AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
drain-mcp
Pay for AI inference with USDC micropayments on Polygon. No API keys needed.
Web3 Assistant MCP
A tool for interacting with blockchain smart contracts on Ethereum and Base networks, supporting ABI analysis, method invocation, and secure local wallet management.
Onchain MCP Server
A multi-chain onchain data server for querying balances, analyzing transactions, and conducting security audits across 12+ EVM-compatible networks.
mcp-gmail
A Model Context Protocol server that enables LLMs to list, search, read, and send Gmail messages, including support for labels and threaded replies.
Travel MCP Server
A comprehensive travel aggregation server that enables searching for flights and hotels, tracking real-time flight statuses, and retrieving airport/route information using Amadeus and AviationStack APIs.
Archai Hexagonal Architecture Analyzer
MCP (Model Context Protocol) Server. Enforces hexagonal architecture principles in Java applications through static code analysis that validates architectural rules including dependency limitations, domain isolation, naming conventions, and proper email handling.
Trendy Post (Xiaohongshu)
Transforms screenshots into trending Xiaohongshu social media posts by combining Surya OCR text extraction with Zhipu AI for content generation and cultural styling.
M-Team MCP Server
Enables AI assistants to interact with the M-Team private torrent tracker API for searching resources, retrieving torrent details, and downloading torrent files. It provides a bridge for Model Context Protocol clients to manage and access private tracker content through natural language.
Pylpex
A Model Context Protocol server for the Pylpex programming language, providing tools for code execution, tokenization, and state management alongside language documentation and examples.
Markdown RAG
A RAG-based MCP server that provides semantic search and document management for markdown files using PostgreSQL, pgvector, and Google Gemini or Ollama embeddings.
MCP IDE Bridge
A stateless messaging relay that enables real-time, bidirectional communication between different IDEs and AI agents using the MCP protocol.
Python Debugger
A robust Python debugging server providing breakpoint-based execution control, variable inspection, and step operations using Microsoft's Debug Adapter Protocol (DAP).
NYTimes MCP
A robust MCP server providing programmatic access to New York Times APIs, featuring article search, real-time news wires, archive access, and bestseller list tracking.
Airbnb
A tool-rich MCP server that provides deep access to Airbnb listing data, enabling complex property research, comparative price analysis across date ranges, and comprehensive trip budgeting.
Task Context MCP Server
A specialized MCP server for managing reusable task contexts and artifacts, enabling AI agents to store, search, and autonomously refine best practices, rules, and prompts for repetitive task types.
Pomera AI Commander
A text processing workbench providing 22 tools for cleaning, transforming, and extracting data from text via a unified interface for AI assistants.
mcp
A specialized MCP server providing access to European cultural heritage collections, allowing users to search, explore, and get AI recommendations for artworks from major museums.
Multi-Agent Orchestrator
An enterprise-grade orchestration server that coordinates specialized AI agents to automate the full software development lifecycle, featuring self-healing code, architecture planning, and cloud deployment.
Redis
A robust Redis MCP server that provides AI editors with comprehensive database management capabilities, supporting all data types, batch operations, and backup functionality.
MCP Screen Text
A toolset for screen capture and OCR, allowing AI models to see and read text from the user's desktop or specific applications.
USDA Nutrition Database MCP Server
Provides intelligent, conversational access to the authoritative USDA nutrition database containing over 7,000 food items and 136 nutrients. Users can search food categories, compare nutritional values, and identify foods high in specific nutrients through natural language.
SNOTEL MCP Server
An MCP server that provides real-time and historical snowpack, weather, and telemetry data from over 800 SNOTEL stations via the USDA Air and Water Database API.
Arcjet MCP Server
The Arcjet MCP server provides tools for developers to integrate security features like bot detection and rate limiting while allowing AI agents to retrieve information about teams and sites.
JotForm API Server
A comprehensive MCP server providing tools to manage JotForm resources including forms, questions, submissions, and folders. It features advanced search capabilities for submissions with support for date ranges and custom accounting periods.
Google Drive MCP
A Google Drive connector for Claude Desktop that uses OAuth2 authentication to provide secure access to files and folders within a user's Drive environment.
Guardian (OSV Security Scanner)
A security-focused MCP server that scans project dependencies for vulnerabilities using the OSV database, providing automated risk assessment and remediation guidance for Node.js and PHP projects.
Fetter MCP
Real-time Python package and vulnerability data for AI coding agents.
Telephony MCP Server
A telephony-focused MCP server that enables LLMs to perform real-world voice operations and SMS communication via the Vonage API, including speech recognition and multi-language support.
WebClone
A high-performance asynchronous website cloning engine that supports dynamic JavaScript rendering, authentication bypass, and asset archival for AI agents and developers.
Ergs
A Model Context Protocol server that integrates with the Ergs full-text search system to enable searching and browsing across personal datasources like GitHub repositories and RSS feeds.