Discover Awesome MCP Servers

agent-toolbelt

Agent Toolbelt is an MCP server exposing 11 focused API tools for LLM agents — schema generation, text extraction, token counting, CSV conversion, Markdown conversion, URL metadata, regex builder, cron expressions, address normalization, color palettes, and brand kits. Each tool is a focused microservice with structured input/output, WCAG-scored color data, USPS address parsing, and multi-model to

Qdrant MCP Server

Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.

Jupyter Earth MCP Server

Una implementación de servidor del Protocolo de Contexto de Modelo que proporciona herramientas de análisis geoespacial en cuadernos Jupyter, particularmente para la descarga de gránulos de datos de la Tierra de la NASA.

Discord Webhook MCP

Enables LLMs to send messages and rich embeds to Discord via webhooks, supporting plain text messages, formatted embeds with images and fields, and customizable webhook appearance for AI-powered Discord notifications and integrations.

NestJS MongoDB MCP Server

Enables AI assistants like Claude to interact with MongoDB databases through standardized MCP tools. Supports full CRUD operations, aggregations, and natural language queries with Clean Architecture and dual transport modes (STDIO/HTTP).

AI Customer Support Bot - MCP Server

Un servidor de Protocolo de Contexto de Modelo (MCP) que proporciona soporte al cliente impulsado por IA utilizando la integración de Cursor AI y Glama.ai.

revit-mcp

Enables AI assistants to interact with Autodesk Revit to query project data, manage elements, and execute generated code via the Model Context Protocol. It provides full compatibility with GitHub Copilot and Claude to automate BIM modeling workflows.

Para Wallet MCP Server

Enables AI agents to create and manage MPC wallets across EVM, Solana, and Cosmos blockchains through the Para REST API. It provides tools for wallet creation, status tracking, and secure data signing using Multi-Party Computation.

mcp-graphql-forge

MCP that can proxy any GraphQL API and expose graphql operations as mcp tools.

YAPI Interface MCP Server

A Model Context Protocol server that allows AI development tools like Cursor and Claude Desktop to retrieve detailed YAPI interface information by interface ID.

MySQL MCP Server

Enables AI models to interact with MySQL databases through a standardized interface, supporting queries, data manipulation, table inspection, and query performance analysis with secure prepared statements.

System Designer MCP Server

Enables AI agents to create, validate, and export UML system models using structured MSON format. Supports generating PlantUML and Mermaid diagrams with direct export to System Designer macOS application.

MCP Aggregator Server

Provides a unified MCP interface that proxies requests to multiple backend servers including memory/knowledge graph and vector database services. Enables seamless access to distributed MCP tools through a single endpoint with automatic routing, health monitoring, and retry logic.

Elasticsearch/OpenSearch MCP Server

An MCP server that enables interaction with Elasticsearch and OpenSearch clusters for searching documents and managing indices. It provides tools for cluster health monitoring, index configuration, and general API requests.

AWS AgentCore MCP Server

Provides comprehensive documentation about AWS AgentCore framework to GenAI tools, enabling users to build production-ready AI agents with enterprise-grade security, observability, and scalability. Offers guidance on identity management, API integration, monitoring, code execution, memory storage, and tool integration for AI agents.

Weaviate MCP Server

El servidor MCP para Weaviate facilita la integración con Weaviate utilizando un servidor personalizable basado en Python, lo que permite la interacción con las bases de datos de Weaviate y las API de OpenAI a través de URL y claves de API configurables.

CISA M365

Este servidor MCP implementa VariasPolíticas de acuerdo con los requisitos de CSA BOD 25-01 para los servicios en la nube de Microsoft 365.

mcp-prompts-rs

Servidor basado en Rust para gestionar prompts de IA utilizando el Protocolo de Contexto de Modelo (MCP).

remote-control-mcp

Enables AI services like Claude and Cursor to remotely control a Mac by executing shell commands, managing files, and running AppleScript for UI automation. Access is secured through OAuth 2.0 authentication and encrypted tunnels to protect remote interactions.

MCP Java Testing Agent

Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle checking through MCP tools. Enables iterative improvement of test coverage and code style until quality goals are met.

You Need A Budget (YNAB) MCP

An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

Giphy MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing agents to search, retrieve, and manage GIF animations through natural language commands.

Intervals.icu MCP Server

Conecta a Claude con la API de Intervals.icu para recuperar datos de fitness, incluyendo actividades, entrenamientos, métricas de bienestar y eventos de entrenamiento.

MCP Server Demo

A monorepo containing three Model Context Protocol (MCP) servers that enable natural language interaction with databases, GitHub repositories, and time/timezone services.

Semantic Cache MCP

Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.

Senior Developer Job Description MCP Server

Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.

Memory MCP

A Rust-based MCP server that provides long-term memory capabilities for AI agents using keyword-based storage and retrieval. It supports isolated namespaces for different users or projects, allowing LLMs to remember and recall information across sessions.

MCP Microsoft Office

Connects AI assistants to Microsoft 365 accounts to manage emails, calendars, files, and Teams messages. It offers 71 tools and supports multi-user environments through a secure, customizable server architecture.