Discover Awesome MCP Servers

Link MCP

Enables intelligent web document scraping and conversation memory management for Cursor IDE. Supports multi-level link crawling, automatic content extraction, and organized storage of conversations and technical documentation.

Ultimate-MCP-Server

Provides a suite of tools like agent orchestration and token optimization for Claude

VSC-MCP

Este proyecto proporciona herramientas que exponen la funcionalidad del Protocolo de Servidor de Lenguaje (LSP) como herramientas MCP (Protocolo de Contexto de Modelo).

Snowflake MCP Server

Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.

Formula One MCP Server

A Model Context Protocol server that provides comprehensive Formula One racing data, enabling access to event schedules, driver information, telemetry data, race results, and performance analytics through natural language queries.

Gold Standard Apology MCP

Provides guidelines for writing proper apologies based on the situation, relationship, and severity. Returns structured prompts that help LLMs generate sincere and appropriate apology letters in Korean.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to view and manage merge requests, review discussions, check CI/CD pipelines and test results, and respond to comments through natural language.

VerdictSwarm MCP Server

Enables AI agents to scan crypto tokens for rug pulls, scams, and risk using a six-agent consensus system. It provides real-time security audits and risk scoring for tokens on Solana, Ethereum, Base, and BSC.

MCP Analytics

Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report

Wikimedia-Search-Images

This MCP server enables AI assistants to search for images on Wikimedia Commons, providing detailed metadata and optional thumbnail combinations to assist AI models in visual comparisons.

Next.js Docs MCP

Provides AI agents with access to a comprehensive database of 200+ Next.js documentation URLs for intelligent document selection and retrieval. Enables Claude and other AI assistants to analyze user queries and recommend the most relevant Next.js documentation pages.

OpenClaw MCP Server

Enables delegation of immediate conversational messages and long-running background tasks to OpenClaw agents. It allows users to spawn research or monitoring tasks, check execution status, and manage active agent sessions within MCP-compatible clients.

YouTube Search MCP Server

Enables AI assistants to search YouTube videos with rich metadata including titles, channels, view counts, and duration. Supports multi-language search and is designed for remote deployment on the Dedalus platform.

Google Calendar MCP Server

Provides AI assistants with intelligent access to Google Calendar data, enabling natural language queries about availability, upcoming events, schedule conflicts, and meeting summaries through context-aware calendar integration.

Jokes MCP Server

An MCP server that enables Microsoft Copilot Studio to fetch and deliver various types of jokes (Chuck Norris, Dad jokes, and Yo Mama jokes) from multiple online joke APIs.

Akebono MCP

Provides scored and reasoned Kyoto temple data optimized for AI travel agents to deliver personalized recommendations based on natural language queries. It enables agents to retrieve detailed temple information including historical significance, pricing, and crowd levels.

mcpXL30

Enables LLM agents to control a Philips XL30 ESEM microscope by exposing tools for imaging, beam adjustment, and vacuum chamber operations. It features a safety envelope to regulate sensitive parameters like high tension and stage motion.

BookStack MCP Server

Enables AI assistants to manage BookStack documentation through natural language, supporting content browsing, search, and CRUD operations for books, chapters, and pages.

Mandoline MCP Server

Enables AI assistants to reflect on, critique, and continuously improve their performance using Mandoline's evaluation framework. Provides tools for creating custom evaluation metrics and scoring prompt/response pairs to measure AI assistant quality.

Stacks MCP Server

Enables interaction with the Stacks blockchain through Claude Desktop. Manage wallets, trade tokens on DEXs, stack STX for Bitcoin rewards, and track portfolio—all through natural conversation.

ChiCTR MCP Server

Enables querying clinical trial information from the Chinese Clinical Trial Registry (ChiCTR) by searching trials with keywords, registration numbers, or years, and retrieving detailed trial information.

MCP Label Printer

Enables printing labels with QR codes and text to a Brother QL-810W printer via P-touch Editor Lite, useful for creating physical labels for GitHub issues and pull requests.

LoL Data MCP Server

A comprehensive League of Legends data ecosystem that provides access to champion statistics, item data, and patch history via the Model Context Protocol. It enables analysis of game mechanics, build optimization, and meta tracking through real-time data integration.

MCP Instruct

Provides persistent personal and organizational knowledge storage that any LLM can connect to for instant context about who you are, what you do, and your preferences. Enables AI agents to maintain long-term memory across sessions through structured data categories, semantic search, and export/import capabilities.

DuckDB MCP Server

Enables AI assistants and IDEs to execute SQL queries on local DuckDB databases, in-memory databases, or cloud-stored databases with support for flexible connections and configurable result limits.

Drug Interaction MCP Server

Enables querying of Chinese-Western medicine interactions with comprehensive drug information, risk assessment, and clinical recommendations. Supports searching medicines, checking interactions individually or in batches, and provides safety guidance with severity classifications.

SABIS MCP Server

Enables AI assistants to securely retrieve academic grades and course information from Sakarya University's SABIS student information system through automated web scraping.

MCP Browser Debugger

Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.

TrakSYS MCP Server

An MCP server that provides secure, read-only access to the TrakSYS manufacturing analytics platform through entity-based tools and guided investigation prompts. It enables users to interact with manufacturing databases and perform data analysis via natural language.