Discover Awesome MCP Servers

MCP-workers

An MCP server that enables AI agents to search and analyze employee profiles, skills, tasks, and team structures stored in PostgreSQL, including advanced features like burnout detection and skill gap analysis.

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.

pain001-mcp

A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools, enabling AI assistants to generate and validate standardized payment XML messages.

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.

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.

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.

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.

@altronis/sgdata-mcp

Comprehensive Singapore government data MCP server - typed tools for SG datasets (data.gov.sg and more) for any AI agent. NPM: https://www.npmjs.com/package/@altronis/sgdata-mcp HOMEPAGE: https://altronis.sg

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

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.

mcp-decodo

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

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.

Tripo AI MCP Server

Enables AI assistants to interact with the Tripo3D AI API to generate 3D models from text, images, or multiview inputs. It supports advanced features like model animation, stylization, and real-time task status tracking.

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.

nic-cl

Enables querying .cl domain information from NIC Chile, including recent registrations, search, WHOIS, and deleted domains.

MCP GeneLab Server

Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight experiments and their biological effects.

SCR Banco Central (Detalhado)

Provides detailed credit operation records from the Brazilian Central Bank's SCR system for individuals or companies, filterable by reference month and year. Enables read-only queries through a single hosted tool.

MCP WebSearch

An MCP server for Claude Code that provides web search via Perplexity Sonar and image generation through OpenRouter, with cost-aware tool design and budget controls.

AndroidBuilder MCP Server

Enables LLMs to interact with MIT App Inventor, AndroidBuilder, Kodular, or Niotron IDEs in real-time, controlling the Designer and Blocks workspace via Chrome DevTools Protocol.

网易云音乐 MCP Server

通过 MCP 协议让 AI 操控网易云音乐，实现一起听、搜歌、点歌、切歌、发私信和查歌单等功能。

Polish Business Intelligence MCP

Provides AI agents with real-time access to Polish official data: VAT whitelist for company verification and NBP exchange rates, enabling checks on VAT status, company details, and currency conversion without API keys.

Pterodactyl MCP Server

Enables managing Pterodactyl Game Panel servers via Client and Application APIs, including power actions, files, databases, backups, schedules, and administrative operations.

Brave Search MCP Server

An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.

DeSo MCP Server

A comprehensive Model Context Protocol server that transforms Cursor's AI assistant into a DeSo blockchain development expert, providing complete API coverage, debugging solutions, and code generation for DeSo applications.