to analyze code snippets for issues and generate professional accessibility audit reports.

RPA MCP Server

Provides comprehensive desktop automation capabilities including AI-powered vision, OCR, and mouse/keyboard control via a Spring Boot REST API. It enables users to execute multi-step workflows, manage files, and automate browser interactions.

townshipamerica-mcp

MCP server for converting PLSS legal descriptions to GPS coordinates and vice versa, enabling AI agents to work with U.S. Public Land Survey System data.

dryrun

Gives AI coding assistants, IDEs, and CI full PostgreSQL schema intelligence from an offline snapshot, enabling linting, query validation, migration safety analysis, and foreign key graph exploration without ever exposing database credentials.

photo-vlm-mcp

A local Ollama-backed MCP server that gives coding assistants a portable photo-understanding toolset including photo analysis, OCR, scene inspection, comparison, and metadata extraction.

trello-mcp-server

Integrates Trello with Claude Code for advanced project planning and task management, featuring intelligent task analysis, automatic board setup, and natural language due dates.

cursor-mcp-qa-agent

A local MCP server that gives Cursor Agent three focused QA tools for analyzing user stories, creating test charters, and drafting bug reports, with built-in safety rules and reusable workflows.

stock-analyzer-mcp

85 tools for Taiwan + US stock-market analysis — quotes, three major institutional flows, chip data, fundamentals, technical indicators, backtesting, risk metrics. Requires the Stock Analyzer desktop app running locally on port 3000.

mcp_socket_server

An MCP server that bridges LLM platforms with multiple socket_server targets, enabling batch parallel execution of packet capture, dial testing, command, and file operations with authentication, auditing, and status locking.