AI & ML

Provides programmatic access to the Directmedia Publishing 'Digitale Bibliothek' collection, a 1990s German electronic book library containing 101 volumes of classic literature and philosophy with text extraction, search, and navigation capabilities.

A lightweight MCP server providing real-time weather, stock market data, and Google search capabilities via STDIO transport. It integrates with OpenWeatherMap, Stooq, and Google Custom Search APIs to provide structured data to AI agents.

An AI-native specification framework that enables deep requirements analysis and structured project planning through intelligent Q\&A workflows. The MCP server provides tools for project initialization, requirement analysis, and the generation of living documentation like development plans and architecture specs.

Provides tools to manage, initialize, and synchronize standardized agent configurations and specialized workflows across various projects. It enables AI agents to access global rules and role-specific guidelines for development, design, and planning via the Model Context Protocol.

Enables AI assistants to interact with ClickUp workspaces through natural language - search tasks, manage workflows, track time, collaborate via comments, and access complete task context including comments and images.

Integrates Brewteco APIs with AI assistants, enabling natural language queries for sales data, product performance, team analytics, customer segmentation, and detailed customer profiles across multiple store locations.

A comprehensive MCP server for the Godot engine that allows LLMs to programmatically manage scenes, generate GDScripts, create animations, and control the Godot editor.

A versatile MCP server that transforms numerous file formats (Office docs, PDFs, images, audio) and web content (YouTube, Bing, URLs) into clean Markdown for LLM consumption.

A tool for identifying and removing AI-generated 'code slop' like redundant comments, verbose logging, and unnecessary error handling across multiple programming languages.

Enables LLMs to interact with ContextVM services (Event Sourcing + FSM + DDD) by translating Model Context Protocol requests to DVM commands over Nostr, allowing AI agents to manage domain entities and workflows.

A stateful architectural gatekeeper that prevents AI coding bugs by enforcing a multi-step verification process and human-in-the-loop approval before allowing file edits.

Provides semantic search and management of shared documentation using ChromaDB and OpenAI embeddings. It enables users to query local documents by meaning, list files, and read content through natural language tools.

A template for deploying authentication-free MCP servers on Cloudflare Workers, enabling custom tool creation and integration with Claude Desktop and AI Playground.

A specialized Tavily search MCP server that uses underscore-based tool names specifically optimized for compatibility with the Cursor editor's CallMcpTool interface.

Enables healthcare benefits management by providing member eligibility verification, coverage details for medical/dental/vision/pharmacy services, and service coverage verification through natural language queries.

Enables Docker container management directly through Claude using the Model Context Protocol. Provides 14 tools for managing containers, images, volumes, and Docker Compose deployments through natural language commands.

A comprehensive music design system that allows AI to compose music using deterministic YAML arrangements. It provides 37 tools for managing patterns, styles, and structures that compile into Score IR and MIDI files.

A fake web search server that generates LLM-powered search results and full articles based on a configurable background story for AI alignment testing. It enables users to simulate a controlled web environment where AI agents interact with fabricated content tailored to a specific narrative.

A learning-focused MCP server demonstrating core concepts like tools, resources, and prompts through a simple notepad application for managing and searching notes.

A multi-functional MCP server that enables academic research through specialized paper search and management tools, complemented by weather query and calculation capabilities.

A Model Context Protocol server that bridges AI agents with the Alexa API, allowing for integrated control over smart home devices, sensors, and media playback.

Enables users to search for vehicles and retrieve detailed listing information from the Turbo.az automotive marketplace. It supports advanced filtering by make, model, price, and other specifications through natural language queries.

A comprehensive MCP server providing access to legislative data from all 50 US states and Congress via the LegiScan API, featuring optimized tools for researching bills, votes, and legislators.

Extracts clean text content and metadata from website URLs using Beautiful Soup through a standardized interface for AI agents. It supports both Bearer token authentication and a blockchain-based pay-per-use protocol for flexible access.

Enables AI agents to interact with GitLab repositories, monitor documentation changes, manage issues and merge requests, and search across projects with comprehensive file and commit operations.

Searchable access to GitLab documentation from multiple repositories with full-text search.

Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.

A documentation system that automatically creates hierarchical markdown files and Mermaid diagrams at every directory level, enabling AI-driven navigation and real-time architectural tracing of codebases.