Discover Awesome MCP Servers

MathJS Calculator MCP Server

Provides mathematical calculation capabilities using MathJS, enabling expression evaluation and derivative calculation.

api-draw

MCP server for generating and editing images using gpt-image-2. Enables image creation, editing, listing, and retrieval via natural language tools.

APIMesh MCP Server

23 pay-per-call web analysis APIs as MCP tools. Security audits, tech stack detection, email verification, SEO analysis, SSL checks, performance monitoring. Supports x402 and Stripe MPP payments.

guidetopharmacology

Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying drug targets, ligands, and pharmacological data without API keys.

code-graph-mcp

Turns a codebase into a queryable graph with semantic search, call graphs, and control/data flow analysis, served to AI coding agents via the Model Context Protocol.

Chess.com MCP Server

Proporciona acceso a datos de jugadores de Chess.com, registros de partidas e información pública a través de interfaces MCP estandarizadas, lo que permite a los asistentes de IA buscar y analizar información de ajedrez.

cctx

Enables Claude Code to reduce token usage by 70-90% using a local LLM for codebase indexing, tool output compression, and turn summarization.

Minehut MCP

MCP server that lets AI agents fully manage Minehut Minecraft servers via Playwright browser automation and REST API tools, including server control, console commands, logs, and UI interactions.

Context Zero Engine

A local code-intelligence engine for AI agents that indexes repositories into a PostgreSQL-backed code graph and serves structured, token-budgeted context over MCP and HTTP, enabling targeted queries on symbols, dependencies, contracts, and impact analysis.

mcp-hko

Provides access to Hong Kong Observatory weather data APIs, enabling retrieval of forecasts, earthquake info, tide data, and more via natural language.

MCP Market Statistics Server

Provides comprehensive statistics and advanced analysis tools for the Korean stock market, offering real-time index data, sector analysis, investor trend tracking, and AI-based market pattern recognition.

Netlify Express MCP Server

A serverless MCP server example built with Express and deployed on Netlify Functions, demonstrating how to expose MCP endpoints via a custom URL with proper redirects.

case-mcp

MCP server: convert a string between case styles. Smart splitting handles mixed-case identifiers like someXMLParser and my-Mixed_thing.

GraphQL Schema Embedder MCP Server

Indexes GraphQL schemas using embeddings to enable semantic search of types and fields for fast lookup. It allows LLMs to discover relevant schema signatures and execute queries against live GraphQL endpoints.

claude-cockpit

MCP server for a kanban task board that lets Claude Code manage tasks with priority, categories, and multi-agent safety, plus a web UI for visual drag-and-drop.

cursor-code-mcp

Connects Windows-based Codex to the Cursor Agent CLI in WSL, providing a run_cursor tool to execute tasks in specified working directories and resume sessions per directory.

mpt-ce-cnf-mcp

Provides read-only access to official Brazilian labor court records (Certidão Negativa de Feitos) via a hosted MCP server, enabling AI assistants to query negative certificates with prepaid credits and magic-link login.

remote-mcp-server-authless

Deploy a remote MCP server on Cloudflare Workers without authentication, enabling integration with AI Playground or Claude Desktop.

DevKits MCP Server

Provides 12 local developer tools (JSON format, Base64, JWT decode, regex test, hash, UUID, etc.) for AI assistants like Claude Desktop and Cursor.

discord-mcp

Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, permissions, moderation, forums, webhooks, and embeds

memvault

A local OKF-compatible knowledge engine for AI agents. Enables capturing agent conversations, hybrid semantic+keyword search, MCP serving to agents, interactive graph visualization, and OKF bundle export.

mcp-brain

Enables multi-agent cognitive processing for complex tasks using a pipeline of Analyst, Creator, and Critic agents, running locally via MiniMax API.

mcp-mitre-attck

Enables querying MITRE ATT&CK STIX data, including adversary tactics, techniques, and procedures, via an MCP server connected to the Pipeworx gateway.

connectif-mcp

Minimal MCP server exposing the Connectif HTTP API to MCP clients over stdio, enabling operations like contacts, purchases, products, exports, imports, workflows, and more.

TradingView OpenCode Agent

Connects TradingView Desktop with opencode.ai to enable AI-powered chart analysis, technical indicators, Pine Script development, and replay trading.

NiChart DLMUSE MCP

Hosts T1 MRI skull-strip and MUSE ROI segmentation as an MCP server, enabling Claude Code to run segmentations on a remote GPU instance via SSH tunnel with async job processing.

Batch Review

A collaborative code and markdown review tool that bridges human reviewers and AI agents, enabling both to browse files, inspect git diffs, leave structured comments, and save a final review report from the same UI in real time.

Qdrant MCP Server

Here are a few ways to translate "A Model Context Protocol (MCP) server implementation for RAG" into Spanish, with slightly different nuances: * **Implementación de un servidor del Protocolo de Contexto del Modelo (MCP) para RAG:** This is a direct and literal translation. It's clear and accurate. * **Implementación de un servidor MCP (Protocolo de Contexto del Modelo) para RAG:** This is also very common, using the acronym MCP and then providing the full name in parentheses. This is useful if the acronym is likely to be used later. * **Implementación de un servidor para el Protocolo de Contexto del Modelo (MCP) en RAG:** This emphasizes that the server is *for* the protocol, which is then used in RAG. * **Servidor implementado para el Protocolo de Contexto del Modelo (MCP) en RAG:** This translates to "Implemented server for the Model Context Protocol (MCP) in RAG". **Recommendation:** I would recommend the first option, **"Implementación de un servidor del Protocolo de Contexto del Modelo (MCP) para RAG,"** unless you plan to use the acronym frequently. If so, the second option, **"Implementación de un servidor MCP (Protocolo de Contexto del Modelo) para RAG,"** is a good choice.

pharos-ai-doc-genie

Enables AI agents to generate real Office documents (.pptx, .docx, .xlsx) and source code from natural language via MCP protocol.

d3-mcp-server

Provides AI agents with D3.js API documentation and example code from d3js.org and Observable gallery, enabling module discovery, documentation search, and example extraction.