AI & ML

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.

A documentation workflow tool that automatically collects code context, analyzes design decisions using AST parsing, and publishes structured technical documentation to platforms like Notion, GitHub, and Obsidian.

A specialized browser automation MCP server for RoxyBrowser that uses Playwright's accessibility tree and advanced DOM distillation to enable fast, token-efficient web interactions without requiring vision models.

A comprehensive MCP server for browser automation via Puppeteer, featuring specialized agents for file management, QNAP network storage integration, and agent-to-agent task handoffs.

AI contract analysis with partner-level redlines, OOXML Track Changes (w:ins/w:del), clause extraction, risk scoring, and negotiation email generation for B2B SaaS agreements.

A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.

Enables restaurant reservation management and schedule checking through Supabase with multi-tenant support. Designed for WhatsApp and phone agents to verify opening hours, create reservations with automatic table assignment, and handle multiple restaurants from a single server.

A semantic proxy that reduces AI agent token usage by exposing only three core tools and using local vector embeddings to search for and execute hundreds of underlying MCP tools. It streamlines communication between agents and MCP Routers by identifying relevant tools through natural language queries.

Provides access to multiple AI models (Grok, Gemini 2.5 Pro, Kimi, Qwen3 Coder, GLM-4.5) through OpenRouter, enabling users to query different specialized models for reasoning, coding, translation, and general tasks with automatic fallback to free variants.

A financial data MCP server that securely connects to Plaid's API to synchronize bank transaction history and retrieve real-time account balances.

An MCP server designed to retrieve DevOps skills, code standards, and SAP Fiori documentation templates from a GitHub repository. It allows users to list available resources and fetch specific best practices to integrate directly into their development workflow.

* This is a powerful global hotel intelligent recommendation and booking tool, providing users with worldwide hotel information services to meet various accommodation needs and offer optimal price discounts for booking. The system supports precise searches through multiple target location types such

A Model Context Protocol server for Firebird SQL databases, providing LLMs with capabilities for SQL execution, schema analysis, and database management.

Enables LLM agents to interact with Twitter (X) for searching tweets, posting content with images, analyzing engagement, and extracting topics using the Twitter API.

"Universal API gateway for AI agents. 100+ real-time data APIs (weather, crypto, news, geo, text) with x402 pay-per-call billing"

An AI-powered job recommender built on the Model Context Protocol that provides personalized career suggestions through resume and skills matching. It utilizes LLMs and external tool integrations to help users find relevant job openings based on their professional profile.

A Model Context Protocol server that enables AI models to orchestrate Docker containers, images, networks, and volumes via the Portainer API.

A Model Context Protocol server that enables AI assistants to securely fetch and extract readable text content from web pages through a standardized interface.

An image analysis server that leverages Vision Language Models via OpenAI-compatible APIs to process and interpret visual data from both URLs and local files.