AI & ML

An MCP server that provides easy setup and configuration for multiple AI development environments including Claude Desktop, VS Code, and Windsurf. Offers automated installation scripts and manual configuration options for seamless integration across different MCP-compatible clients.

Enables comprehensive E\*TRADE integration with OAuth authentication, account management, risk calculations, watch lists, and trading operations. Includes built-in risk management guardrails, portfolio tracking, market data access, and trading validation for safe automated trading operations.

Enables users to play a number guessing game through a remote MCP server deployed on Google Cloud Run. The server tracks game state per user and maintains conversation logs for an interactive guessing experience.

Enables Google search functionality through the Google Custom Search API with enterprise-grade security authentication. Supports streamable HTTP transport protocol for real-time search operations with configurable result limits.

Enables querying and analyzing user, product, and order data with filtering capabilities and real-time statistics. Supports WebSocket connections to XiaoZhi AI platform with automatic reconnection.

🤖 AI-powered Kubernetes management with 37+ tools via natural language. Transform complex Kubectl commands into simple conversations. Perfect for DevOps teams using Cursor AI. Built with Go.

Enables AI assistants to control web browsers through Playwright automation tools deployed on Cloudflare Workers. Supports web navigation, clicking, typing, screenshot capture, and other browser automation tasks through natural language commands.

Enables access to Document360 knowledge base content through simple GET operations. Allows searching, browsing categories, and reading articles from Document360 projects using natural language.

Enables AI to monitor and analyze local system processes through custom tools. Provides real-time access to process information including CPU usage, memory consumption, process counts, and process searching capabilities.

A high-performance Model Context Protocol (MCP) server built with Go that provides POSIX system monitoring capabilities for Claude Desktop, Cursor, and other MCP clients.

Enables analysis of datasets from CSV/Excel files, Google Sheets, and Google Drive with comprehensive data profiling tools including schema inference, missing value reports, correlation analysis, and outlier detection. Supports exporting analytical reports in multiple formats to local storage or Google Drive.

AI-powered cybersecurity automation platform with 150+ security tools and 12+ autonomous AI agents for penetration testing, vulnerability assessment, and bug bounty hunting. Enables comprehensive security testing through intelligent tool selection and automated workflows.

Enables automated README file management for development projects through MCP tools for content creation and summarization, resources for direct file access, and prompts for AI-powered documentation analysis.

Enables AI models to interact with Freshrelease project management platform through API integration. Supports creating and retrieving projects and tasks, managing status categories, and automating project operations through natural language.

A modern Model Context Protocol (MCP) server that works exclusively with PDF files containing food service standards and preparation guidelines. Built following MCP best practices with robust input validation and error handling.

Enables AI assistants to interact with Odoo ERP systems through XML-RPC communication. Provides access to Odoo models, records, methods, and data structures for comprehensive ERP integration.

Enables Claude to interact with Karma Alert dashboard to monitor and analyze Kubernetes alerts. Provides tools to check alert status, filter by cluster/severity, get detailed alert information, and analyze alert statistics and trends.

A simple learning-focused MCP server that demonstrates basic functionality with tools for mathematical operations, system information, and email validation, plus sample file resources. Perfect for understanding MCP protocol basics and testing integrations.

Enables Claude Desktop to send emails through Mailjet's API using the Model Context Protocol over Server-Sent Events. Provides secure email sending capabilities with API token authentication and user-provided credentials.

Connect to your Crawl4AI docker API server.

Enables intelligent file and folder comparison with advanced text normalization, duplicate detection, and line-level diff analysis. Provides secure workspace-constrained file operations with CRC32-based exact matching and smart text comparison capabilities.

Enables searching and downloading subtitles from OpenSubtitles.com through their API. Supports comprehensive search by movie title, IMDB/TMDB ID, file hash, and TV show episodes with multiple subtitle formats (SRT, ASS, VTT).

Provides current weather information and forecasts for major cities through MCP tools and resources. Supports getting weather data, multi-day forecasts, and listing available cities with mock data for demonstration purposes.

Enables interaction with email servers through IMAP protocol for managing emails, folders, and messages. Supports operations like listing folders, retrieving messages, searching, moving, deleting, and managing flags with type-safe validation.

A Model Context Protocol server built with Next.js that provides AI assistants with access to custom tools and resources. Includes example tools for echoing messages and performing mathematical operations, with support for both SSE and HTTP transports.

Enables AI assistants to access and search RAP2 API documentation, allowing users to query interface details, search APIs by keywords, and retrieve repository interfaces through natural language.

A customer service MCP server that enables order lookup by phone number and store location queries by coordinates. Supports Excel data import and provides comprehensive customer service tools for order management and store information retrieval.

Enables AI assistants to control a Minecraft bot through natural language commands using the Mineflayer library. Provides intelligent pathfinding, chat communication, entity detection, and generic access to Minecraft bot capabilities.

Enables AI assistants to manage Google Calendar events and Gmail emails through natural language. Supports creating/listing calendar events with smart color coding, sending/reading emails, and advanced search capabilities across both services.

A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.