AI & ML

This MCP server enables LLMs to control Spotify playback and manage music libraries, allowing for music search, playback control, and playlist management.

A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.

A Playwright-powered MCP server that executes local Google searches while bypassing anti-scraping mechanisms, providing AI assistants with real-time web search capabilities without API keys.

Wren Engine is a semantic layer for MCP clients that provides a standardized way for AI agents to understand and query complex enterprise data sources with business context.

An AI-driven test automation platform built on Django REST Framework that utilizes the Model Context Protocol (MCP) to automate high-quality test case generation and knowledge base management.

An MCP server designed for interactive data exploration and visualization of CSV datasets using pandas and matplotlib, acting as a personal data scientist assistant.

A specialized MCP server designed for multimodal video processing, enabling AI agents to search, analyze, and understand video, image, and audio data using Pixeltable and FastMCP.

MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.

A Model Context Protocol server for searching and downloading academic papers from multiple sources including arXiv, PubMed, bioRxiv, and Google Scholar.

A PostgreSQL Model Context Protocol server that allows AI assistants to interact with databases using natural language, providing safe read-only access and automatic SQL generation.

MCPCAN is an open-source integration platform that provides centralized management, protocol conversion (SSE/STDIO/HTTP), and secure containerized deployment for MCP services using Kubernetes.

This MCP server bridges Obsidian with AI applications like Claude Desktop, enabling secure vault access, semantic search via Smart Connections, and template execution.

Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

MCP (Model Context Protocol) Server. Database integration with security and compliance. Supports: PostgreSQL, MySQL, ClickHouse, Snowflake, MSSQL, BigQuery, Oracle Database, SQLite, ElasticSearch and DuckDB.

A Model Context Protocol server that enables LLMs to programmatically interact with IDA Pro databases for automated reverse engineering and binary analysis.

Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.

An MCP server that integrates with the WeChat Reading (WeRead) platform to access personal bookshelves, search books, and retrieve notes, highlights, and top reviews for literature analysis.

A specialized MCP server that bridges developer AI agents with Sentry, providing optimized tools for error monitoring, issue tracking, and debugging workflows.

A Ghidra extension that exposes reverse engineering capabilities via MCP, enabling AI agents to decompile code, rename variables, and analyze binaries interactively or headlessly.

A comprehensive MCP server integrating the Brave Search API to provide web, local, image, video, and news search capabilities along with AI-powered summarization.

A sophisticated MCP server that bridges LLM-based coding agents with the Language Server Protocol (LSP), providing robust symbol navigation, refactoring, and diagnostics across multiple programming languages.

The Web Agent Protocol (WAP) MCP server allows users to convert recorded browser interactions into reusable automation tools, enabling agents to replay complex web tasks via an MCP interface.

A specialized MCP server for accessing Apple's Developer Documentation, featuring per-framework caching, fuzzy symbol search with wildcard support, and intelligent discovery tools for iOS and macOS development.

Marmot is an open-source data catalog and metadata discovery platform that provides powerful search and interactive lineage visualization for data assets like tables, topics, and APIs.

Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension

A document conversion server powered by Pandoc that enables seamless bidirectional transformation between numerous formats including PDF, DOCX, Markdown, and LaTeX. It supports advanced features like styling via reference documents and custom Pandoc filters.

A comprehensive MCP server for Ruby on Rails that provides tools for route inspection, database schema retrieval, model analysis via Prism, and sandboxed Ruby execution across multiple projects.

Embeddings, vector search, document storage, and full-text search with the open-source AI application database

A robust TUI-based MCP client for Ollama that enables local LLMs to interact with multiple MCP servers. It features an Agent Mode for iterative tool execution, Human-in-the-Loop safety controls, and advanced model parameter configuration.

This VS Code extension acts as a management hub and client for the Model Context Protocol (MCP), allowing users to discover, install, and connect MCP servers to GitHub Copilot Chat.