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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Spider Web Scraper

1

A Node.js based web scraping service that provides search capabilities and webpage content extraction using Puppeteer and Cheerio without requiring official APIs.

4 tools

AI Conversation Logger

1

A specialized MCP server for AI assistants to automatically log and organize conversation histories into structured markdown for persistent project memory and quick retrospection.

3 tools

Crawl4AI

1

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.

4 tools

Figma

1

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

1

A TypeScript MCP server that provides tools for discovering, searching, and fetching content from Tambo's documentation through automated crawling and intelligent parsing.

4 tools

Claude Memory

1

A persistent memory storage system for Claude that uses SQLite and full-text search to store, categorize, and retrieve context across different conversations.

7 tools

Firebase Admin SDK

1

A Django-integrated MCP server that provides 14 tools for managing Firebase Authentication, Firestore databases, and Cloud Storage via the Firebase Admin SDK.

14 tools

Claude Browser

1

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.

6 tools

Nautobot

1

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

1

An enterprise-grade ServiceNow integration for the Model Context Protocol, enabling AI assistants to manage ITSM operations including incidents, changes, CMDB, and user management.

16 tools

Annotation

1

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

1

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)

1

A MongoDB multi-instance query service that enables natural language database interaction through automated schema discovery, semantic analysis, and optimized query generation.

6 tools

Tushare Pro

1

A specialized Model Context Protocol server that integrates with the Tushare Pro API to provide comprehensive Chinese stock market data and financial information.

4 tools

Africa's Talking Airtime

1

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.

5 tools

Drupal Best Practices

1

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.

4 tools

Tavily

1

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.

4 tools

Bug Bounty Tools

1

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

1

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.

5 tools

mcp-datahub

1

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.

11 tools

MCP PDF Reader

1

An MCP server that enables AI assistants to read, search, and extract metadata from PDF files using local paths or web URLs.

4 tools

Jupiter Perps MCP Server

1

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.

13 tools

ns-bridge

1

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.

3 tools

Replicate Imagen 4 MCP Server

1

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.

3 tools

Universal Infinite Loop MCP Server

1

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.

5 tools

Tembo MCP Server

1

A toolset for interacting with the Tembo API to manage organization tasks, search tasks, and view enabled code repositories directly through MCP-enabled clients.

5 tools

PingOne Advanced Identity Cloud MCP Server

1

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.

20 tools

n8n MCP Server

1

A comprehensive MCP server providing tools to manage and execute n8n automation workflows, credentials, variables, and execution logs directly from AI assistants.

18 tools

Claude Conversation Logger

1

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.

5 tools

AWS Security Posture Advisor MCP Server

1

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.

9 tools