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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Moodle MCP Server

Enables interaction with Moodle learning management systems through the REST API. Supports course management, user enrollment, assignment handling, and forum operations through natural language.

Railway MCP Server

Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.

Volcengine Image Generation MCP Server

A Model Context Protocol server that integrates Volcengine's text-to-image API, specifically the doubao-seedream model, for professional AI image generation.

1 tool

puppeteer-mcp

Enable AI assistants to control web browsers through natural language. This Apify Actor is a Model Context Protocol (MCP) server that gives Claude, ChatGPT, and other AI agents browser automation tools to scrape data, fill forms, take screenshots, and automate any web task.

Claude Infinite Context

An MCP server that enables long-term memory for Claude Code by using Redis and AI-powered summarization to bypass the 200k token context limit.

4 tools

MCP TypeScript Demo Server

A TypeScript implementation of the Model Context Protocol server that enables searching arXiv papers and extracting paper information through standardized client-server communication.

Amazon MCP Server

A Model Context Protocol server that integrates Amazon shopping capabilities into AI assistants, enabling product searches, cart management, and order history tracking.

FAQ RAG MCP Server

Enables semantic search and question-answering over FAQ documents using RAG (Retrieval-Augmented Generation) with OpenAI embeddings and in-memory vector similarity.

cURL MCP Server

A robust MCP server that allows LLMs to perform structured HTTP requests via cURL with built-in support for authentication, redirects, and automated validation.

1 tool

Aristotle MCP Server

Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.

Metabase MCP Server

Enables AI assistants to interact with Metabase analytics platform, allowing users to query databases, manage dashboards and cards, execute SQL queries, and access analytics data through natural language.

Tusk Drift MCP

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

Claude Relay

A WebSocket-based MCP server that enables multiple Claude Code instances to communicate, share context, and coordinate tasks across different machines in real-time.

5 tools

Coolify MCP Tools

Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.

HexDocs MCP

Provides semantic search capabilities for Hex package documentation using AI embeddings. Automatically fetches, processes, and searches Elixir package documentation to help developers find relevant information through natural language queries.

stack-mcp

The Stack Overflow MCP Server is for developers—from community members building open-source projects to small teams experimenting with AI agents and prototypes—who want to incorporate Stack Overflow’s trusted knowledge directly into their IDEs and applications.

World Bank Indicators

Access World Bank development indicators for 200+ countries.

Desearch MCP Server

Enables real-time AI-powered searches on X (Twitter) and the web through Desearch AI, providing relevant links and summaries.

Remote MCP Server (Authless)

A deployable MCP (Model Context Protocol) server on Cloudflare Workers that doesn't require authentication, allowing custom AI tools to be used with Claude Desktop and Cloudflare AI Playground.

Trello MCP Server

Enables AI assistants and automation tools to interact with Trello boards, lists, and cards through a standardized interface. Supports creating, moving, archiving cards, adding comments, managing labels, and performing batch operations across Trello workspaces.

LLDB MCP Server

Provides structured debugging capabilities through LLDB, enabling AI assistants to set breakpoints, inspect variables, analyze crashes, disassemble code, and evaluate expressions in C/C++ programs.

Time MCP Server

A Model Context Protocol server that provides time and timezone conversion capabilities, enabling LLMs to get current time information and perform timezone conversions using IANA timezone names.

MCP Gemini Server

Enables Claude Desktop to interact with Google's Gemini API, allowing users to query Gemini models directly or facilitate conversations between Claude and Gemini with conversation history management.

LightRAG MCP

Enables querying an internal LightRAG knowledge base to retrieve technical documentation and structured information using hybrid search modes. It facilitates the integration of raw text or HTML results from a LightRAG server into LLM workflows.

MCP For Unity

Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.

Linear

MCP (Model Context Protocol) Server. Bridges Linear's project management platform by retrieving user todo tickets via user ID or email, enabling seamless integration of project context into workflow tools.

1 tool

Prometheus Alertmanager MCP Server

Enables interaction with Prometheus Alertmanager to retrieve, filter, and manage alerts and silences through natural language commands in Claude AI.

Travel Amadeus MCP Server

A comprehensive Travel MCP server providing access to 50+ Amadeus APIs for flight and hotel booking, itinerary planning, transfer services, and travel intelligence analytics.

42 tools

Exa Websets MCP Server

Enables AI assistants to create and manage content collections, perform web searches, and enhance data using Exa AI's websets capabilities with guided workflows for research and analysis.

US Census Bureau Data

Query US Census Bureau data: demographics, economics, and housing statistics.