Discover Awesome MCP Servers

Foreman MCP Server

Enables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.

AST MCP Server

Provides advanced code structure and semantic analysis through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG) across multiple programming languages. It enables tasks like incremental parsing, complexity analysis, and AST diffing to help models understand and navigate codebases.

Dedalus MCP Documentation Server

Enables AI-powered querying and serving of markdown documentation with search, Q\&A capabilities, and document analysis. Built for the YC Agents Hackathon with OpenAI integration and rate limiting protection.

MCP-Upstage-Server

Enables document processing through Upstage AI services including parsing various document formats, extracting structured information with custom schemas, auto-generating extraction schemas, and classifying documents into categories.

InDesign MCP Server

Enables text manipulation in Adobe InDesign documents via Claude Desktop by providing tools to add, update, remove, and retrieve text content through ExtendScript API.

MCP Character Counter

Provides detailed character analysis for text, counting total characters, characters without spaces, letters, numbers, and symbols through a simple MCP tool interface.

Claude Context Local

Provides semantic code search capabilities that run 100% locally using EmbeddingGemma embeddings. Enables finding code by meaning across 15 file extensions and 9+ programming languages without API costs or sending code to the cloud.

Memory Bank Server

複数のプロジェクトのメモリバンクをリモートで管理・アクセスするための、MCPベースの一元化されたシステムを提供します。プロジェクトの分離、ファイル構造の検証、型安全な操作などの機能を備えています。

Supabase MCP Server

A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.

Volkern MCP Server

Integrates Volkern CRM with AI agents to manage leads, schedule appointments, and handle tasks through natural language. It enables users to interact with CRM data, send WhatsApp messages, and track interactions directly within MCP-compatible clients.

GitLab MCP Server

AIアシスタントがGitLabリポジトリと連携できるようにするModel Context Protocolサーバー。RESTful API統合を通じて、マージリクエストの管理、プロジェクトの検索、コメントの作成などのタスクを可能にする。

MCP Server Basic Example

A simple implementation of a Model Context Protocol server that demonstrates core functionality including mathematical tools (add, subtract) and personalized greeting resources.

Desktop Image Manager MCP Server

デスクトップイメージを管理するモデルコンテキストプロトコルサーバー。デスクトップに保存されたイメージファイルのカウント、リスト表示、圧縮機能を提供する。

Seoul Public Data MCP Server

Model Context Protocolサーバーを通じて、地下鉄の乗客統計や文化イベント情報など、ソウルの公共データへのアクセスを提供します。

Ollama MCP Database Assistant

OllamaのLLM機能と、Model Context Protocol (MCP) を介したPostgreSQLデータベースアクセスを組み合わせた、インタラクティブなチャットインターフェースです。自然言語でデータに関する質問をすると、実際のSQLクエリに基づいたAIによる回答が得られます。

Xiaohongshu (Little Red Book) MCP Server

A server that allows interfacing with the Chinese social media platform Xiaohongshu through HTTP requests, enabling searching notes, retrieving note content and comments, and posting comments.

arXiv Search MCP

This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.

Countries MCP Server

An MCP server that provides country-related data from the REST Countries API, allowing users to query information about countries through natural language.

WebforAI Text Extractor

Extracts clean, structured Markdown text from web pages using WebforAI, making web content easily accessible for AI model consumption through the Model Context Protocol.

notebookLM2PPT

Enables AI models to convert NotebookLM PDF exports into high-quality PowerPoint presentations with automatic watermark removal and vector graphics preservation. It provides automated tools for slide conversion, metadata management, and document processing via the Model Context Protocol.

Enhanced MCP Server

A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.

Earch MCP

Enables web search and local business data retrieval through the Brave Search API. Provides tools for web search, local points of interest, and rich search results with customizable parameters.

MCP Wyze Server

Enables control and monitoring of Wyze smart home devices through AI assistants. Supports device discovery, control (on/off, brightness, color), group management, and health tracking for scales with real-time status monitoring.

MCP Prometheus

An MCP server for Prometheus-based monitoring that enables users to query system metrics, resource usage, and PostgreSQL health across multiple environments. It supports both predefined diagnostic checks and custom PromQL execution for comprehensive server monitoring and troubleshooting.

Customized MCP Server

A server that integrates the MCP library with OpenAI's API, allowing users to interact with various tools, such as the weather tool, through natural language queries.

Enhanced File Operations MCP Server

A comprehensive Model Context Protocol server that provides over 50 file and system management tools for AI models, including navigation, file operations, search, compression, and system information capabilities.

GAM MCP Server

Enables Google Workspace administration through the GAM CLI, allowing Claude to manage users, groups, and organizational units via natural language.