Discover Awesome MCP Servers

OpenAI Tool Bridge

Uma ponte leve que envolve as ferramentas integradas da OpenAI (como pesquisa na web e interpretador de código) como servidores do Protocolo de Contexto do Modelo (Model Context Protocol - MCP), permitindo seu uso com Claude e outros modelos compatíveis com MCP.

Running Formulas MCP Server

Provides comprehensive running performance calculations including VDOT, training paces, race time predictions, velocity markers, and heart rate zones using Jack Daniels, Greg McMillan, and Riegel methodologies.

MemOS

MemOS (Memory Operating System) is a memory management operating system designed for AI applications. Its goal is: to enable your AI system to have long-term memory like a human, not only remembering what users have said but also actively invoking, updating, and scheduling these memories.

ragmap

MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) quickly find the right retrieval server for a task under constraints like citations, freshness, privacy, domain, and latency. MapRag does not do RAG itself. It helps you choose the best RAG tool/server to do the retrieval.

Inbox MCP

Transform your inbox into an intelligent, LLM-powered assistant that manages, organizes, and streamlines email using conversational language. Compatible with Gmail, Outlook, iCloud, Yahoo, and IMAP services through Nylas v3 API.

Notion Knowledge MCP Server

A Cloudflare Workers-based service that enables intelligent searching, automatic code snippet recording, and statistical analysis of programming knowledge stored in Notion databases.

DataMerge MCP

Enables AI assistants to enrich and retrieve company data by connecting to the DataMerge Company API. It supports operations such as starting enrichment jobs, fetching company records, and inspecting corporate hierarchies.

A-MEM: Agentic Memory System

Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

Ontology MCP

A Model Context Protocol (MCP) server that connects GraphDB's SPARQL endpoints and Ollama models to Claude, enabling Claude to query and manipulate ontology data while leveraging various AI models.

PostgreSQL MCP Server

Enables users to perform SQL query execution, schema exploration, and performance analysis on PostgreSQL databases through any MCP-compatible client. It prioritizes security with read-only protection by default and provides guided workflows for database documentation and optimization.

kernel-build-mcp

An MCP server designed for remote Linux kernel cross-compilation over Tailscale SSH. It enables users to manage configurations, execute kernel builds, and retrieve build artifacts directly through an MCP-compatible interface.

MCP Macaco Playwright

Enables comprehensive browser automation and web interaction through Playwright with 50+ specialized functions for navigation, form filling, data extraction, and Chrome DevTools Protocol support. Designed specifically for AI agents to perform complex web workflows including scraping, testing, and automated browsing tasks.

Document360 MCP Server

Enables access to Document360 knowledge base content through simple GET operations. Allows searching, browsing categories, and reading articles from Document360 projects using natural language.

DevContainer MCP Server

Enables AI-powered creation, configuration, and management of DevContainer environments using natural language prompts. Supports 11+ templates for popular development stacks and provides container lifecycle operations through VS Code, Cursor, or any MCP-compatible editor.

Jira Service Management MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Jira Service Management (beta): https://www.cdata.com/download/download.aspx?sku=GKZK-V&type=beta

OpenSCAD MCP Server

Enables AI assistants to render 3D models by providing tools to execute OpenSCAD code and generate single or multi-perspective views. It returns high-quality PNG renderings directly to LLM applications for visual feedback and 3D model visualization.

RenderDoc MCP Server

Enables AI assistants to analyze and inspect RenderDoc capture files, providing tools to examine draw calls, textures, buffers, and shader information. It allows developers to perform graphics debugging and resource analysis through natural language interactions.

MCP KnowledgeBase Server

Servidor de Protocolo de Contexto do Modelo (MCP) permitindo que LLMs armazenem e pesquisem conhecimento em um banco de dados SQLite.

Spotify MCP Server

Integrates Spotify with Claude to enable voice-controlled music playback, playlist management, and personalized recommendations through conversational AI. It provides comprehensive tools for searching tracks, managing liked songs, and analyzing listening habits.

XiaoZhi MCP Aggregate

A powerful interface for extending AI capabilities through remote control, calculations, email operations, knowledge search, and more.

PubMed MCP Server

Enables comprehensive biomedical literature research through PubMed database access with advanced search, full-text retrieval, citation analysis, and batch processing capabilities. Supports both local deployment and cloud hosting for seamless integration with AI assistants.

MCP Docs Provider

Enables AI models to seamlessly access and query local markdown technical documentation files, providing automatic documentation context without explicit prompting.

Refactoring MCP

Exposes structured prompt generation tools for refactoring protocol and governance specifications via MCP, enabling teams to generate, validate, and retrieve standardized refactoring prompts through automation scripts and HTTP APIs.

polaris-audit

Audit any website for privacy, security, accessibility, and performance issues — with scores, grades, and actionable fix instructions. No account required.

3D-MCP

A universal Model Context Protocol implementation that serves as a semantic layer between LLMs and 3D creative software, providing a standardized interface for interacting with various Digital Content Creation tools through a unified API.

Forge

Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.

Octagon: MCP For Investment Research

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MCP Basics

A centralized Model Context Protocol server that provides common development tools (like formatting and translation) across all your Cline projects without needing to install them individually.

Vimango MCP Server

Enables Claude to create and organize markdown research notes directly in your local vimango SQLite databases, with support for contexts, folders, and automatic synchronization.

WinCC Unified MCP XT

An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via GraphQL to manage real-time and historical tag data. It enables AI assistants to browse SCADA objects, read or write tag values, and perform alarm management tasks such as fetching, acknowledging, and resetting alarms.