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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Agents

Provides FastMCP-based servers with various tools for AI assistants including math operations, file management, note-taking, todo management, and database operations. Offers both basic and advanced server configurations with tools, resources, and prompt templates.

Playwright MCP Server

Enables web browser automation through Playwright, providing tools for navigation, element interaction, screenshot capture, and accessibility snapshots. Uses streamableHttp transport for seamless integration with MCP clients.

Weather MCP Server

Provides weather information through OpenWeather API, enabling users to get current weather conditions, 5-day forecasts, and perform temperature conversions for any city. Offers a secure interface for AI assistants to access comprehensive weather data including temperature, humidity, wind, and pressure information.

Secure MCP Server

Provides an enterprise-grade Model Context Protocol implementation with advanced security features including multi-factor authentication, encryption, and RBAC. Enables secure tool management and context handling for production deployments with comprehensive monitoring and high availability.

Google Search MCP Server

Enables users to perform Google Custom Search queries through the Model Context Protocol. Requires Google API credentials and Custom Search Engine configuration for web search functionality.

yazio-mcp

An MCP (Model Context Protocol) server that connects Claude/Cursor to your Yazio nutrition data. Track your diet, search food products, and manage your nutrition goals directly from your AI assistant.

Dreamtap

Dreamtap makes your AI more creative

crypto-funds-mcp

An MCP server that provides AI agents with structured, real-time data on cryptocurrency investment funds, enabling deeper due diligence and portfolio intelligence.

cPanel MCP Server

Provides a unified API gateway for managing cPanel and WHM hosting environments through secure server-level and user-level operations. Enables automation of account management, domain/DNS configuration, email services, and database operations without exposing credentials.

Kubernetes MCP Server

Enables managing Kubernetes clusters through natural language by providing tools to list resources, view logs, port-forward services, scale deployments, and execute kubectl operations via AI assistants.

MonarchMoney MCP Server

Enables AI assistants to access and analyze MonarchMoney personal finance data through natural language queries. Provides comprehensive financial insights including account balances, transaction analysis, budget tracking, and spending patterns with enterprise-grade security.

Kaggle-MCP

Connects Claude AI to the Kaggle API through the Model Context Protocol, enabling users to browse competitions, search and download datasets, analyze kernels, and access pre-trained models through natural language interactions.

banrepco

A template for deploying MCP servers on Cloudflare Workers without authentication. Enables easy creation and deployment of custom MCP tools that can be accessed remotely via Claude Desktop or Cloudflare AI Playground.

Reality Calendar MCP Server

Enables interaction with tool data stored in Google Drive Excel files through cached SQLite database. Provides access to tool information and descriptions with automatic background synchronization and OpenWebUI compatibility via OpenAI proxy.

Codebuddy MCP Server

A cognitive scaffolding platform that helps AI agents break down complex tasks into manageable steps using hierarchical planning and metacognitive guidance. Provides persistent memory, progress tracking, and intelligent pattern recognition to learn from successful project structures.

Scholar MCP

Enables searching and retrieving academic papers from arXiv and DBLP databases with advanced filtering options. Supports downloading PDFs and provides detailed paper information including titles, authors, abstracts, and publication dates.

GoPluto-AI-MCP

AI assistants are powerful, but sometimes you still need the human touch — a real expert who understands your exact challenge and can solve it fast. That’s where GoPluto.ai comes in.

vuln-nist-mcp-server

This MCP server exposes tools to query the NVD/CVE REST API and return formatted text results suitable for LLM consumption via the MCP protocol. It includes automatic query chunking for large date ranges and parallel processing for improved performance.

mcp-mathematics

A powerful Model Context Protocol (MCP) server that brings production-ready mathematical calculations to AI assistants like Claude, featuring secure AST-based evaluation and comprehensive mathematical functions.

Docker MCP Server

Enables AI assistants like Claude to manage Docker containers, images, and Docker Compose deployments through the Model Context Protocol. Provides secure container lifecycle management, image operations, and multi-host Docker server connections.

KDB MCP Service

Enables AI agents to interact with KDB+ databases through standardized MCP tools, supporting full CRUD operations, schema introspection, and multi-database connections with connection pooling for efficient time-series and financial data management.

MCP Developer Server

Provides instant access to 700+ programming documentation sources and creates isolated Docker containers for safe code testing and experimentation. Combines comprehensive documentation lookup with containerized development environments for enhanced development workflows.

File Search Server

Enables intelligent file searching in local directories using natural language queries. Supports searching by file type, filename patterns, and content across multiple formats including PDF, Word, Excel, and text files with AI-powered relevance scoring.

MCP Memory Server

Provides persistent memory functionality for AI conversations by creating, managing and querying entities and relationships in a knowledge graph. Features SQLite storage, advanced search capabilities, and Windows auto-start integration for long-term AI memory retention.

Weather Agent MCP Server

Enables users to get current weather information for any city using the OpenWeatherMap API. Returns formatted weather data including temperature, humidity, and weather description through natural language queries.

Faraidh MCP Server

Enables Islamic inheritance law calculations (Faraidh) including heir validation, estate distribution, and handling special cases like Aul and Radd. Supports comprehensive inheritance scenarios with detailed reporting and case management functionality.

Job Search MCP Server

Enables searching for AI/ML internships and entry-level positions across multiple job sites including LinkedIn, Indeed, Glassdoor, ZipRecruiter, and Monster. Automatically filters for Python proficiency and relevant AI/ML skills while providing structured job data with application URLs and detailed requirements.

Unofficial WCA MCP Server

Enables AI assistants to access World Cube Association speedcubing data including world records, competitor profiles, competition information, and championship results. Supports queries about rankings, competition schedules, and detailed speedcubing statistics through natural language.

For Five Coffee MCP Server

Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.

MCP MariaDB Server

Enables AI assistants to interact with MariaDB databases through SQL operations and vector-based semantic search. Supports standard database queries, schema inspection, and optional embedding-powered document storage and retrieval.