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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

perplexity-comet-mcp

Needs Setup
15

A robust MCP server bridging Claude Code with Perplexity's Comet browser to enable autonomous web browsing, deep research, and multi-tab management with full Windows and WSL support.

8 tools

Gmail

15

A comprehensive MCP server for Gmail integration that allows AI assistants to manage emails, drafts, labels, filters, and archiving using the official Google API.

Sequential Story

15

A problem-solving MCP server that provides tools for structured thinking through both narrative-based story construction and traditional sequential logic paths.

2 tools

Gmail

15

MCP (Model Context Protocol) Server. Integrates with Gmail APIs to enable reading, sending, and managing emails across multiple accounts, supporting automated email processing and workflow integration.

4 tools

Revit

15

MCP (Model Context Protocol) Server. Enables AI interaction with Autodesk Revit models for design assistance, analysis, and BIM workflow integration through a WebSocket connection.

AWS Athena MCP Server

15

A standardized MCP interface for AWS Athena that enables SQL query execution, result management, and database schema discovery.

5 tools

Web Search MCP

15

A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.

Clangaroo

15

A robust C++ code intelligence server that combines Tree-sitter parsing with Clangd LSP and optional Gemini AI to provide fast symbol navigation, call hierarchy analysis, and architectural insights.

14 tools

Creatify

15

MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

13 tools

YAPI MCP PRO

15

A comprehensive MCP server for managing the YApi API lifecycle, enabling AI tools to search, create, update, and test API documentation directly within development environments. It supports both Cookie and Token authentication and offers advanced features like Swagger importing and project data exportation.

19 tools

Farnsworth

14

Farnsworth gives Claude persistent memory and autonomous agent capabilities. It runs locally and provides Hierarchical Memory (Working -> Episodic -> Archival), a Multi-Model Swarm (combining Ollama models for better reasoning), and specialized agents for Web Browsing, Vision (CLIP), and Voice (Whis

SearXNG MCP Server

14

A privacy-respecting search server that integrates SearXNG with AI agents, allowing for advanced web searches across multiple engines and categories without tracking.

1 tool

ExpoSnap

14

ExpoSnap is an MCP server that enables AI assistants to capture and analyze screenshots from React Native and Expo applications during development. It integrates with IDEs like Claude, Cursor, and VS Code through a wrapper component to facilitate AI-powered mobile UI debugging and creation.

Kolada MCP Server

14

A specialized MCP server providing access to Kolada, Sweden's comprehensive municipal and regional statistics database, featuring semantic search and comparative analysis tools.

9 tools

mnemex

14

A temporal memory system for AI that mimics human forgetting curves, featuring automatic entity extraction, reinforcement through use, and a two-layer storage architecture (STM and LTM).

14 tools

work-memory-mcp

14

Never lose context again - persistent memory management system for AI-powered workflows across multiple tools

22 tools

SCMCP

14

An MCP server for single-cell transcriptomics (scRNA-Seq) analysis that provides both a stable tool-based mode for standard workflows and a Jupyter-powered code mode for flexible Python execution.

herald

14

Stop copy-pasting between Claude Chat and Claude Code.

text-to-sql-mcp-server

14

A high-security text-to-SQL MCP server built on FastMCP for MySQL databases, featuring RSA-based authentication and safe query execution with built-in SQL injection protection.

7 tools

Cairo Coder

14

A specialized MCP server that provides expert-level assistance for Cairo and Starknet development, enabling smart contract generation and code optimization through the Cairo Coder API.

1 tool

Moralis Web3 API

14

A TypeScript-based MCP server that integrates Moralis Web3 APIs to provide live blockchain data, including wallet balances, token prices, and transaction history to AI models.

OSRS Wiki

14

A specialized MCP server for Old School RuneScape (OSRS) that provides programmatic access to the official Wiki API and local game data definitions. It enables searching for items, NPCs, objects, and game variables with full pagination support.

19 tools

currents-mcp

14

Integrates Currents test results into AI agents, allowing them to analyze and debug failing CI tests, retrieve performance metrics, and access historical test data.

8 tools

H-1B Job Search

14

A specialized MCP server providing access to official U.S. Department of Labor H-1B LCA disclosure data to search for job sponsorships, analyze company statistics, and filter out staffing agencies.

7 tools

fast-mcp-telegram

14

A robust Telegram MCP server that enables AI assistants to search chats, send/edit messages, and access raw MTProto API methods through multiple transport modes.

9 tools

gns3-mcp-server

14

A comprehensive MCP server that enables AI-driven management of GNS3 network simulations, allowing for automated topology creation, device configuration via templates, and real-time troubleshooting.

44 tools

mcp-server-python-template

14

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

txtai

14

MCP (Model Context Protocol) Server. Configurable server environment for efficient memory-based operations with customizable settings and flexible limits for scalable applications.

6 tools

ntfy-mcp-server

14

An MCP (Model Context Protocol) server designed to interact with the ntfy push notification service. It enables LLMs and AI agents to send notifications to your devices with extensive customization options.

1 tool

django-firebase-mcp

14

A production-ready Django app implementing Firebase Model Context Protocol (MCP) server with 14 Firebase tools for AI agents. Features standalone agent, HTTP/stdio transport, LangChain integration, and complete Firebase service coverage (Auth, Firestore, Storage).

14 tools