Discover Awesome MCP Servers

Smart Docs MCP Server

Enables intelligent analysis of codebases to generate comprehensive documentation, calculate documentation coverage, and identify missing documentation with severity levels. Supports TypeScript, JavaScript, and Python with AI-powered suggestions for documentation improvements.

MCP Opener

Enables opening files, folders, and URLs across different operating systems with special support for Linux Flatpak Firefox installations, handling filesystem sandboxing restrictions automatically.

PostgreSQL MCP Server

Enables AI assistants to interact with PostgreSQL databases through MCP, supporting multi-database and schema access with security controls like read-only mode and SQL auditing.

LaTeX PDF MCP Server

Enables AI assistants to convert LaTeX source code into professionally formatted PDF documents with comprehensive error handling and local file generation capabilities.

Git Polite

Enables AI agents to intelligently organize Git changes into clean, focused commits with autopilot mode or surgical line-by-line staging precision. Supports partial staging of untracked files and handles large diffs with smart truncation.

Bitbucket MCP Server

An MCP server that enables interaction with Bitbucket repositories through the Model Context Protocol, supporting both Bitbucket Cloud and Server with features for PR lifecycle management and code review.

Yandex Metrika MCP

A Model Context Protocol (MCP) server that provides access to Yandex Metrika analytics data through various tools and functions. This server allows AI assistants and applications to retrieve comprehensive analytics data from Yandex Metrika accounts.

Functional Requirements MCP Server

Enables developers to generate structured software documentation including user stories, requirements, technical specifications, and more using AI-powered prompts via the MCP protocol.

File Operation MCP Server

Enables file operations such as counting, listing, compressing images, creating/extracting archives, copying/moving files, and merging/splitting PDFs via natural language.

apogeoapi-mcp

Geographic data (250+ countries, 150K+ cities), live exchange rates with 25 base currencies, and IP geolocation for AI assistants. Powered by ApogeoAPI.

google-calendar-mcp-lib

A Google Calendar MCP server that enables listing, creating, updating, and deleting calendar events and calendars through natural language.

Tulospalvelu MCP

Read-only MCP server for the Palloliitto's result service API, enabling AI applications to search and inspect football & futsal data including clubs, teams, matches, competitions, and league tables.

youtube-music-mcp

An MCP server for managing YouTube Music playlists via Claude. Add and remove songs, create playlists, and ask Claude to suggest music — all through conversation.

sdp-mcp

Provides 76 tools for enterprise Solana development, enabling stablecoin issuance, payments, trading, wallet management, and compliance screening via natural language.

MCP Server Examples

MCP Server Examples: Built using pure MCP Java SDK – No Spring Framework Required

MCP Product Management System

A comprehensive Model Context Protocol (MCP) server for product inventory management with PostgreSQL database backend, enabling natural language queries for product information across multiple AI platforms.

carbonstop-mcp

Enables AI assistants to automatically call Carbonstop Cloud API for carbon footprint modeling, product query, and emission analysis through natural language.

Mind Forge

Ingest, query, and generate study materials from documents (PDF, DOCX, Markdown, images, web pages) using vector search, knowledge graph, and study tools through OpenCode chat.

SkyOdyssey MCP

Enables AI clients to explore cheapest destinations, optimize multi-leg flight itineraries, and reference airport/region data via MCP tools and resources.

Video to Text MCP Server

Enables downloading videos from platforms like YouTube and converting them to text using OpenAI Whisper and ffmpeg. It supports multiple output formats including TXT, JSON, SRT, and VTT for transcriptions.

Plausible Analytics MCP Server

Enables AI assistants to query website statistics from Plausible Analytics, providing access to metrics like real-time visitors, traffic trends, and page performance. It supports both Plausible Cloud and self-hosted instances through the Stats API v2.

rollin-mcp-server

Wheelchair accessibility data for 105,000+ locations across 15 US states. Enables search, details, and feedback submission through natural language.

Mintline MCP Server

Connects AI assistants to Mintline receipts and transactions via the Model Context Protocol. It enables users to search, filter, and manage financial records, including matching receipts with bank transactions through natural language.

NotebookLM MCP Server

Provides programmatic access to Google NotebookLM through the Model Context Protocol, enabling AI assistants to manage notebooks, add sources, generate audio and video content, and perform research tasks.

Phoenixd MCP Server

Enables LLMs to manage a phoenixd Bitcoin Lightning wallet, including creating and paying invoices, managing channels, and querying balances and node info.

o3de-mcp

Automate Open 3D Engine (O3DE) with AI — an MCP server for editor control, project & build management.

Funplay MCP for Unity

This MCP server integrates AI assistants with Unity Editor, allowing them to create scenes, generate scripts, simulate input, and automate workflows using 91 built-in tools.

Boostcamp MCP Server

Integrates with the Boostcamp fitness platform to provide access to training history, workout programs, custom exercises, and analytics through Claude.

Memory MCP Server

A lightweight MCP server that provides persistent key-value storage for AI agents using SQLite and Bun. It enables agents to store, retrieve, and manage memories with optional JSON metadata for long-term context retention.

Mem0 MCP Server

Provides long-term memory capabilities for MCP clients by wrapping the Mem0 API, enabling semantic search, storage, retrieval, and management of conversation memories across users and agents.