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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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.

MCP Chess Server

This MCP server integrates with the Chess.com public API to provide real-time player profiles, historical statistics, and performance metrics for any username.

2 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.

MCP Social Network

The world's first social network accessible only through AI coding agents, enabling developers to connect, share posts, and engage with others without leaving their coding environment.

design-token-bridge-mcp

Translate design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI

MCP Lite Wrappers

A suite of lightweight MCP wrappers that consolidate multiple granular tools from Supabase, Linear, Chrome, and Context7 into single tools to reduce context token usage by ~80%.

4 tools

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.

streamline-mcp

X402 MCP Template

Production-ready MCP server template for consuming X402-protected APIs with gasless micropayments. Enables AI agents like Claude to make micropayment-based API calls seamlessly using EIP-712 signatures and USDC transfers.

Alpha Vantage Stock Analysis MCP Server

Allows Claude and other MCP clients to access real-time and historical stock market data from Alpha Vantage API, including intraday and daily stock data with customizable intervals.

Temporal Awareness MCP Server

A Model Context Protocol (MCP) server that provides AI agents with comprehensive temporal awareness and time calculation capabilities.

Smart Connections MCP Server

Enables Claude to perform semantic search across your Obsidian vault using Smart Connections vector database. Provides meaning-based search, related note discovery, and context retrieval for RAG queries instead of basic keyword matching.

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.

gitingest-mcp

An MCP server that wraps gitingest to enable AI models to analyze GitHub repositories, providing access to code structures, metadata, and content with support for both public and private repos.

1 tool

agentdeals

MCP server aggregating developer infrastructure deals, free tiers, and startup programs

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

12306 MCP Server

A high-performance FastAPI backend for train ticket queries in China, supporting real-time ticket availability, station information, transfers, and train schedules through the Model Context Protocol for AI assistants and automation.

boring-gemini

Boring-Gemini is an autonomous AI agent loop and MCP server designed for natural language-driven coding, featuring a universal router, hybrid RAG for code search, and built-in security shadow mode.

12 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.

Zotero MCP Server

A Zotero MCP server that enables AI-powered semantic search and reference management using PostgreSQL pg-vector with OpenAI or Ollama embeddings. It allows users to search items, manage tags/collections, extract PDF annotations, and sync their library for advanced RAG-based research workflows.

17 tools

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.

Bible MCP Server

Enables AI assistants to retrieve Bible passages from multiple translations (ESV, NIV, KJV, NASB, NKJV, NLT, AMP, MSG). Supports querying single or multiple passages and provides both MCP protocol integration and REST API endpoints.

BigBugAI MCP Server

Enables access to BigBugAI cryptocurrency tools for getting trending tokens and performing token analysis by contract address. Provides production-ready API access with rate limiting and authentication for crypto market intelligence.

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.

junto-mcp

The payment protocol for people and agents. One MCP server, any payment rail.