AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Famxplor
A specialized MCP server providing location-based search for curated, family-tested travel activities worldwide using the Famxplor database.
Universal Infinite Loop MCP Server
A sophisticated parallel orchestration framework that implements multi-agent coordination loops for universal tasks like UI development, research, and code generation through a specification-driven architecture.
DICOM PACS
A comprehensive MCP server for medical imaging that integrates DICOM PACS (Orthanc), FHIR systems, and RIS databases to automate radiology workflows, reporting, and synthetic image generation.
GroundX RAG
MCP (Model Context Protocol) Server. Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to underlying document storage.
Autopilot Browser
A specialized MCP server that allows AI agents to discover and execute pre-built browser automation workflows for web scraping and data extraction via Autopilot Browser.
Tembo MCP Server
A toolset for interacting with the Tembo API to manage organization tasks, search tasks, and view enabled code repositories directly through MCP-enabled clients.
Google Flights
A robust MCP server integrating Google Flights via SerpAPI and fast-flights for advanced flight searching, multi-city planning, and price optimization with automated fallback mechanisms.
Nerve
Search and Act on all your company data across all your SaaS apps via Nerve
Joplin
An MCP server that enables complete note and notebook management in Joplin via its REST API, supporting search, read, hierarchy exploration, and multi-note access.
Google Ads MCP Server
A programmatic interface for managing Google Ads, enabling campaign controls, budget updates, and real-time performance analytics directly through MCP.
Email Service
A Model Context Protocol server that enables AI assistants to send emails via SMTP and AWS SES through a standardized interface.
Registry
MCP (Model Context Protocol) Server. Provides a bridge to the MCP Registry service for checking server health, listing entries, retrieving details, and publishing new server implementations
Elastic Email
Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments.
Douyin
A robust MCP server for Douyin/TikTok content processing that extracts metadata, downloads watermark-free videos, and performs AI-driven speech-to-text transcription.
Multi-Agent Orchestrator
An enterprise-grade orchestration server that coordinates specialized AI agents to automate the full software development lifecycle, featuring self-healing code, architecture planning, and cloud deployment.
Mem0
A persistent memory storage and retrieval server using Mem0, allowing AI agents to maintain long-term context and personalize user experiences across sessions.
Seoul TAGO Subway
A specialized MCP server for accessing Seoul subway data via the TAGO API, allowing users to search for station details and retrieve real-time train timetables.
PingOne Advanced Identity Cloud MCP Server
Enables AI assistants to manage PingOne Advanced Identity Cloud environments via natural language, supporting full CRUD operations for identity objects, authentication theme customization, log analysis, and secret/variable management.
Gemini Thinking
An MCP server that integrates Google's Gemini API to facilitate structured, sequential reasoning and complex problem-solving through iterative thought steps and session management.
KAIA-MCP Server
A DeFi-focused MCP server for the KAIA blockchain that enables AI agents to track wallet balances, query token prices, and execute transactions on KiloLend and DragonSwap protocols.
n8n MCP Server
A comprehensive MCP server providing tools to manage and execute n8n automation workflows, credentials, variables, and execution logs directly from AI assistants.
PsiAnimator
PsiAnimator integrates QuTip quantum physics simulations with Manim mathematical animations to model, measure, and visualize quantum states and processes through MCP.
Tavus
A comprehensive MCP server for the Tavus API that enables AI video generation, replica management, and interactive conversational video interfaces through standard model context tools.
Brian
MCP (Model Context Protocol) Server. Retrieves blockchain transaction data from specified addresses using natural language prompts, translating user queries into structured data retrieval with flexible chain and address support.
KevoDB
MCP (Model Context Protocol) Server. Provides a standardized key-value database interface for persistent storage with transaction support, enabling read, write, and query operations on structured data
Kirha Crypto Gateway
A specialized MCP gateway that routes cryptocurrency queries to Kirha AI's analysis system, featuring automated summarization and dynamic tool registration for accurate crypto knowledge retrieval.
Amadeus
An MCP server that integrates with the Amadeus API to provide comprehensive flight search capabilities, including filtering by airports, dates, passenger types, and pricing.
FindMine Shopping Stylist
Integrates FindMine's styling API to provide fashion recommendations, complete outfit completion, and visual search capabilities for e-commerce platforms.
Google Calendar
A comprehensive MCP server for Google Calendar management that enables users to create, update, and search events and calendars via secure OAuth2 authentication.
Personal Expense Tracker
An MCP server for personal finance management using SQLite to store, categorize, and summarize expenses over custom date ranges.