AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Databricks MCP Server
Enables AI agents to access enterprise data from Unity Catalog (vector search, functions, Genie spaces) and perform developer actions in Databricks like managing notebooks and running jobs.
MCP Agentic AI Server
A dual-server MCP implementation with task-based AI processing using Google Gemini API, featuring tool integration, real-time monitoring dashboard, and extensible framework for custom AI workflows.
Ressl AI MCP Server
Provides file search functionality with tools for both partial keyword matching and exact word search, returning detailed results with line numbers and column positions.
MCP Keyword Search Server
Enables searching for keywords in files with support for case-sensitive/insensitive matching, returning line numbers, full line content, and match counts for all occurrences.
QualAI
AI-powered qualitative research analysis server that provides 20 specialized tools for coding, thematic analysis, theory building, and validation using community-contributed methodologies through RAG-enhanced analysis.
Firecrawl MCP Server
Integrates Firecrawl web scraping capabilities including scraping, crawling, searching, extracting structured data, deep research, and batch processing with support for both cloud and self-hosted instances.
SERVER-MCP
On-server agent for managing PostgreSQL, Redis, Keycloak, and NGINX on Ubuntu infrastructure with real-time monitoring, automated maintenance, and distributed command execution.
BookStore MCP
A full-featured bookstore MCP server with 6 tools for searching books, managing cart, checkout, and order history, plus 4 interactive React widgets with dark/light theme support.
Perplexity Search MCP Server
Enables real-time web search with source citations by leveraging Perplexity AI's Sonar models through SAP AI Core. It integrates with Claude Code to provide deep analysis, reasoning, and up-to-date information from the web.
Ubuntu VM Control
Enables AI assistants to interact with Ubuntu VMs via SSH, including executing commands, simulating keyboard/mouse input, capturing screenshots, and controlling GUI applications remotely.
mcp-web
Enables AI agents to search DuckDuckGo and fetch web content with human-assisted CAPTCHA handling, designed for local use where humans can intervene when bot detection occurs.
Dice Roller MCP Server
Provides comprehensive dice rolling functionality for tabletop games and RPGs, supporting standard dice notation, D\&D ability score generation, advantage/disadvantage rolls, and skill checks against difficulty classes.
Zotero MCP Bridge
Enables LLM clients to browse and query your Zotero library through tool calls. Provides access to Zotero-specific functions like listing open tabs, searching items, and browsing collections via a local MCP server running inside Zotero.
LiveKit RAG Assistant
Enables AI-powered semantic search and question-answering for LiveKit documentation using Pinecone vector search and real-time web search with Tavily, providing detailed responses with source attribution.
Bridgecontext
BridgeContext is a productivity tool designed to capture and transfer conversational context between different AI platforms (like ChatGPT, Claude, and Gemini) to improve workflow continuity.
alpha-arena-mcp
An MCP server that delivers hyperliquid account data, perpetuals market context, and trading tools for AI agents — inspired by nof1.ai and open-nof1.ai.
Vault MCP Server
Enables interaction with HashiCorp Vault to read, write, list, and delete secrets through a containerized MCP server with secure token-based authentication.
RSSHub-MCP-Server
A Model Context Protocol (MCP) server for RSSHub, enabling AI assistants to access and query various RSS feeds through the MCP protocol.
meMCP - Memory-Enhanced Model Context Protocol
A persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).
Hefeng QWeather MCP Server
Provides comprehensive weather data including forecasts, air quality, weather alerts, historical data, and astronomical information through the Hefeng Weather API. Supports real-time weather, multi-day forecasts, hourly predictions, and specialized data like sunrise/sunset times and precipitation forecasts.
Meeting Automation MCP Server
Orchestrates Fireflies, Asana, and Notion MCP servers to automate end-to-end meeting workflows. Enables users to search meetings, extract action items, create tasks, and generate meeting documentation through natural language commands.
zig-mcp
MCP server for Zig that connects AI coding assistants to ZLS (Zig Language Server) via LSP. Provides 16 tools for code intelligence (hover, go-to-definition, references, completions, diagnostics, rename, format) and build/test operations.
AI Makerspace MCP Demo Server
Enables web search capabilities through the Tavily API and serves as a demonstration platform for building custom MCP tools. Designed for educational purposes to showcase MCP server development and LangGraph integration.
MCP DeepInfra AI Tools Server
Provides various AI capabilities through DeepInfra's OpenAI-compatible API including image generation, text processing, embeddings, speech recognition, object detection, and classification tasks. Enables users to access multiple AI models for diverse tasks like generating images from prompts, transcribing audio, analyzing text sentiment, and performing computer vision operations.
MCP Odoo Bridge Server
Enables AI assistants to interact with Odoo data using natural language to search, read, create, and update records. It acts as a secure bridge between MCP clients and Odoo instances version 17.0 through 19.0.
AI Tutoring RAG System
Enables personalized AI tutoring by allowing students to upload PDF/DOCX study materials that are processed and indexed for semantic search. Provides intelligent responses based on the student's own learning materials using RAG technology.
Ethereum MCP Server
Enables AI agents to interact with Ethereum blockchain by querying ETH and ERC-20 token balances, fetching token prices from CoinGecko, and building/simulating Uniswap V3 swap transactions. Built in Rust with read-only mode by default for safety.
DAI MCP Server
Provides persistent memory capabilities through Neo4j graph database integration, allowing storage and retrieval of interconnected knowledge with complex relationships between entities. Enables long-term retention and querying of information across multiple conversations through graph-based memory management.
OXII Smart Home MCP Server
Enables control of OXII smart home devices through the Model Context Protocol, supporting device switching, air conditioner control, cronjobs, and room scenarios. Integrates with chatbots and MCP-compatible clients for natural language home automation.
MCP WooCommerce Server
Enables interaction with WooCommerce stores through the REST API. Supports product search, order management, and e-commerce operations through natural language commands.