Discover Awesome MCP Servers

Google Search Console MCP Server

Provides access to Google Search Console to retrieve and analyze search performance data including queries, pages, and rankings. It enables users to perform rich data analysis through customizable reporting periods and dimensions using the Search Console API.

Swarms MCP Documentation Server

An Agent Framework Documentation server that enables AI agents to efficiently retrieve information from documentation databases using hybrid semantic and keyword search for seamless agent integration.

Voice Assistant MCP Demo

A cloud backend for a voice assistant that processes natural language commands, manages tasks, and provides speech responses. Integrates with MCP protocol and Gemini API for Vietnamese language support.

mcp-notepad-project

MCP server that enables AI models to open the Windows Notepad application via function calling, demonstrating the complete MCP tool call workflow.

SQLGuard MCP

Enforces safety and governance for SQL queries executed by AI agents, providing read-only enforcement, cost estimation, and audit trails.

google-ai-mode

Provides OpenAI-compatible API, MCP, and CLI for Google AI Mode, with automatic fallback to a real Chrome browser to bypass TLS fingerprint detection.

Glossary MCP Server

Enables semantic search and exploration of a business glossary knowledge graph, allowing users to query terms, expand related concepts, trace dependencies, and resolve physical table mappings.

github-mcp-lite

A lightweight MCP server for GitHub with nine essential tools for reading files, managing pull requests, and creating issues, using personal access token authentication.

comparebasket

MCP server that compares grocery basket prices across Blinkit, Zepto, BigBasket, and Amazon Now in real time, identifying the cheapest platform for the entire basket.

Aluvia

The Aluvia MCP server exposes browser session management, geo-targeting, and account operations as Model Context Protocol tools for AI agents.

Bellows

Manages a local fleet of llama.cpp GGUF models, enabling AI agents to discover, start, stop, test, and query evaluation results for llama-server processes.

apitype

Enables AI assistants to generate TypeScript types, Zod schemas, TypeBox, and JSON Schema from any API endpoint or JSON.

awx-mcp-server

Industry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle inventories and projects through natural language.

Secure MCP Auth Demo

A teaching demo that implements JWT authentication and scope-based authorization for MCP tools, supporting role-based access to profile, notes, and admin operations.

MCP Learning Project

A custom MCP server providing tools for date/time, calculations, mock weather, and note management, enabling AI agents to perform these tasks via natural language.

Meshy AI MCP Server

Este es un servidor de Protocolo de Contexto de Modelo (MCP) para interactuar con la API de Meshy AI. Proporciona herramientas para generar modelos 3D a partir de texto e imágenes, aplicar texturas y volver a mallar modelos.

Vizier Yu-Gi-Oh! MCP

MCP server for Yu-Gi-Oh! card data, providing cards, prices, banlists, rules, rulings, relations, and deck tools via a local SQLite database with semantic search.

ChatGPT GitHub MCP App

This MCP server bridges ChatGPT to GitHub, letting you use natural language to read repositories, modify code, create branches, and open pull requests while enforcing security policies like repository whitelists and branch protection.

reddit-mcp

Enables fetching and reading Reddit content such as posts, comments, and subreddit listings via the MCP protocol.

SkillFlow MCP Server

Connects AI coding agents to the SkillFlow marketplace to search, discover, and retrieve detailed information about agent skills. It enables users to browse trending skills, categories, and publisher data directly through MCP-compatible environments.

mcp-bank-of-canada

Retrieves metadata for Bank of Canada financial data series using the Valet API. Supports keyless access with date parameters in YYYY-MM-DD format.

vtkapi-mcp

An MCP server that validates VTK Python code by checking class and method existence, import correctness, and provides structured error reporting to catch API hallucinations.

Slovak Data Protection MCP

Query Slovak data protection regulations, decisions, and guidelines from ÚOOÚ SR directly via MCP-compatible clients like Claude or Cursor.

scalepad-mcp

MCP server for the ScalePad platform, enabling access to Core, Lifecycle Manager, ControlMap, Backup Radar, and Quoter tools with dual-era protocol support.

coros-mcp

A Model Context Protocol (MCP) server that fetches sleep, HRV, and training data from the unofficial Coros API and exposes them to AI assistants like Claude, enabling natural language queries about fitness metrics and workout management.

Ruby Lambda Template

Demostración de una aplicación Lambda Ruby que utiliza servidores MCP.

Renesas FSP MCP Server

Enables search and management of Renesas FSP documentation, code examples, API references, and dependencies for RA MCU development.

Oracle MCP Server

Provides flexible access to Oracle databases for AI assistants like Claude, supporting SQL queries across multiple schemas with comprehensive database introspection capabilities.

hAIve MCP

Enforces team knowledge and workflow policies for AI coding agents by providing context, decisions, and gates before code changes are made.

mcp-shopify

MCP server for Shopify Admin API. Enables product, order, customer, and inventory management via natural language.