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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Omni-MCP

A universal resource server that enables AI models to mount local folders, scrape web pages into Markdown, and query SQLite databases without writing code. It features a real-time TUI dashboard and persistent configuration for managing diverse knowledge sources.

Sirr MCP Server

Provides Claude Code direct access to a Sirr secret vault for reading, pushing, listing, and deleting secrets with expiry constraints. It enables natural language secret management while keeping credentials secure through metadata-only listing and controlled value retrieval.

agent-zone-mcp

MCP server for Agent Zone — infrastructure knowledge for AI agents

@proxenio-tech/mcp-server

MCP server for Proxenio — enables AI agents to discover, authenticate, and interact with the Proxenio verified intent network.

Korea Building Register MCP

Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

MCP-NetDisk

A private cloud storage system with Model Context Protocol integration that allows AI models to manage files through operations like searching, reading, and creating content. It features a complete web interface for user administration, storage quota management, and rich media previews.

macnotes-mcp

A production-ready MCP server for macOS that provides async, cache-backed access and background queued writes to Apple Notes. It enables seamless integration for reading, creating, and managing notes through standard tools like ScriptingBridge while supporting background service execution.

Personal Library MCP Server

A demo server that allows AI models to manage a personal reading list stored in a local SQLite database. It provides tools for searching, adding, and updating books while demonstrating core Model Context Protocol features like resources and tools.

Music Media MCP Server

Enables users to generate AI-powered music videos by analyzing visual content to compose matching soundtracks using Google's Lyria model. The server automatically merges audio and media into playable video artifacts that can be rendered inline within MCP-compatible chatbots.

Discord Decision MCP

Enables AI agents to request user decisions and send notifications via Discord when human intervention is required during autonomous tasks. It supports blocking questions with custom options, progress reporting, and persistent state for seamless remote task management.

Memstate MCP

Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.

RanchHand

Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools. Provides access to chat completions, model listings, and embeddings generation from local or remote OpenAI-style endpoints.

DB-MCP

An MCP server that bridges AI assistants with data warehouses through Cube.js to enable governed, natural language semantic analytics queries. It provides tools for metadata discovery and secure query execution while enforcing governance policies like PII blocking and access limits.

Email MCP Server

An MCP server that enables AI models to read, search, and send emails via IMAP and SMTP protocols. It supports various providers like Gmail and Outlook, allowing for tasks such as retrieving unread messages, searching by sender, and managing mailbox folders.

Trello MCP Server

An MCP server that connects Claude to Trello, enabling comprehensive management of boards, lists, and cards through natural language conversation. It supports a wide range of actions including searching cards, adding comments, managing checklists, and tracking board activity.

interdeep

An MCP server for deep research that extracts clean text from web pages using hybrid extraction strategies and compiles findings into structured markdown reports. It provides tools for single and batch URL content extraction with optional Playwright support for JavaScript-heavy sites.

MCP Starter for Puch AI

A template MCP server that provides job searching tools (analyze descriptions, fetch postings, search opportunities) and basic image processing capabilities. Includes built-in authentication and is designed to work seamlessly with Puch AI.

AWS MCP Server

A bridge for AI assistants to execute AWS CLI commands securely using Docker, supporting Unix-style pipelines and comprehensive cloud management prompt templates.

2 tools

PostgreSQL MCP Server

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.

Manual RAG — SIH/SUS Query System

A RAG-based MCP server for natural language querying of Brazilian healthcare manuals (SIH/SUS, SIA/SUS) and official ordinances. It provides 16 tools for semantic search, regulatory critique analysis, and retrieving data from SIGTAP and CNES.

Model Control Plane (MCP) Server

A server implementation that provides a unified interface for OpenAI services, Git repository analysis, and local filesystem operations through REST API endpoints.

Enhanced Airtable MCP Server

A robust Airtable MCP server that provides comprehensive record management with automatic type conversion for complex field types and efficient batch operations.

12 tools

Trilo

Connect AI tools to Trilo workspaces — manage tasks, messages, pages, calendars, meetings, and more.

Obris

Stop re-explaining yourself to AI. Save knowledge once, use it in every conversation.

Indicate

AI-powered intelligence for your development workflow via Indicate.

ani-mcp

A smart MCP server for AniList that gets your anime/manga taste - not just API calls.

mcp-server-research-signals

Scored trend intelligence from HN, Reddit, ArXiv, and GitHub.

amazonads-mcp

MCP server for Amazon Ads API - manage campaigns, keywords, bids, and performance reports

denialbot

Insurance denial code lookup, appeal letter generation, and denial analysis for AI agents.

drinkedin

AI agent virtual bar ecosystem — visit venues, order drinks, chat, earn Vouchers. 10 tools.