Discover Awesome MCP Servers

SSH MCP Server

Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.

scifinder-route-mcp

MCP server for indexing and searching reaction-step-level synthesis routes from local SciFinder exports, designed for Docker/NAS deployment.

polymarket-mcp

Enables AI assistants to query Polymarket prediction markets and analyze market data through the MCP interface.

neil-mcp-server

mcp mysql

GameDevBench MCP

Enables LLM agents to capture screenshots and visualize runtime behavior within the Godot game engine for game development benchmarking. It utilizes AppleScript to provide display capture functionality for agents running on macOS.

MCP Todo List

MCP server that exposes a TODO list API to AI assistants, enabling natural language management of tasks with create, read, update, and delete operations.

GIMP MCP

Generates images from text descriptions using Stable Diffusion AI, integrated with VS Code through Model Context Protocol. Supports both AI-powered realistic images and quick PIL-based sketches, with batch processing and animated GIF creation capabilities.

beanie-mcp

An MCP server for querying Beancount ledgers using natural language, enabling financial analysis through Claude with tools for BQL queries and ledger validation.

Location MCP Server

An MCP (Model Context Protocol) server that provides location data from a local macOS app.

lsp-mcp

Enables AI assistants to interact with VS Code's language server protocol features (definitions, references, diagnostics) and debugger (breakpoints, stepping, variable inspection) via an MCP server.

FastMCP_RecSys

Un sistema de recomendación de moda basado en CLIP que permite a los usuarios subir imágenes de ropa y recibir etiquetas y recomendaciones basadas en el análisis visual.

HitKeep

Read-only MCP server for aggregate HitKeep analytics and official documentation, including traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting.

Tonle OpenProject MCP Server

Enables AI assistants to interact with OpenProject's API v3 for comprehensive project management operations including work packages, projects, time tracking, users, and all other OpenProject features through natural language.

tcpsh-mcp

MCP server for interactive TCP connection management, enabling opening listeners, managing sessions, port forwarding, proxy with logging, and local command execution from any MCP host.

redash-mcp

Model Context Protocol (MCP) server for Redash - manage queries, dashboards, and visualizations through AI assistants like Claude.

Office Document Processing MCP Server

Enables creation and editing of Word, Excel, and PowerPoint documents within MCP clients through AI assistants.

FlyonUI MCP Server

An AI-powered Tailwind builder that helps developers create, inspire, and refactor UI components directly within their IDE, supporting popular frameworks like React, Next.js, Vue, and Svelte.

Elasticsearch MCP Server

Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.

ProPlan

MCP server for project planning inside Claude. It tracks progress, knows your codebase, and resumes exactly where you left off every session.

Vybe Virtual Try-On MCP Server

A FastMCP server that provides virtual try-on functionality through the Replicate API, allowing users to visualize how clothing items would look on models.

github-mcp

A read-only MCP server that exposes GitHub user profiles, repository info, and search via tools for AI assistants like Claude.

APM Terminal Operations Intelligence

Enables querying and analysis of container terminal operations including vessel tracking, crane management, and productivity metrics through natural language interactions with a MySQL database.

gemini-diagram-mcp

MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.

kiro-research-mcp

Implements Anthropic's multi-agent research methodology with tools for iterative web search, source quality scoring, citation tracking, and quality-tiered report generation.

Gmail + Calendar MCP Server

A multi-account MCP server providing 72 tools for Gmail and Google Calendar, with password protection, environment variable-based credentials, and support for multiple accounts.

@striderlabs/mcp-ubereats

MCP server for Uber Eats that lets AI agents search restaurants, browse menus, place orders, and track deliveries using Playwright browser automation.

Rovodev CLI MCP

Exposes Rovodev CLI as MCP tools for interacting with Rovodev agent, including session management, streaming chunk-caching, and tool-based CLI operations.

news-sentiment-mcp

Provides news sentiment scores, media volume trends, and historical coverage data for any topic, enabling AI to analyze positive or negative coverage over time.

Product Data Tools MCP Server

A basic MCP server setup guide demonstrating how to configure and run Python-based MCP servers with integration examples for Bright Data web scraping and Apify Actors for product data collection.