Discover Awesome MCP Servers

Watson Discovery MCP Server

Enables AI assistants to interact with Watson Discovery, listing projects and collections, and executing natural language queries.

F1 MCP Server

A real-time Formula 1 analytics server that lets you ask natural language questions about races, lap times, tyre strategies, pit stops, and more using live data from the OpenF1 API.

krx-cli

Enables AI agents to query real-time and historical Korean stock market data from KRX (Korea Exchange) including indices, stocks, ETFs, bonds, derivatives, and commodities via MCP tools and resources.

masabbs-mcp

MCP server enabling LLMs to retrieve thread-centered discussion context and manage organization design through masabbs REST API.

SearchAPI MCP Server

Connects AI assistants to external data sources (Google, Bing, etc.) via SearchAPI.site, implementing the Model Context Protocol (MCP) for secure and contextual access to web information.

Wanyi Watermark Remover

Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu (RedNote) share links, with optional AI-powered video transcription support.

Model Context Protocol (MCP) Tips and Best Practices

Aquí tienes una colección de consejos y buenas prácticas para trabajar con servidores del Protocolo de Contexto del Modelo (MCP):

figmind

MCP server that connects AI clients to Figma, enabling real-time reading, creation, and modification of designs using natural language.

mcp-check-links

Analyzes websites for broken links, missing meta tags, and redirect chains, returning a health score and actionable suggestions.

claude-mcp-tunnel

MCP server that detects project frameworks (25+), starts dev servers, and creates public Cloudflare tunnels from a single tool call. Text Claude via Dispatch "start my project and give me a link" and get back an HTTPS URL you can open on your phone. Supports full-stack projects, auto-installs dependencies, and also works as a standalone CLI.

bazzite-mcp

MCP server for managing Bazzite Linux hosts, enabling system administration, desktop control, and gaming tasks through natural language.

DDG MCP Server

A basic MCP server template built with FastMCP framework that provides example tools for echoing messages and retrieving server information. Serves as a starting point for building custom MCP servers with support for both stdio and HTTP transports.

MCP Utils

A comprehensive utilities library for building Model Context Protocol servers, providing standardized tools for response formatting, caching, rate limiting, logging, and WebSocket management.

Vault Java MCP Server

PayPal-Java-MCP Server

mymedi-ai-mcp-server

Healthcare billing AI for agents — 12 tools for ICD-10/CPT/HCPCS code lookup (80K+ codes), prior auth prediction, medical NER, claims validation, HIPAA compliance auditing, and provider/drug enrichment. Pay-per-call via credits or USDC.

ida-domain-mcp

Headless MCP server for IDA Pro enabling on-demand database loading and programmatic reverse engineering workflows via MCP tools.

Work Memory MCP Server

Manages persistent work memories and context across AI tools, enabling structured storage, search, and retrieval of work content, tasks, and knowledge with session-based project organization.

inked

inked

API Request MCP Server

Enables automatic HTTP requests (GET, POST, PUT, DELETE, etc.) with JSON validation and proxy support. Supports custom headers, request bodies, and environment variable configuration for seamless API integration.

cdp-tools-mcp

Enables AI agents to debug code and automate browsers using Chrome DevTools Protocol, supporting breakpoints, variable inspection, and replayable interaction recording.

Codex Conductor

An MCP server that allows AI agents to monitor and interact with Codex sessions, providing session awareness, status summaries, and managed tmux windows for automated continuation.

Python MCP Server Template

A template repository for creating custom Model Context Protocol (MCP) servers in Python that can be integrated with applications like Claude Desktop or Cursor.

io.github.arpe-io/fastbcp-mcp

Enables exporting data from databases to files (CSV, TSV, JSON, BSON, Parquet, XLSX, Binary) with optional cloud storage targets, via a two-step preview-execute safety process.

WOL MCP Server

Provides read-only access to the Watchtower Online Library (WOL) with advanced search capabilities, document retrieval, and multilingual support. Enables users to search and browse Jehovah's Witnesses publications through natural language interactions.

QA Browser MCP Agent

An MCP server that enables browser-based QA testing of web applications using Playwright, with support for manual and AI-driven test execution and HTML reporting.

Audio Analysis MCP Server

Enables AI models to analyze audio files through numerical fingerprints, pitch tracking, and visual spectrograms without requiring direct audio playback. It provides tools for comparing audio iterations and detecting patterns using token-efficient analysis operations.

Products API MCP Server

An MCP server that retrieves product data from the DummyJSON API, supporting filtering by various parameters like ID, title, category, brand, price and rating.

discord-mcp

MCP server for Discord communications, enabling listing guilds and channels, reading and sending messages, creating threads, and adding reactions.

ScottOS MCP Calendar Server

Enables ChatGPT to interact with Google Calendar through a remote MCP server. Provides tools to list, create, update, and delete calendar events with OAuth authentication.

Vertex AI MCP Server

Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.