AI & ML

A modular MCP server that provides comprehensive system automation capabilities including file operations, Telegram integration, job scheduling, system control, and YouTube downloads. Features persistent data storage and a clean architecture for easy extension and maintenance.

Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals through a comprehensive MCP. Nearly every CLI action is supported!

Enables checking domain name availability using WHOIS lookups and DNS resolution. Supports both single and batch domain checking with detailed availability analysis.

Professional OpenStack operations automation via MCP server. Specialized tools for cluster monitoring, instance management, volume control & network analysis. FastMCP + OpenStack SDK + Bearer auth. Claude Desktop ready. Perfect for DevOps & cloud automation.

Professional MySQL database monitoring & operations server with 19 specialized tools. Natural language queries, Performance Schema integration, MySQL 5.7+/8.0+ support. MCP-compatible for AI assistants.

Enables fetching and viewing Jira issue details directly through Claude Desktop using secure API token authentication. Provides comprehensive issue information including status, assignee, priority, and descriptions in both human-readable and structured formats.

Enables interaction with multiple Shopify stores simultaneously through the Storefront API. Supports product search, cart management, and store operations across configured Shopify stores through natural language.

Enables Claude Desktop and GitHub Copilot to interact with native macOS applications including Spotify, Apple Music, Notes, Calendar, FaceTime, and Contacts through natural language commands. Provides comprehensive control over music playback, note management, calendar events, video calls, and contact operations using AppleScript integration.

The fastest responding MCP server connecting to Zotero. It supports BM25 full-text search of document title, author, tags, abstract, notes, annotation and collection.

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

An MCP server that delivers real-time market odds from Polymarket, enabling AI agents and analysts to access, compare, and act on decentralized prediction data.

Allows Claude to interact with Overseerr, enabling users to search, request, and manage media for their Plex library through natural language.

Enables AI systems to interact with mobile and desktop applications through Frida's dynamic instrumentation capabilities. Provides process management, device control, JavaScript REPL execution, and script injection for runtime analysis and reverse engineering.

Enables users to search and query Korean business announcements from 기업마당 (Bizinfo) using natural language. Supports both CLI and Node.js client interfaces for retrieving business opportunities by region, target audience, and keywords.

Enables AI models to scrape and extract data from any website globally using Thordata's 195+ country proxy network. Bypasses anti-bot systems and renders JavaScript content, outputting structured data in Markdown, HTML, or Links format.

Enables users to search and retrieve cupcake order records through natural language queries. Provides search functionality across order details and fetches complete order information by ID.

Enables AI assistants to interact with GitHub project boards as calendar events, analyze team workloads, and provide scheduling insights. Supports team status tracking, workload distribution analysis, and smart task assignment recommendations.

Hassle-free container hosting for web apps, APIs, and workers. Push your image or source; we run it 24/7 with HTTPS, logs, and a simple panel

Provides intelligent memory management capabilities using Qdrant vector database for semantic search and storage. Supports global, learned, and agent-specific memory types with markdown processing and duplicate detection.

Enables web searches through DuckDuckGo with customizable parameters like region, safe search, and time limits. Provides structured search results, recent search resources, and research planning prompts for comprehensive information gathering.

Provides access to 120+ Facebook Graph API v23.0 Insights metrics through MCP tools and resources. Features intelligent fuzzy search capabilities and real-time metric discovery for comprehensive Facebook analytics data.

Enables web search and local business data retrieval through the Brave Search API. Provides tools for web search, local points of interest, and rich search results with customizable parameters.

Enables interaction with Douban content including searching and reviewing books, movies, TV shows, and browsing group discussions. Supports searching by ISBN or keywords, retrieving reviews, and managing group topics with filtering capabilities.

Enables querying Brazilian electoral data through TSE's official API. Supports candidate searches, election information, and campaign finance records for municipalities and states.

Enables users to manage appointments through a FastAPI backend with PostgreSQL database. Supports creating, listing, updating, and deleting appointments via natural language interactions through Claude.

A production-ready MCP server for AI agents, providing deep web research and RAG capabilities via Cloudflare Workers.

Enables read-only access to GitLab and Jira data through MCP, allowing users to list projects, merge requests, issues, and search Jira tickets via natural language queries. Provides safe, structured access to project management data without write permissions.

Integrates Security Orchestration, Automation and Response (SOAR) platform capabilities into AI clients like Claude Desktop and Cherry Studio. Enables users to execute security playbooks, manage security events, and perform automated threat response through natural language interactions.

Integrates SOAR (Security Orchestration, Automation and Response) capabilities into AI clients, enabling security playbook execution, event management, and threat intelligence queries. Provides a complete security incident response platform through natural language interactions.

Provides comprehensive telemetry and usage analytics for Claude Code sessions, including token usage tracking, cost monitoring, and tool usage patterns. Enables users to monitor their Claude usage with detailed metrics, warnings, and trend analysis.