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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Arke Institute MCP Server

Enables semantic search across the Arke Institute's extensive archive of NARA records and presidential libraries using natural language queries. Provides access to millions of historical documents, photographs, and records with OCR'd content and complete metadata.

UX/UI Tools for React + Material-UI

Provides AI-powered tools to apply UX/UI best practices, Nielsen's heuristics, cognitive biases, and Material-UI patterns to React components. Enables automated application of responsive design, Apple design patterns, and complete UX guidelines through natural language commands.

Web Inspector MCP

Enables AI assistants to inspect, debug, and test web pages using Playwright. Provides comprehensive DOM inspection, visibility debugging, layout validation, and element finding capabilities in real browser environments.

Fathom-Simple-MCP

A Model Context Protocol (MCP) server for accessing Fathom AI API endpoints (meetings, recordings, transcripts, summaries, teams, team members) via GET operations.

JEFit MCP Server

Enables analysis and retrieval of JEFit workout data through natural language. Provides access to workout dates, detailed exercise information, and batch workout analysis for fitness tracking and progress monitoring.

MyFitnessPal MCP Server

Enables retrieval and analysis of MyFitnessPal nutrition data including daily summaries, meal breakdowns, exercise tracking, and macro/micronutrient analysis. Uses browser cookie authentication to access your personal MyFitnessPal account data through natural language queries.

SRT Translation MCP Server

Enables processing and translating SRT subtitle files with intelligent conversation detection and context preservation. Supports parsing, validation, chunking of large files, and translation while maintaining precise timing and HTML formatting.

MCP Employee API Server

Enables AI assistants to manage employee data through a REST API with full CRUD operations. Provides tools to create, read, update, and delete employee records via the Model Context Protocol.

DuckDuckGo MCP Server

Enables web search through DuckDuckGo and webpage content fetching with intelligent text extraction. Features built-in rate limiting and LLM-optimized result formatting for seamless integration with language models.

ChillMCP

Enables AI agents to take breaks and manage stress levels through various休息 activities like coffee breaks, Netflix watching, and bathroom breaks. Features a boss alert system that adds realistic workplace tension to the break-taking experience.

Superprecio MCP Server

Enables AI assistants to search products, compare prices, and find the best deals across multiple supermarkets in Argentina through Superprecio's price comparison API. Transforms Claude into an expert shopping assistant for Latin American grocery shopping.

Skillz MCP Server

Enables LLMs to dynamically discover and execute tools through a structured skills system. Serves as a documentation hub where skills are defined in directories, allowing progressive loading and interpretation of capabilities.

Pendle Finance MCP Server

Enables interaction with Pendle Finance DeFi protocol to fetch live yields, simulate staking and swaps, retrieve portfolio data, and get AI-based token recommendations. Provides comprehensive DeFi portfolio management and yield optimization through natural language.

Basecamp MCP Server

Connects Basecamp workspaces to AI tools, enabling management of projects, messages, todos, and schedules through natural language interactions. Features persistent caching and supports both reading workspace data and performing actions like creating messages and updating todos.

Skyforge MCP Server

Connects AI assistants to SkySpark and Haxall building automation systems by dynamically exposing SkySpark Axon functions as MCP tools. Enables natural language interaction with building data, equipment, and automation functions through real-time tool discovery.

MPO MCP Server

Enables AI assistants to interact with GitHub repositories, Confluence documentation, and Databricks Unity Catalog through comprehensive tools for code exploration, documentation retrieval, and data schema management.

RushDB

Zero-config graph DB for builders, AI agents, and SaaS teams who move fast

Google Trends MCP Server

Enables retrieval and analysis of Google Trends data for any search term over the last 12 months. Provides structured timeline data with relative interest scores that can be filtered by geography and category.

SuperCollider MCP Server

Enables AI assistants to generate and control real-time audio synthesis through natural language descriptions using SuperCollider. Features 10 built-in synth types, pattern sequencing, audio recording, and server lifecycle management for creating sounds from simple English descriptions.

MCP Server Starter

A production-ready starter template for building Model Context Protocol (MCP) servers with TypeScript. Includes automated tooling for creating new MCP tools, testing, and deployment to Claude Desktop.

Podman MCP Server

Enables AI tools to manage containerized applications through Podman, supporting container lifecycle operations, command execution, log viewing, image management, and resource monitoring. Features automatic network discovery for seamless integration with MCP Discovery Hub.

SSH Read-Only MCP Server

Enables secure remote SSH command execution with strict read-only enforcement, allowing safe delegation of SSH access to Claude while preventing write operations. Supports connection pooling, command validation, and comprehensive logging for audit trails.

MCP Indexer

Enables semantic code search across multiple repositories using natural language queries. Provides intelligent code discovery, symbol lookups, and cross-repo dependency analysis for AI coding agents.

Taiwan Stock Real-Time Analysis MCP Server

Provides real-time stock quotes, technical analysis, and intelligent trading recommendations specifically for the Taiwan stock market. Supports single and multiple stock queries, comparative analysis, and investment decision support through natural language interactions.

Database MCP Server

Enables AI to query and manage PostgreSQL and MongoDB databases through natural language. Supports automatic schema discovery, safe data operations, and network-wide database access with zero-configuration deployment.

Time Tracking MCP

Enables natural language time tracking through Claude with markdown file storage. Supports multi-company tracking, flexible time parsing, auto-calculated summaries, and commitment warnings all through conversational input.

Gemini Web Automation MCP

Enables AI-powered web browsing automation using Google's Gemini 2.5 Computer Use API. Allows agents to navigate websites, click buttons, fill forms, and extract information through natural language commands with real-time progress tracking.

FastMCP Multi-Tool Server

Provides comprehensive utility tools including file operations, weather information, system monitoring, mathematical calculations, text search, and safe command execution. Enables users to perform various system and data operations through a unified MCP interface with built-in security features.

Google Drive MCP Server

Enables interaction with Google Drive files and Google Sheets through search, read, and write operations. Supports automatic conversion of Google Workspace files to readable formats and direct spreadsheet cell updates.

Google Ads MCP Server

Enables interaction with Google Ads through secure OAuth authentication to discover keyword ideas, analyze historical search metrics, and generate forecasts for advertising campaigns. Built as a Next.js application with encrypted credential storage and rate limiting.