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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Puch AI WhatsApp Integration MCP Server

Enables AI assistants to fetch web content, search for products on Google Shopping, and integrate with WhatsApp messaging. Serves as a bridge between Puch AI and external services through authenticated API endpoints.

Shark MCP - AI Agent Microloan Server

Enables AI agents to request and manage microloans for HTTP 402 Payment Required transactions. Provides automated underwriting, credit management, and USDC disbursement with progressive credit limits based on repayment history.

Quality Guard MCP

Enables Claude to set up and manage enterprise-grade code quality pipelines for projects, including automated formatting, linting, security scanning, and pre-commit hooks. Transforms any project into a quality-enforced codebase with AccuFlow's battle-tested engineering setup in seconds.

MCP Mail Organizer

Enables comprehensive email management through IMAP/SMTP protocols with tools for searching, organizing, moving, flagging, and sending emails across various email providers. Features safe preview mode for destructive operations and supports multiple email providers including Gmail, Outlook, and Chinese email services.

Mood Playlist MCP Server

Generates personalized music playlists based on mood analysis using AI sentiment detection and emoji understanding. Integrates with Last.fm API to create playlists with multi-language support and provides streaming links for Spotify, Apple Music, and YouTube.

RentSmart MCP

Enables users to generate rental agreements and receipts as PDFs through an AI-powered WhatsApp bot. Provides stamp duty information lookup and handles rental document creation with customizable templates.

MCP AgentRun Server

Enables safe Python code execution in isolated Docker containers through the AgentRun framework. Provides automatic container lifecycle management and comprehensive error handling for secure and reproducible code execution.

JP's MCP Collection

A comprehensive utility MCP server that enables AI assistants to execute system commands, manage files, integrate with Google Sheets and Tasks, perform AI-powered text processing, and load dynamic prompts from markdown files.

GitHub MCP Server on Amazon Bedrock AgentCore

Provides a private, managed instance of the official GitHub MCP server hosted on Amazon Bedrock AgentCore with Okta authentication. It allows developers to securely interact with GitHub through MCP-compatible IDEs over a private AWS infrastructure.

Garmin MCP Server

Enables ChatGPT to access and analyze personal Garmin health data including daily steps, heart rate, calories, sleep duration, and body battery levels. Collects data via webhook from Garmin devices and provides health insights through natural language queries.

Mong MCP Server

Provides a moby-like random name generator through the MCP interface for generating Docker-style random names. Integrates with Claude Desktop and VS Code Copilot Agent to enable name generation functionality.

SpiderFoot MCP Server

Enables interaction with SpiderFoot's OSINT scanning capabilities through Claude and other MCP-compatible tools. Supports comprehensive scan management, real-time monitoring, result retrieval, and export functionality for reconnaissance and investigation workflows.

Angular Bootstrap MCP Server

A TypeScript-based MCP server that provides backend API handling and facilitates communication between microservices. Features an organized structure with controllers, routes, and models for easy extensibility and maintenance.

Codecks MCP Server

Enables AI assistants to interact with Codecks project management for querying cards, creating tasks, and managing game development workflows. It supports comprehensive operations for cards, decks, spaces, and projects through natural language commands.

Local Memory MCP Server

Provides persistent local memory functionality for AI assistants, enabling them to store, retrieve, and search contextual information across conversations with SQLite-based full-text search. All data stays private on your machine while dramatically improving context retention and personalized assistance.

llms-txt-mcp

Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.

Remote MCP Server (Authless)

Enables deployment of Model Context Protocol servers on Cloudflare Workers without authentication requirements. Provides a template for creating custom MCP tools that can be accessed remotely via SSE endpoints and integrated with Claude Desktop or Cloudflare AI Playground.

Medical RAG MCP - Semantic search and retrieval of high-quality clinical medical data

Medical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.

BBOT MCP Server

Enables users to run and manage BBOT security scans through the MCP interface. Provides comprehensive tools for executing reconnaissance scans, monitoring progress, and retrieving results with support for concurrent scanning operations.

Minimalist Knowledge Base MCP

Enables LLMs to manage file-based knowledge bases with dual storage (Markdown + SQLite). Supports creating, searching, and organizing articles across multiple knowledge bases with full-text search capabilities.

Undoom Uninstaller MCP

Enables Windows program management through MCP, including listing installed programs, uninstalling software, force removal, and cleaning residual files. Supports generating detailed Markdown reports of system programs with smart categorization and statistics.

Brave Search MCP Server

Enables web searching and local business discovery through the Brave Search API. Provides both general web search with pagination and filtering controls, plus local business search with automatic fallback to web results.

Shogi MCP Server

Enables AI agents to analyze shogi (Japanese chess) positions and moves by integrating with USI protocol engines. Provides position analysis, move evaluation, and game state assessment through HTTP API bridge and MCP tools.

Amazon Managed Prometheus MCP Server

Enables access to Amazon Managed Prometheus workspaces through natural language queries. Supports listing workspaces, executing PromQL queries, and retrieving workspace details and metrics with AWS authentication.

MCP Server for EAI Services

Implements a Multi-Channel Platform Server that integrates with existing Enterprise Application Integration services, providing tools and endpoints to securely fetch network reports and access management features.

AI_SYNC MCP Server

Connects GPT-4 to a merchant store API, allowing users to query and manage store data for the Tnc_Store merchant through natural language interactions.

DateTime MCP Server

A simple MCP server that provides accurate date and time information to Claude models, ensuring they always use the correct current date and time when creating time-sensitive content.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.

Remote Memory MCP Server

Manages knowledge graph data synchronized with GitHub repositories, enabling remote storage and collaboration of memory entities, relationships, and observations.

Rememberizer MCP Server for Common Knowledge

Enables accessing and managing personal/team internal knowledge repository with tools for semantic search, smart search, document listing, and saving information for future recall.

AI & ML MCP Servers — Page 482 | MCP Hub