AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Box
This MCP server integrates with Box cloud storage to enable searching and reading PDF and Word documents directly within AI applications.
Pexels
A MCP server providing access to Pexels Free Image API, enabling seamless search, retrieval, and download of high-quality royalty-free images.
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.
LottieFiles
MCP (Model Context Protocol) Server. Integrates with the LottieFiles API to enable search and retrieval of animations by keywords, popular collections, and detailed information without leaving the conversation interface.
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.
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.
Graphistry
MCP (Model Context Protocol) Server. GPU-accelerated graph visualization and analytics for LLMs.
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.
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.
PageSpeed Insights
A Google PageSpeed Insights integration for MCP that provides detailed performance metrics, Core Web Vitals, accessibility audits, and SEO assessments for any URL.
Productboard
Integrate the Productboard API into agentic workflows via MCP.
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.
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.
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.
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.
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.
Fish Audio
A Model Context Protocol server that integrates Fish Audio's advanced text-to-speech API, allowing LLMs to generate high-quality, multilingual speech with custom voice cloning and real-time streaming capabilities.
EverArt Forge
MCP (Model Context Protocol) Server. Integrates with EverArt's AI models to provide advanced vector and raster image generation capabilities, supporting various formats and offering flexible storage options.
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.
Codehooks.io MCP Server
A comprehensive MCP server for interacting with Codehooks.io, enabling AI agents to manage NoSQL collections, deploy serverless JavaScript functions, and handle cloud file storage.
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.
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.
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.
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.
MCPfinder
The AI Agent's "App Store": Discover, install, and monetize AI capabilities — all within the MCP ecosystem.
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.
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.
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.
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.
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.