Discover Awesome MCP Servers

colab-autopilot

Enables AI agents to autonomously manage Google Colab GPU sessions, submit and monitor training jobs, and debug/fix issues via an encrypted tunnel without requiring a browser tab.

ahk-mcp

AutoHotkey v2 MCP Server with prompts, tool chains, debugging, and code execution.

roadmap-skill

Enables AI agents and humans to collaboratively plan and manage tasks with a shared kanban and dependency graph, all stored locally.

low-latency-tts-api-server-mcp

A low-latency text-to-speech MCP server that uses local Kokoro GGUF inference via TTS.cpp, providing say, get_voices, and get_status tools for AI agents to synthesize speech and manage playback queues.

Google Workspace MCP Server

A secure tool bridge to Google Docs and Gmail via OAuth 2.0, with a console approval gate for write and compose actions.

Songsterr MCP

Enables users to search for guitar, bass, and drum tabs on Songsterr by song title, artist, or specific tab metadata. It retrieves song details and track lists, providing direct links to view the full tablature on the Songsterr website.

Noun Project MCP Server

Enables searching and retrieving icons from The Noun Project API with advanced filters for style, color, and size customization.

EmergencyOps MCP Server

Enables LLM agents to access live seismic data, calculate emergency vehicle routes, and dispatch first responders to incidents.

LigueLead MCP Server

Integrates the LigueLead API to enable sending SMS, Flash SMS, and voice campaigns to Brazilian phone numbers. It provides tools for managing audio uploads and triggering bulk communication workflows through either stdio or HTTP transports.

WP-CLI AI Command with MCP support

Controle o WordPress usando WP-CLI, IA e MCP.

Google Maps Geocoding MCP Server

Enables LLM clients to convert addresses to coordinates (forward geocoding), coordinates to addresses (reverse geocoding), and lookup Google Place IDs using the Google Maps Geocoding API with support for multiple languages and advanced filtering.

quanta-x402-mcp

Pay-per-call structured data for autonomous AI agents. x402-metered, MCP-native.

mcp-french-school-map

Enables discovery and summarization of French education data, including school directories, geocoded establishments, IPS, Parcoursup, and exam datasets.

MSG - MCP Swarm Gateway

Turns web-based AIs into full-powered agents with local PC access, 33 tools across 8 categories, and parallel swarm orchestration with real-time validation.

mysql-mcp

Enables schema inspection, SELECT queries, and confirmation-gated write/DDL/transaction operations on MySQL and MariaDB databases through natural language.

artifactdiff-mcp

Enables AI agents to inspect, draft, validate, and locally verify contract changes against frozen policies, with separate input and output roots and no approval or verified-signing capability.

Building Big Data MCP Server

Provides comprehensive building and office address information queries for enterprises in China, including fuzzy enterprise search, office address details and statistics, and building information queries to support geographical distribution and occupancy analysis.

Langfuse MCP Server

Model Context Protocol server for Langfuse observability. Query traces, analyze accuracy, detect failures, track costs, debug latency, manage prompts and datasets.

MCP-Memory-LanceDB-Pro

A full-featured long-term memory system for Claude Code that persistently stores and retrieves preferences, decisions, and project context across sessions using hybrid search and LLM-powered extraction.

Perplexity MCP

Um servidor que facilita a funcionalidade de pesquisa na web utilizando a API da Perplexity AI, projetado para integrar com o cliente desktop Claude para consultas de pesquisa aprimoradas.

Kafka MCP Server

Enables interaction with Kafka clusters via MCP, supporting topic management (list, create, delete, inspect), connection initialization, and more through natural language.

Email Alert MCP Server

Enables AI agents to read, filter, send emails, and check unread counts via the Model Context Protocol using Gmail SMTP/IMAP.

MCP Server ODBC via SQLAlchemy

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MCP Server for Gemini CLI

Extends Gemini CLI agent with tools for YouTube transcript retrieval and web search formatting into structured notes.

krx-etf-mcp

An MCP server that lets AI assistants search, compare, and rank Korean ETFs by name, issuer, index, or category, with price return calculations and NAV premium analysis.

mcp-commerce-starter

MCP server exposing Shopify commerce backend with ~22 typed tools for orders, inventory, logistics, and fulfillment, including read/write separation and structured errors.

Browser Pool MCP

A dynamic browser pool MCP server that gives each agent its own isolated browser, enabling concurrent browser automation without conflicts.

Coinbase Trade Assistant MCP

Provides intelligent cryptocurrency trading assistance using Coinbase Advanced Trade API, with automated technical analysis screening and real-time market insights.

azure-utils-mcp

An MCP server for Azure development and operations, enabling Cosmos DB queries, Service Bus messaging, and PIM role activation.

Linux MCP Server

Enables read-only Linux system diagnostics and troubleshooting on RHEL-based systems, including system info, services, processes, logs, network, and storage analysis. Supports both local and remote SSH execution across multiple hosts.