AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MTG Deck Manager
MCP (Model Context Protocol) Server. Integrates with Magic: The Gathering resources to enable deck management, card drawing, hand manipulation, and Scryfall API searches for comprehensive card information retrieval and game simulation.
12306 Railway
An MCP server that integrates with China's 12306 railway system to provide real-time train ticket searching, route filtering, and schedule information directly to AI models.
RPG Maker MZ
A comprehensive MCP server for RPG Maker MZ that enables autonomous game development through project management, map editing, AI-driven asset generation, and full scenario implementation via Gemini 2.5 Flash.
Cargo
A specialized MCP server providing safe and whitelisted access to the Rust Cargo toolchain for building, testing, linting, and managing dependencies within Rust projects.
Screenshot Capture
An MCP server that enables AI assistants to capture and analyze screenshots from multiple displays across macOS, Windows, and Linux. It provides essential tools for UI debugging, visual content analysis, and design assistance in web development workflows.
Meilisearch
MCP (Model Context Protocol) Server. Integrates with Meilisearch to enable advanced search operations, index and document management, and customizable search functionality with features like faceted search and custom ranking.
ConnectWise Manage API
MCP (Model Context Protocol) Server. Bridges Claude with the ConnectWise Manage API through a SQLite database built from API definitions, enabling natural language search, categorized navigation, and fast memory for efficient IT service ticket management and company information retrieval.
aicastle-school-openai-api-agent-project
A resource hub and educational framework for building custom AI agents using OpenAI, featuring market data integration and fine-tuning examples.
Firebase
MCP (Model Context Protocol) Server. Integrates with Firebase services to enable user management, document operations, and file handling for applications using Firebase Authentication, Firestore, and Storage.
Deep Research
MCP (Model Context Protocol) Server. Integrates multiple AI agents to conduct in-depth research on complex topics with customizable tones, providing detailed progress reporting and error handling.
Pexels
A MCP server providing access to Pexels Free Image API, enabling seamless search, retrieval, and download of high-quality royalty-free images.
Joomla Articles
MCP (Model Context Protocol) Server. Enables AI to create, update, and manage Joomla website articles through specialized tools for retrieving content, converting markdown to HTML, and controlling publication states via the Joomla Web Services API.
DALL-E
MCP (Model Context Protocol) Server. Enables image generation capabilities using OpenAI's DALL-E API with support for creating, editing, and varying images through flexible configuration options.
Gmail
MCP (Model Context Protocol) Server. Enables sending emails through Gmail's SMTP service with support for attachments from local files, pre-staged files, or URLs downloaded during conversation.
Google Toolbox
MCP (Model Context Protocol) Server. Integrates with Google services including Gmail, Calendar, Drive, and Search through OAuth 2.0 authentication, enabling email management, scheduling, document access, and web information retrieval.
Skills
An MCP server that enables AI agents to discover and use modular, reusable 'skills' based on the Claude Skills pattern. It manages a directory-based registry of domain-specific expertise, scripts, and documentation for agentic workflows.
Claude Enhancements
MCP (Model Context Protocol) Server. Extends Claude's capabilities with modular utility servers for greeting users, counting files, saving conversations, and managing context through a lightweight, configurable JSON interface.
MiniMax Coding Plan
A specialized MCP server that provides AI-powered web search and computer vision capabilities optimized for software development and coding workflows.
OpenAI Agents
MCP (Model Context Protocol) Server. Exposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and a multi-agent orchestrator that coordinates between them based on task requirements.
Video Edit (MoviePy)
A MoviePy-powered MCP server that provides comprehensive video and audio processing tools, enabling AI agents to trim, merge, apply effects, and overlay text/images using an efficient in-memory object store.
Google Flights
MCP (Model Context Protocol) Server. Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip flights, retrieving airport information, and generating travel recommendations.
WSL Filesystem
A specialized MCP server that bridges Windows and WSL, using native Linux commands to provide high-performance file operations and searches within WSL distributions.
MCPet
MCP (Model Context Protocol) Server. Virtual pet simulator that lets users adopt, nurture, and play with digital pets that evolve through life stages and maintain persistent stats between sessions.
Smartsheet for Healthcare
MCP (Model Context Protocol) Server. Integrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations.
Tailscale Network Monitor
A read-only MCP server providing tools to monitor Tailscale network status, query peer devices, and run diagnostics safely via the Tailscale CLI.
Productboard
Integrate the Productboard API into agentic workflows via MCP.
Solana Blockchain
MCP (Model Context Protocol) Server. Enables secure interaction with the Solana blockchain for checking wallet balances, retrieving blockchain information, and executing token transfers through RPC endpoints and keypair-based authentication.
Kontxt
MCP (Model Context Protocol) Server. Provides AI-driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on user queries without manual indexing.
SNCF Train Journey Planner
MCP (Model Context Protocol) Server. Connects to the French National Railway (SNCF) API for planning train journeys, retrieving station information, checking schedules, and monitoring service disruptions across France with intelligent station-finding and fallback mechanisms.
Daft.ie
An MCP server for searching and analyzing Irish rental property data from Daft.ie, supporting location, price, and amenity filtering via web scraping and API integration.