Discover Awesome MCP Servers

FastAPI + FastMCP + Gemini Integration

Enables natural language interaction with FastAPI applications through Google's Gemini AI using MCP tools. Provides CRUD operations for user management and application health monitoring through conversational prompts.

Lanhu MCP Server

Connects AI assistants to Lanhu design collaboration platform for analyzing Axure prototypes, downloading UI designs, and enabling team knowledge sharing through a collaborative message board that breaks AI IDE silos.

Supabase MCP Server - Self-Hosted Edition

Enables comprehensive management of self-hosted or cloud Supabase instances with 54+ tools for database operations, authentication, storage, real-time subscriptions, migrations, monitoring, and security auditing.

MMI Architecture Analyzer

An MCP server for evaluating C# project architecture quality using the Modularity Maturity Index (MMI) framework. It provides tools for detecting layering violations, circular dependencies, and encapsulation issues with interactive D3.js visualizations.

MCP Calculator Service

A service that processes natural language requests to perform mathematical calculations by integrating Claude AI with a calculator API through the Model-Context-Protocol architecture.

Todo for AI MCP Server

Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

MCP Shamash

Enables security auditing, penetration testing, and compliance validation with tools like Semgrep, Trivy, Gitleaks, and OWASP ZAP. Features strict project boundary enforcement and supports OWASP, CIS, and NIST compliance frameworks.

PJE MCP Server

A Model Context Protocol server that enables integration with the Brazilian PJE (Electronic Judicial Process) system, providing complete support for A1 and A3 digital certificates for accessing judicial data.

Superdesign MCP Server

A design orchestrator that brings Superdesign capabilities to Claude Code as native tools, enabling AI-powered UI design, wireframing, component creation, and logo/icon generation without requiring Anthropic API keys.

OpenAI Vector Store MCP Server

Enables semantic search and document retrieval from OpenAI Vector Store, allowing users to search documents using natural language queries and fetch complete document contents through ChatGPT.

Obsidian MCP Server

Connects Obsidian vaults to AI assistants with 121 tools for automated note creation, canvas manipulation, dataview queries, graph analysis, task management, and knowledge base building.

Equinox MCP Server

An MCP server that provides LLMs with access to Equinox documentation and tools to validate Equinox module code. It supports both online documentation fetching from GitHub and offline access through local files.

localplay-mcp

control mouse on your local computer

GitHub MCP Server

Enables LLMs to interact with GitHub repositories, issues, pull requests, and workflows through the Model Context Protocol. It provides a comprehensive set of tools for repository management, issue tracking, code search, and CI/CD automation.

Sage MCP

An academic research server that provides LLMs with full-text search and retrieval access to academic papers and periodicals. It enables research-grounded responses through features like topic filtering and programmatic database expansion.

MCP Registry Server

Easily find MCP servers using our MCP registry. Search with natural language.

mcp-calendar-server

Serviço mcp de calendario

Project Creator MCP

Enables rapid creation of new projects from predefined templates including React, Node.js, Django, Flask, and more. Provides comprehensive project scaffolding with file system operations, template management, and command execution capabilities.

Materials MCP

A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.

Make CoPilot an Interactive Programmer

A VS Code Extension creating an MCP server for Calva's Clojure REPL connection

Shopify Storefront MCP Server

Enables interaction with multiple Shopify stores simultaneously through the Storefront API. Supports product search, cart management, and store operations across configured Shopify stores through natural language.

MCP SSE Proxy

Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applications like Claude Desktop to connect to remote MCP servers that use SSE transport.

Traffic MCP Server

Provides traffic prediction and route optimization tools that consume a REST API to get traffic station data, predict Speed Performance Index using LSTM models, and suggest optimal routes between stations using Dijkstra's algorithm.

Memory MCP Server

A long-term memory storage system for LLMs that helps them remember context across multiple sessions using semantic search with embeddings to provide relevant historical information from past interactions and development decisions.

example-mcp-server-streamable-http-stateless

example-mcp-server-streamable-http-stateless

MCP Joplin Server

Enables AI clients to interact with Joplin notes through the Web Clipper API. Supports searching, reading, creating, deleting, and organizing notes and notebooks, plus scanning for uncompleted todo items.

MCP Playground

A demonstration MCP server that provides access to a SQLite employee database with tools for querying users and profiles, sending emails via Mailtrap, and proposing project teams based on employee skills.

Dify MCP Server

A simple note storage system that enables Claude to create, access, and summarize plain text notes with customizable detail levels.

CNKI Search MCP Server

An MCP server for searching Chinese academic papers and core journal information across multiple free platforms like Baidu Scholar and the National Center for Philosophy and Social Sciences. It enables users to retrieve metadata for social science and STEM research papers without requiring API keys.