AI & ML

LacyLights MCP provides an AI-powered theatrical lighting design system that integrates with DMX fixtures. It allows AI assistants to generate scenes from natural language, analyze scripts for cues, manage fixture patching, and control professional lighting playback.

Let AI edit your Unreal Engine Blueprints. MCP server plugin for Claude Code — describe what you want in plain English.

A sophisticated MCP server that automatically converts raw text into structured knowledge graphs through a three-stage pipeline involving quality assessment, LLM-based data enhancement, and interactive visualization.

Analyzes threats and verifies URLs align with the agent's intended goal.

This repository contains a complete developer setup for .NET backend vibe coding with GitHub Copilot.

A Model Context Protocol server that integrates with AppSignal to fetch and search through application error and performance monitoring data.

Send Telegram notifications from AI agents — text, photos, and documents.

Enables AI assistants to manage Google Ads accounts by providing tools for querying account data and performing write operations such as updating campaign budgets, statuses, and bidding strategies.

An MCP server that dynamically generates tools to explore, search, and read structured package documentation and source code from Git repositories, facilitating AI understanding of complex codebases.

A cloud-optimized MCP server bridging AI clients to Letta.ai, enabling stateful agents with persistent memory and advanced tool management via streamable HTTP transport.

A local development monitoring tool that captures browser console logs, network requests, and backend server output into a SQLite database for AI-assisted debugging via MCP.

Provides comprehensive data for A-shares, Hong Kong, and US stocks alongside cryptocurrency markets, supporting technical indicators, news, and financial statements. It features automatic failover across multiple data sources to ensure reliable access to real-time and historical market information.

Computer Use Protocol is a universal schema for AI agents to perceive and interact with any desktop UI.

A sophisticated Word document management server utilizing a multi-agent pipeline and a three-tier memory system for high-quality document creation, editing, and external data integration via Google search.

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

An MCP server that enables AI assistants to perform real-time web and local searches via Brave Search and conduct in-depth academic paper analysis using Google's Gemini model.

A human-in-the-loop feedback system that spawns an Electron-based GUI to collect structured user input, quick suggestions, and text responses during AI development workflows.

An embedded MCP server for Obsidian that provides structured data management, fuzzy search, and file operations via standardized tools, allowing LLMs to interact reliably with vault content.

A comprehensive MCP server for managing self-hosted or cloud Supabase instances, providing over 50 tools for database administration, authentication, storage, migrations, and performance monitoring.

An MCP server that enables AI assistants to order food from TGO Yemek by browsing restaurants, managing carts, and completing checkouts. It allows users to handle address selection and order tracking directly through natural language interactions.

An MCP (Model Context Protocol) server that provides AI tools with access to Fumadocs documentation. This makes it easier for AI assistants to help you integrate Fumadocs into your existing projects.

The most comprehensive ServiceNow MCP server. 17 tools for full CRUD, CMDB graph traversal, background scripts, ATF testing, and more.

A **complete** Model Context Protocol (MCP) server that provides comprehensive integration with the Productboard API. More than 40+ tools.

12 deterministic calendar tools — temporal context, scheduling, availability, and booking

A comprehensive MCP server that provides AI agents with deep access to the PubChem chemical database, enabling structural searches, property retrieval, and bioassay analysis via the PUG REST API.

A Go-based MCP server providing a suite of tools including basic greeting functionality, database connectivity, and Redis operations through a modular JSON-RPC 2.0 architecture.

An MCP server that enables AI assistants to capture and analyze HTTP/HTTPS traffic from Android devices. It supports smart searching of network requests and provides tools for detailed traffic analysis via natural language.

MCP server for managing your Tailscale network (tailnet) through Claude Code and other MCP clients

An MCP server for analyzing Python application logs and test outputs, featuring time-based filtering, pattern matching, and automated code coverage report generation.

A robust MCP server that dynamically maps WordPress REST API endpoints to individual tools, enabling comprehensive site management, content creation, and administrative tasks across multiple installations.