AI & ML

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.

A comprehensive MCP server that enables AI assistants to manage n8n instances through natural language, supporting full workflow CRUD operations, execution monitoring, and security auditing.

A comprehensive MCP server that enables AI agents to manage dbt projects, query semantic layer metrics, execute dbt CLI commands, and interact with dbt Cloud Admin APIs.

A management layer and gateway for MCP playbooks that orchestrates tools, prompts, and configurations across different AI agents like Claude and Cursor.

An MCP server leveraging an external oversight layer to "vibe check" agents, and also self-improve accuracy & user alignment over time. Prevents scope creep, code bloat, misalignment, misinterpretation, tunnel vision, and overcomplication.

Govern & Secure your AI

A FreeCAD MCP server that enables programmatic and AI-driven CAD modeling by allowing Claude to control FreeCAD via RPC, supporting document management, object manipulation, and arbitrary Python execution.

An agentic RAG server powered by LanceDB and Docling that provides high-performance hybrid search, multi-agent research workflows, and document management through the Model Context Protocol.

A robust MCP server for managing Docker infrastructure, allowing users to create containers, deploy Compose stacks, and monitor logs through natural language.

A tool that enables AI agents to fully control remote macOS systems via VNC/Screen Sharing, allowing for autonomous desktop interaction without additional software on the target machine.

A Minecraft bot server powered by Mineflayer that allows AI assistants to navigate, build, and interact with the Minecraft world through Model Context Protocol.

A low-level, framework-agnostic static site generator designed for building highly flexible static sites with minimal learning curve and JavaScript integration.

A server that provides full web search, summaries and page extration for use with Local LLMs.

A professional-grade MCP server for sending emails via the Resend API, supporting scheduled delivery, HTML content, and advanced recipient options directly from AI agents like Claude and Cursor.

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage

A comprehensive orchestration layer for MCP (Model Context Protocol) services that enables developers to manage, group, and adapt MCP tools for major AI frameworks like LangChain and AutoGen.

A comprehensive MCP server that enables AI assistants to interact directly with the Godot Engine, allowing for real-time script editing, scene tree manipulation, and project management.

Archestra.AI is an open-source enterprise MCP gateway and orchestrator designed to centralize MCP server management, provide security governance against prompt injections, and monitor AI infrastructure costs.

Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

A Backtrader-powered framework for algorithmic trading that provides an MCP server for LLMs to execute backtests, fetch market data, and analyze trading strategies using natural language.

MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.

A comprehensive remote MCP server providing advanced web search, markdown content extraction, and semantic analysis via Jina AI's Reader, Embeddings, and Reranker APIs.

MCP (Model Context Protocol) Server. Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task lists, complexity scores, and code examples.

A modular research assistant framework that provides MCP tools for web searching, Reddit and YouTube analysis, location mapping, and repository exploration. It enables automated research workflows through LLM-powered summarization and data extraction from diverse digital sources.

A robust Ghidra extension that implements the Model Context Protocol, allowing AI assistants to perform complex reverse engineering tasks such as decompilation, cross-referencing, and structural modifications across multiple binary files.

A robust MCP server for DuckDB and MotherDuck that enables high-performance SQL analytics, hybrid local/cloud execution, and S3 data processing directly within AI assistants.

- Biomedical research assistant server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

Groundhog's primary purpose is to teach people how Cursor and all these other coding agents work under the hood. If you understand how these coding assistants work from first principles, then you can drive these tools harder (or perhaps make your own!).