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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Healthcare Server

Provides real-time access to medical data including drug interactions, ICD-10 codes, FDA adverse event reports, and clinical guidelines. It enables LLMs to query databases like openFDA, PubMed, and CMS for pharmaceutical and clinical information.

Slack Max API MCP

An MCP server that provides comprehensive access to the Slack Web API, enabling AI agents to search messages, manage channels, and create canvases. It features 13 core tools and over 300 dynamic methods for complete automation of Slack workspace operations.

mcp-telegram

An MCP server that wraps the Telegram Bot API into semantic tools for LLM agents, supporting multi-bot management for sending and receiving messages. It enables agents to send text, photos, and documents, as well as fetch recent updates from multiple configured Telegram bots.

FilesystemMCP

A local, customizable MCP server for filesystem access that extends the official Anthropic implementation with additional tools and functionality. It enables users to securely read, write, edit, and manage files and directories within specific allowed local paths.

AgentPay

MCP server for AgentPay — the payment gateway for autonomous AI agents. Fund a wallet once, give your agent the key, and it discovers, provisions, and pays for tool APIs on its own. One key, every tool.

MCP Appointment Booking Server

An MCP server that enables users to book, cancel, reschedule, and list appointments through natural language interactions. It uses YAML configurations for agent behavior and function logic to manage appointment data and availability.

MCP Local Database Server

Enables task management through a local MySQL database, supporting full CRUD operations and automated tracking of status transitions. Users can create, search, and update tasks while maintaining a detailed progress history for all activities.

Levels of Self

Provides access to thousands of interactive self-awareness scenarios, behavioral archetypes, and breakthrough exercises from the Levels of Self development game. It enables AI assistants to guide users through pattern recognition and developmental coaching across seven levels of self-awareness.

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.

Wikipedia MCP Server

Provides Claude with real-time access to Wikipedia through four essential tools: search articles, get full content, retrieve summaries, and find related articles. Enables comprehensive Wikipedia research workflows with structured data access and no API keys required.

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.

Linear Kanban Server

Enables management of Linear kanban boards, projects, and issues directly through Claude via the Model Context Protocol. It includes an automatic task tracking hook that synchronizes Claude's real-time work progress directly to Linear boards.

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.

mcp-mediawiki-crunchtools

A secure MCP server for interacting with MediaWiki instances, allowing users to search, read, create, and manage wiki content like pages, categories, and files. It supports both public and private wikis with comprehensive authentication for full read and write operations.

Ceph MCP Server

A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.

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.

design-token-bridge-mcp

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

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.

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.

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.