Discover Awesome MCP Servers

Python Code Runner

Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.

MCP Servers

과학 연구를 위한 오픈 소스 MCP 서버

MCP Testing Assistant

Enables automated testing and coverage reporting for MCP services with test execution, file generation, and mock service creation. Provides comprehensive testing infrastructure including Jest integration, coverage reports, and health checks for the MCP ecosystem.

Amazon Marketplace MCP Server by CData

This read-only MCP Server allows you to connect to Amazon Marketplace data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Filesystem MCP

MCP 서버에서 사용자가 빠져나갈 수 없는 루트 디렉토리에서 파일을 안전하게 수정하는 방법

Playwright MCP

A server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or vision models.

Vendor Risk Assessment MCP Server

Enables AI-powered vendor risk assessment using AWS Titan, allowing users to evaluate individual vendors, compare multiple vendors, and get industry risk benchmarks through natural language queries.

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.

MCP Servers

개발 작업을 위한 MCP 서버

browser-mcp

AI 어시스턴트가 브라우저와 상호 작용할 수 있도록 하는 MCP 서버입니다. 여기에는 페이지 콘텐츠를 마크다운으로 가져오기, 페이지 스타일 수정, 브라우저 기록 검색 등이 포함됩니다.

FigmaMind MCP Server

Extracts components from Figma designs and transforms them into standardized JSON format for easy consumption by AI models and tools for interface reconstruction.

Roam Research MCP Server

A server that enables AI assistants like Claude to interact with Roam Research graphs through a standardized interface, providing comprehensive tools for content creation, search, retrieval, and optional memory management.

Yes or No MCP

A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

MCP Server Examples

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

Google Slides MCP Server

Enables interaction with Google Slides presentations through OAuth2 authentication. Supports creating new slides, adding rectangles, and managing presentation content through natural language commands.

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.

macOS Tools MCP Server

Provides read-only access to native macOS system utilities including disk management, battery status, network configuration, and system profiling through terminal commands. Enables users to retrieve system information and diagnostics from macOS machines via standardized MCP tools.

Datastream MCP Server

A Multi-Agent Conversation Protocol server that enables interaction with Google Cloud Datastream API for managing data replication services between various source and destination systems through natural language commands.

Metasploit MCP Server

Provides a bridge between large language models and the Metasploit Framework, enabling AI assistants to access and control penetration testing functionality through natural language.

Swiftcode MCP Server

A Model Context Protocol server that automates code generation for web development, specializing in creating TypeScript API clients from Swagger/OpenAPI specs and Vue.js components for frontend development.

🛡MobSF MCP Tool

This MCP server uses mobsf api's to scan and analyze the apk and ipa files.

Advanced MCP Server

A comprehensive Model Context Protocol server providing capabilities for web scraping, data analysis, system monitoring, file operations, API integrations, and report generation.

CodeBadger

Provides static code analysis using Joern's Code Property Graph technology for 12+ programming languages, enabling code browsing, security taint analysis, call graph exploration, and dataflow tracking through natural language queries.

DiffuGen

여러 Stable Diffusion 모델(flux-schnell, flux-dev, sdxl, sd3, sd15)을 활용하여 정밀한 사용자 정의를 통해 고품질 AI 생성 이미지를 만드는 강력한 이미지 생성 시스템입니다.

AzureAppConfigurationHelper-MCP

Azure App Configuration을 사용하여 애플리케이션을 개발하는 데 도움을 주는 MCP 서버입니다.

MCP Review Server

A specialized code review service that provides 36+ critics for different programming aspects and 3 fixing strategies to automatically address identified issues in a two-step workflow.

Mcp Arcknowledge

This MCP server conveniently lets you configure and interact across all your custom webhook endpoints from a config(knowledgebase json). You can manage new endpoint knowledge doc sources URLs.

MCP Translation Service

Provides multilingual text translation capabilities using Baidu Translate API with support for language detection and advanced features like context filling and zero-width character obfuscation for testing agent robustness.