Discover Awesome MCP Servers

Couchbase MCP Server by CData

Couchbase MCP Server by CData

mcp-server-pdf

An MCP server that downloads PDF files from URLs and converts them to Markdown format. Supports custom file names and directories, with security measures like SSRF protection.

WinCC OA MCP Server

A Model Context Protocol server that exposes WinCC OA datapoint operations as LLM-callable tools, enabling read, write, create, delete, and query operations on datapoints.

MCP Embedding Storage Server

Enables storing and retrieving information using vector embeddings with semantic search capabilities. Integrates with the AI Embeddings API to automatically generate embeddings for content and perform similarity-based searches through natural language queries.

RedTrack MCP Server

A stateless MCP server that exposes RedTrack attribution data via two endpoints (GET /manifest and POST /run) and can be deployed with one click on Railway.

mcp-usda-fdc

Provides tools to search and retrieve USDA Food Data Central information, including food items, nutrients, and food groups, enabling AI agents to query food data through natural language.

Taiwan Health MCP Server

Integrates Taiwan health data and international medical standards, providing 28 MCP tools for diagnostics, drugs, lab tests, and clinical guidelines via FHIR R4.

mcp-toolmux

Proxy-style MCP tool multiplexer that aggregates multiple downstream stdio MCP servers into one, offering meta-tools for status, search, call, parallel, batch, and pipeline operations with concurrency control and caching.

resQ MCP Server

A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.

TiddlyWiki MCP Server

Provides AI assistants with access to TiddlyWiki wikis via HTTP API, supporting tiddler management (create, update, delete, search) and semantic search capabilities using Ollama embeddings for natural language queries.

mcp-multi-db

Read-only MCP server for querying PostgreSQL, MySQL, and SQLite from AI agents — multi-database, safe by default.

Prompt Registry MCP

A lightweight, file-based server for managing and serving personal prompt templates with variable substitution support via the Model Context Protocol. It allows users to store, update, and organize prompts in a local directory through integrated MCP tools and CLI assistants.

GNews MCP Server

Enables searching news articles and fetching top headlines via GNews API with filtering options.

QuantXData MCP Server

MCP server that exposes QuantXData's institutional crypto market data APIs to AI assistants, enabling natural language queries for trades, order books, OHLCV, options, and more across 120+ exchanges.

VibeCheck MCP Server

An AI-powered security audit tool that analyzes codebases for vulnerabilities using real-time data from MITRE CWE and npm audit. It enables deep analysis of authentication, API security, and dependencies to provide structured findings and remediation steps.

wzrdbrain MCP Server

A physics-aware inline skating combo generator that models moves as state transitions to ensure sequences are executable and flow naturally. It allows users to generate custom skating routines and browse a catalog of wizard-style tricks.

fairchem-mcp

An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and minima searches mid-flight, with live monitoring and code introspection.

macOS Shell MCP Server

Enables shell command execution on macOS with session management, background processes, caching, and semantic search via Voyage AI.

DataEdmonton MCP

Enables AI agents to query Edmonton's open data portal via the Socrata SODA API. Part of the Pipeworx MCP gateway.

TaskFabric

A file-based task manager operated through an MCP server, enabling agents to create, search, and manage tasks with git versioning and hybrid semantic+keyword search.

ffmpeg-mcp

Enables LLMs to safely execute ffmpeg and ffprobe operations by passing arguments as arrays, avoiding shell injection, with support for probe, convert, trim, concat, thumbnail, watermark, speed, loudnorm, and batch processing.

Task-Guide-MCP

Improves AI agent task performance by providing task area segmentation, hierarchical RAG, and hybrid search capabilities.

Singapore Bus MCP Server

Provides real-time Singapore bus information, including arrival times, routes, and stop details via the LTA DataMall API.

SonarQube MCP Server

Enables access to SonarQube code quality analysis through MCP, including issue searching, metrics retrieval, and quality gate status.

se-eli-mcp

Enables AI agents to search and retrieve consolidated Swedish statutes (SFS) from the Riksdagen open data API, with verifiable citations and persistent identifiers.

RescueTime MCP Server

Enables comprehensive access to RescueTime productivity data and features through the Model Context Protocol. Supports analytics retrieval, focus session management, highlights creation, and offline time tracking through natural language interactions.

hearthstone-decks-mcp

A Hearthstone deck parsing server that decodes deck codes into detailed card lists, images, and mana curve statistics. It provides tools for searching specific cards and retrieving metadata via the Model Context Protocol.

MapleStory MCP Server

Provides structured access to Nexon's MapleStory Open API, allowing users to query character stats, equipment, Union systems, and guild data. It also enables AI assistants to retrieve game rankings, enhancement probabilities, and official game announcements.

Google Image Search MCP

Provides tools for searching and downloading images using Google Image Search API.

台灣中央氣象局 MCP 伺服器

Servidor MCP de la Administración Meteorológica Central de Taiwán (CWA) API