Discover Awesome MCP Servers

Telegram MCP Server

Enables AI assistants to interact with Telegram accounts, chats, messages, media, and more via MCP, using Telethon.

sovereign-mcp-gateway

Acts as a gating proxy for MCP servers, merging tools and applying policy, verification, and audit layers.

imagefeatures-mcp

An MCP server that provides classic computer vision feature extraction tools (color, texture, shape) for image analysis, enabling LLMs to perform precise mathematical image comparisons and quality assessments.

Dataverse Plugin MCP

MCP server that lets AI assistants scaffold, build, register, query, and diagnose Microsoft Dataverse plug-ins directly from conversation, orchestrating Power Platform CLI and Azure CLI.

Apple App Store Revenue MCP Server

Fetches revenue and download data for Apple App Store apps using the Sensor Tower API.

search-console-mcp

Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.

Rockfish MCP Server

Enables interaction with the Rockfish AI platform for synthetic data generation, dataset management, and ML workflow orchestration through tools like TabGAN training and Manta analytics.

Google Maps MCP Server for Cloud Run

Provides Google Maps functionality through Cloud Run, enabling route calculation, traffic analysis, route comparison, and trip cost estimation with rate-limited public access.

mcp-server

A demonstration MCP server for educational purposes, showcasing how to build and integrate MCP servers with LLM clients like Claude Desktop.

Zoho Books MCP Server

Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language.

Apple Ads MCP Server

An MCP server for the Apple Ads Platform API that exposes 99 operations across all resources through four token-efficient tools. It enables AI agents to read and write campaigns, ad groups, keywords, creatives, budgets, reports, and more.

Dice Roller MCP Server

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

mcp-llm-behave

Exposes llm-behave's behavioral regression testing as MCP tools, allowing offline semantic similarity checks on LLM outputs without any API calls.

AI Model Advisor MCP Server

Enables AI agents to discover, compare, and select the best AI models across multiple providers based on pricing, performance, and capabilities, with real-time cost estimation and benchmarking.

Mipiti MCP Server

Lets AI coding agents generate and manage threat models, controls, assumptions, compliance mapping, and evidence programmatically via the Mipiti security posture platform.

ESP32-C3 MCP Music Server

Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pausing, and managing music from an HTTP library, with support for playlists and volume control.

@cargoffer/zbe-mcp

MCP server for checking vehicle routes against Low Emission Zones (ZBE/LEZ) in Spain and Portugal.

mcp-desktop

macOS desktop automation enabling AI agents to screenshot, switch apps and tabs, click, type, and scroll. Offers two trust levels: read-only screenshot and full UI control.

KIA - Kaizen Intelligent Agent

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.

mcp-decodo

Enables web scraping via the Decodo API, providing AI agents with access to data extraction through the Pipeworx MCP gateway.

mcp-stm32-server

Enables AI assistants to control an STM32 microcontroller over serial by reading/writing GPIO, setting LED brightness, reading ADC channels, and displaying text on an OLED screen via natural language.

NEURA MCP Server

Read-only MCP server for NEURA's AI news platform, enabling clients to list, search, and retrieve published articles in English and Italian.

sdl-lab-hostops

MCP server for SDL2 lab machines providing host operations: service status, log tailing, whitelisted service restarts, serial port listing, and local status probing. It is strictly whitelisted with no arbitrary command execution.

Claims Assistant MCP Server

Exposes a tool to look up motor-claim statuses from a claims system, enabling an AI assistant to answer claim-related queries with real data.

mcp-dice-roller

Enables rolling of standard RPG dice (d4, d6, d8, d10, d12, d20, d100, etc.) using dice notation like '3d6' or 'd20', and returns detailed results including individual rolls and totals.

glm-vision-mcp

Provides image understanding and OCR via GLM-4.6V-Flash, supporting URL, base64, and local file inputs. Enables AI assistants to analyze images and extract text from screenshots, documents, and more.

battery-erp

Material, cell, pack, and supply-chain management with real-time

BeamScope MCP

BeamScope gives AI coding agents access to your running BEAM application through a resilient TCP architecture that survives app restarts.

redmine-mcp

A stateless MCP server for Redmine that allows users to interact with issues, time entries, wiki, projects, and more via their own API keys.