AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
API Manager
Enables secure management of API keys through an encrypted environment file with automatic categorization, search functionality, and backup operations. Provides comprehensive API key organization with value masking, audit trails, and export capabilities for safe credential management.
Resend MCP
Enables sending emails through the Resend service API. Provides a simple email sending tool that integrates with MCP-compatible clients.
AI MCP Gateway
Intelligent multi-model orchestrator with dynamic routing that optimizes AI costs by prioritizing free models and escalating to paid tiers only when needed, with stateless architecture using Redis and PostgreSQL.
MCP Server
Provides custom tools for news search, user profile management, and mathematical operations through the Model Context Protocol.
SumUp MCP Server
Enables natural language interactions with SumUp payment services and APIs, allowing users to manage their SumUp account, process payments, and access payment data through LLM-powered conversations.
Chemspace MCP Server
Enables AI agents to search the Chemspace API for synthesizable building blocks and screening compounds using exact matches, substructure searches, and similarity searches by SMILES strings.
Medical GraphRAG Assistant
Enables AI-powered medical information retrieval through FHIR clinical document search and GraphRAG-based exploration of medical entities and relationships. Combines vector search with knowledge graph queries for comprehensive healthcare data analysis.
MCP Doctor
Check and improve the contract quality of any MCP server — for humans, agents, and platforms.
DuckDuckGo MCP Server
A Model Context Protocol server that enables AI applications like Claude Desktop and Cursor IDE to perform web searches via DuckDuckGo's search engine.
SIGMAEO
AI-powered SEO intelligence with 52 tools for domain analysis, keyword research, SERP tracking, page audits, competitor analysis, and AI citation monitoring.
Word Document MCP Server
A robust MCP server for programmatically generating and editing Microsoft Word documents, featuring support for rich text, tables, structured headings, and regex-based find-and-replace.
Product MCP Server
Enables AI agents to manage an in-memory product catalog with tools to add products, search by name or category, and retrieve product details by ID.
Flightradar24 MCP Server
Provides access to real-time and historical flight data from Flightradar24 API, enabling users to track live aircraft positions, query flight histories, and retrieve comprehensive aviation information including aircraft, airline, and airport details.
Remote MCP Server (Authless)
A template for deploying an authentication-free MCP server on Cloudflare Workers that can be connected to Claude Desktop or AI Playground for remote tool execution.
MCP Google Maps
Provides access to Google Maps API functionality including places search, geocoding, directions, distance matrix, elevation data, and static map generation through the MCP interface.
Google Cloud Storage MCP Server by CData
Google Cloud Storage MCP Server by CData
MCP MixSearch
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, Google, Bing, Yandex) with intelligent backend selection, full content extraction, and advanced filtering by time, language, geography, and content type.
TimescaleDB MCP Server
Enables AI assistants to interact with TimescaleDB time-series databases through async operations, providing tools for querying, schema introspection, hypertable analysis, and time-bucketed data aggregation.
Binance Cryptocurrency MCP
Enables AI agents to access real-time Binance cryptocurrency market data including prices, order books, candlestick charts, trading history, and 24-hour statistics through natural language queries.
Excel MCP Server
Enables AI agents to create, read, and modify Excel workbooks without requiring Microsoft Excel, supporting operations like formulas, charts, pivot tables, formatting, and data validation.
Path of Exile 2 Build Optimizer MCP
Enables AI-powered Path of Exile 2 character optimization through natural language queries, providing intelligent build recommendations, gear upgrades, and passive tree optimization using the official PoE API and comprehensive game database.
Semiconductor Component RAG Search
Enables semantic search and question-answering over semiconductor component data stored in Excel files using ChromaDB vector database and HuggingFace language models through a RAG pipeline.
Quote MCP Server
Provides access to inspirational quotes through a free API, enabling users to retrieve random quotes, search quotes by keywords, and fetch specific quotes by ID.
NASA MCP Server
Provides standardized access to 20+ NASA data sources including astronomy pictures, Mars rover photos, near-Earth objects, satellite imagery, space weather, and planetary data through a unified interface optimized for AI consumption.
21st.dev Magic AI Agent
Enables developers to generate beautiful, modern UI components through natural language descriptions. Integrates with popular IDEs to instantly create and customize React components inspired by 21st.dev's component library.
TA-Lib MCP Server
Provides technical analysis indicators like SMA, EMA, RSI, MACD, Bollinger Bands, and Stochastic through MCP, enabling AI assistants to perform financial market analysis and calculations on price data.
ArXiv Paper MCP
Enables searching, retrieving, and parsing academic papers from arXiv, including keyword search, PDF downloads, content extraction from HTML/PDF formats, and accessing the latest AI research papers.
ECL MCP Server
Provides comprehensive access to the Europa Component Library (ECL) design system with semantic search across 50+ components, code examples, accessibility requirements, design tokens, and validation tools for building European Commission websites.
Meilisearch MCP Server
Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.
GIMP MCP
Generates images from text descriptions using Stable Diffusion AI, integrated with VS Code through Model Context Protocol. Supports both AI-powered realistic images and quick PIL-based sketches, with batch processing and animated GIF creation capabilities.