AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Spider Web Scraper
A Node.js based web scraping service that provides search capabilities and webpage content extraction using Puppeteer and Cheerio without requiring official APIs.
AI Conversation Logger
A specialized MCP server for AI assistants to automatically log and organize conversation histories into structured markdown for persistent project memory and quick retrospection.
Crawl4AI
A powerful web scraping MCP server that leverages Crawl4AI to provide AI-ready markdown extraction, schema-based data scraping, and screenshot capabilities for intelligent web analysis.
Figma
A Figma MCP server that integrates with the Figma REST API to enable design element search, file retrieval, and automated design analysis using MongoDB caching and Azure OpenAI embeddings.
Tambo Documentation
A TypeScript MCP server that provides tools for discovering, searching, and fetching content from Tambo's documentation through automated crawling and intelligent parsing.
Claude Memory
A persistent memory storage system for Claude that uses SQLite and full-text search to store, categorize, and retrieve context across different conversations.
Firebase Admin SDK
A Django-integrated MCP server that provides 14 tools for managing Firebase Authentication, Firestore databases, and Cloud Storage via the Firebase Admin SDK.
Claude Browser
A comprehensive browser automation MCP server built with Playwright that enables AI assistants to navigate URLs, extract content, fill forms, and interact with web elements.
Nautobot
A Model Context Protocol server that integrates with Nautobot to provide AI assistants with access to network inventory data, including site information, device details, and network topology.
ServiceNow
An enterprise-grade ServiceNow integration for the Model Context Protocol, enabling AI assistants to manage ITSM operations including incidents, changes, CMDB, and user management.
Annotation
MCP (Model Context Protocol) Server. Provides persistent note-taking and task management through JSON file storage, enabling creation and management of pages with checkable annotations for structured personal knowledge bases and todo lists.
Docker Code Runner
A secure MCP server that executes Python and bash code within isolated Docker containers, providing a sandboxed environment for code execution with configurable timeouts.
QueryNest (MongoDB)
A MongoDB multi-instance query service that enables natural language database interaction through automated schema discovery, semantic analysis, and optimized query generation.
Tushare Pro
A specialized Model Context Protocol server that integrates with the Tushare Pro API to provide comprehensive Chinese stock market data and financial information.
Africa's Talking Airtime
MCP (Model Context Protocol) Server. Integrates with Africa’s Talking Airtime API, enabling clients to send airtime top-ups to one or more mobile numbers.
Drupal Best Practices
An MCP server providing access to over 284 coding standards, security guidelines, and development best practices for Drupal and OWASP through searchable CSV-based plugins.
Tavily
A comprehensive web intelligence MCP server that integrates Tavily's AI search capabilities to provide real-time search, deep website crawling, content extraction, and site mapping.
Bug Bounty Tools
A specialized MCP server for bug bounty hunting and security testing that provides automated workflows for reconnaissance, vulnerability discovery, and OSINT gathering using tools like Nuclei and Subfinder.
VA Form Generation MCP Server
An external automation server designed to audit and fix scaffolded VA.gov forms to meet technical and content standards. It provides specialized agents and validation tools that interact with any vets-website workspace.
mcp-datahub
A DataHub metadata catalog connector that allows AI assistants to discover datasets, explore schemas, trace data lineage, and access glossary terms. It supports multi-server configurations and integrates with query engines like Trino for a unified data governance and exploration experience.
MCP PDF Reader
An MCP server that enables AI assistants to read, search, and extract metadata from PDF files using local paths or web URLs.
Jupiter Perps MCP Server
A specialized MCP server for trading perpetual futures on Solana via Jupiter. It provides comprehensive tools for real-time market data, technical analysis indicators, portfolio tracking, and automated position execution with built-in fee estimation.
ns-bridge
An MCP server providing access to Netherlands Railways (NS) data, allowing AI assistants to plan train journeys, check real-time departures, and look up station information.
Replicate Imagen 4 MCP Server
A tool-set for generating high-quality images via Google's Imagen 4 Ultra model on Replicate, featuring automatic local file management and customizable aspect ratios.
Universal Infinite Loop MCP Server
A sophisticated parallel orchestration framework that implements multi-agent coordination loops for universal tasks like UI development, research, and code generation through a specification-driven architecture.
Tembo MCP Server
A toolset for interacting with the Tembo API to manage organization tasks, search tasks, and view enabled code repositories directly through MCP-enabled clients.
PingOne Advanced Identity Cloud MCP Server
Enables AI assistants to manage PingOne Advanced Identity Cloud environments via natural language, supporting full CRUD operations for identity objects, authentication theme customization, log analysis, and secret/variable management.
n8n MCP Server
A comprehensive MCP server providing tools to manage and execute n8n automation workflows, credentials, variables, and execution logs directly from AI assistants.
Claude Conversation Logger
A containerized MCP server that logs Claude Code sessions to MongoDB with Redis caching, utilizing four specialized agents for semantic analysis, pattern discovery, and automated documentation.
AWS Security Posture Advisor MCP Server
A production-ready AWS security orchestrator that provides automated posture assessments, threat analysis, and multi-framework compliance monitoring through a unified Model Context Protocol interface.