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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Log Analyzer MCP Server

A local MCP server for intelligent log analysis using FAISS vector search and AWS Bedrock to provide semantic search, error pattern clustering, and AI-powered log summaries.

3 tools

Ghibli Image Generator MCP Server

A specialized MCP server that provides tools for generating Studio Ghibli-style images using the OpenAI GPT-4o model.

2 tools

ILP Drone Delivery MCP Server

A specialized logistics MCP server for the ILP Drone Delivery System, allowing LLMs to manage drone fleet availability, calculate delivery paths with specific temperature/capacity requirements, and generate GeoJSON route visualizations.

6 tools

Pinecone MCP Server

Enables interaction with Pinecone vector databases for storing and searching embeddings. Supports similarity search, metadata filtering, and vector operations for semantic search and RAG applications.

CrowdStrike Falcon MCP Server

A production-ready MCP server for the CrowdStrike Falcon API, enabling AI clients to manage security hosts, detections, IOCs, and prevention policies using STDIO or HTTP transport.

14 tools

OpenWeather MCP Server

An MCP server that integrates the OpenWeather API with Claude to provide real-time weather updates, 5-day forecasts, and air quality metrics via city name or coordinates.

4 tools

Model Context Provider (MCP) Server

Facilitates enhanced interaction with large language models (LLMs) by providing intelligent context management, tool integration, and multi-provider AI model coordination for efficient AI-driven workflows.

CloudStack MCP Server

A comprehensive MCP server providing lifecycle management for CloudStack infrastructure, including virtual machines, networking, and storage across 32 API categories.

MCP Tool Factory

A framework for building hot-loadable MCP tools with conversational negotiation, graduated permissions, and persistent state continuity across server restarts.

5 tools

Kluster.ai Verify MCP

A fact-checking and document validation server that ensures AI responses are accurate by cross-referencing reliable external sources or specific document content.

2 tools

PDF Reader MCP

A high-performance MCP server for advanced PDF processing, featuring 5-10x faster parallel extraction of text, images, and metadata with Y-coordinate ordering to preserve natural reading flow.

1 tool

Professional Penetration Testing MCP Server

A professional-grade security assessment server providing access to over 40 industry-standard penetration testing tools within an isolated, secure Kali Linux Docker container.

12 tools

slima

MCP Server for Slima - AI Writing IDE for Novel Authors with AI Beta Reader.

web-scrapper-stdio

A headless web scraping server using Playwright and BeautifulSoup designed to extract clean content from web pages into Markdown, text, or HTML for AI integration. It includes features like per-domain rate limiting, Cloudflare detection, and custom element removal.

1 tool

MCP Documentation Server

A server that provides organized documentation content for various applications using the Model Context Protocol, enabling AI assistants to access quickstart guides and code examples.

NEI MCP Server

A tool server based on fastmcp that interacts with the NEI platform to query project resources such as interfaces and business groups. It features local caching and manual synchronization to provide efficient access to API documentation and data models.

4 tools

Agentify MCP Server

Agentify MCP Server enables real-time tracking of AI task lifecycles with integrated webhook notifications for monitoring activity and performance.

5 tools

Handaas Qualification MCP Server

A professional bidding and enterprise big data service providing comprehensive access to Chinese company qualifications, honors, administrative licenses, and certificate statistics via natural language queries.

5 tools

Gmail AutoAuth MCP Server

A robust Gmail integration for Claude Desktop that provides full email lifecycle management including advanced search, batch processing, and comprehensive label management via an automated OAuth2 flow.

13 tools

TrendRadar

TrendRadar aggregates trending news from 11+ major platforms and provides an MCP-compliant interface for AI agents to analyze topic trends, sentiment, and historical patterns using natural language.

14 tools

RAG-MCP Server

A server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.

Context Continuation MCP Server

Provides intelligent context management for AI development sessions, allowing users to track token usage, manage conversation context, and seamlessly restore context when reaching token limits.

Stock Market Data and Technical Indicators MCP Server

An MCP server that provides professional stock market analysis by combining LongPort API data with TA-Lib to compute high-performance technical indicators like EMA, MACD, and RSI across multiple timeframes.

2 tools

Gmail Assistant MCP

A productivity-focused MCP server that automates Gmail management by fetching unread messages and drafting personalized replies using Claude and style guidelines from Google Docs.

3 tools

MCP JSONDiff Kel

An efficient MCP server utilizing the deepdiff engine to perform deep comparisons between JSON objects or strings, specifically designed for AI agents to identify data disparities accurately.

1 tool

Todo MCP Server

A comprehensive MCP server for task management that enables AI assistants to create, modify, and analyze todos using structured tools and resources.

5 tools

ChillMCP

Enables AI agents to take breaks and manage stress levels through 8 different break activities like watching Netflix, coffee breaks, and bathroom breaks. Features automatic stress accumulation, boss alert systems, and natural language commands for work-life balance simulation.

LGTM Dog MCP

An MCP server that fetches random dog images from the Dog CEO API and overlays them with 'LGTM' text for quick code review approval. It provides automated image processing and local file saving capabilities directly through Claude.

1 tool

Appmixer MCP

A powerful MCP server that bridges LLMs with Appmixer's automation platform, allowing agents to manage workflows and interact with SaaS products through a dynamic MCP Gateway.

8 tools

Remote MCP Server on Cloudflare (Without Auth)

A boilerplate template for deploying a remote Model Context Protocol server on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools that can be accessed by clients like Claude Desktop or the Cloudflare AI Playground.