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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Fotocasa1 MCP Server

A specialized MCP server for the Fotocasa1 API providing comprehensive real estate search capabilities in Spain, including location autocompletion, detailed property listings, and specific unit information.

3 tools

rubiks-cube-mcp-server

A specialized MCP server for Rubik's Cube simulation and solving, featuring 3D real-time visualization, standard move notation support, and interactive game session management for AI agents.

4 tools

Midjourney Best Experience MCP Server

A robust MCP server for the Midjourney Best Experience API, enabling image generation, upscaling, variations, and zooming with support for both fast and relax modes.

5 tools

McpSystem

An AI-powered project consultant for Android development that integrates GitHub repository analysis with RAG-based documentation retrieval for intelligent code reviews and chat assistance.

12 tools

AppsFlyer MCP Server

Integrates AppsFlyer analytics data with AI assistants, allowing users to fetch various aggregate data reports from AppsFlyer Pull API with secure authentication.

Oura Ring MCP Server

Enables access to Oura Ring health data including sleep patterns, activity metrics, readiness scores, heart rate, workouts, and stress measurements with AI-powered analysis and personalized recommendations.

AnyList MCP Server

Enables AI assistants to interact with AnyList for managing shopping lists, recipes, and meal planning. Users can retrieve recipe details, add ingredients to lists, and schedule meals on their AnyList calendar.

Claude Talk to Figma MCP

Enables AI assistants like Claude Desktop to interact directly with Figma, allowing natural language commands to create, modify, and analyze designs including shapes, text, components, and layouts in real-time.

MCP Commute Assistant

A smart commute assistant that monitors travel routes via the Amap API and sends automated notifications to DingTalk. It enables users to schedule daily route checks and receive real-time traffic updates using a modular MCP-based architecture.

ContainerGuardMCP

A container security monitoring and management tool that provides remote Docker/SSH connectivity, real-time log analysis, and automated security scanning for containerized environments.

8 tools

AIE7-MCP-Session

A demonstration MCP server that provides web search capabilities by bridging the Tavily API to any MCP-compatible LLM client.

1 tool

manim-mcp

A Model Context Protocol server that enables AI models to generate mathematical animations by compiling Manim Python code and serving the resulting video files.

2 tools

QueryWeaver

An open-source Text2SQL tool that transforms natural language into SQL using graph-powered schema understanding. Ask your database questions in plain English, QueryWeaver handles the weaving.

testrail-mcp

A comprehensive MCP server enabling AI tools to interact with the TestRail API, providing full coverage for managing test cases, runs, suites, results, and attachments directly within AI-powered development environments.

77 tools

ocp-viewer-mcp

An MCP server that captures screenshots from the OCP CAD Viewer, enabling AI assistants to visually inspect and analyze 3D CAD models from CadQuery and Build123d.

1 tool

Prometheus MCP

A proof-of-concept Prometheus MCP server, which likely enables Claude AI to interact with Prometheus monitoring systems through the Model Context Protocol.

pfclaude

An MCP server for pfSense that provides bidirectional control and an emergency 'onboard brain' for autonomous network recovery. It exposes a comprehensive suite of tools for managing firewall rules, NAT, DHCP, VPNs, routing, and system diagnostics.

62 tools

ibm-cloud-object-storage-mcp-server-by-cdata

A read-only MCP server that allows LLMs to query IBM Cloud Object Storage data using SQL via the CData JDBC driver, exposing data as relational models.

6 tools

mcp

A comprehensive MCP server that exposes the full range of Meilisearch search engine APIs as tools, including document management, index configuration, and advanced vector search capabilities.

81 tools

usaspending-mcp-server

This leverages the official source of government spending data USASPENDING.gov. Which enables one to track government spending over time, search government spending by agency, explore government spending to communities, and much mor

National Parks MCP Server

Provides access to the National Park Service API to search for U.S. national parks, view park details, check alerts and closures, find visitor centers, campgrounds, and upcoming events.

紫微斗数 MCP 服务器 (MCPIztro)

A Model Context Protocol server that provides accurate Chinese Ziwei Doushu astrology chart calculations and horoscope analysis, enabling AI assistants to generate personalized astrological readings through natural language queries.

Vibe Math MCP

Provides 21 mathematical tools across 6 domains including basic calculations, array operations, statistics, financial mathematics, linear algebra, and calculus. Supports batch execution for complex multi-step workflows with intelligent dependency resolution.

Notion MCP Server

Enables interaction with Notion workspaces through the Notion API, allowing users to search, read, comment on, and create pages and databases using natural language commands.

Soulseek MCP Server

A Model Context Protocol server that allows users to search for music and download files from the Soulseek peer-to-peer network directly through an AI interface.

3 tools

Back-Agent MCP Server

Back-Agent MCP Server enables automated code generation and development task execution by bridging Claude Desktop with the Claude Code CLI in specified working directories.

1 tool

Skyfly MCP Server

Skyfly MCP combines real-time flight data from OpenSky Network with a local FAA registry database to provide comprehensive aviation insights, including aircraft positions, trajectories, and technical specifications.

10 tools

Time MCP Server

Provides current time information and timezone conversion capabilities using IANA timezone names. Enables LLMs to get current time in any timezone and convert times between different timezones with automatic system timezone detection.

Memory-MCP

A sophisticated persistent memory system using hybrid vector/keyword search with neural reranking to store and retrieve AI agent insights across coding sessions.

7 tools

Chess MCP Server

A chess-playing MCP server that integrates the Stockfish engine to provide legal move validation, position tracking in FEN notation, and high-quality AI opponent moves.

3 tools