AI & ML

Enables AI assistants to send text notifications and content directly to Dot e-ink display devices with support for custom icons, links, and scheduled refreshes.

A robust Jira integration server that provides advanced issue management, project organization, multi-instance support, and strategic planning tools for AI assistants.

A Windows-specific MCP server that integrates with the Everything Search Engine to provide near-instant file searches using both advanced technical filters and natural language queries.

A persistent shell execution server utilizing tmux to provide isolated, long-running terminal sessions across multiple workspaces. It features a dual-window architecture that separates raw command execution from clean interactive output.

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.

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

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.

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

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

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.

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.

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.

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.

Enables AI assistants to generate and render Mermaid diagrams (flowcharts, sequence diagrams, etc.) as PNG/SVG images with local file saving and HTTP access URLs. Supports batch processing and intelligent caching for efficient diagram creation.

Enables natural language database operations and semantic document search through SQLite and vector database integration. Converts plain English instructions into SQL queries and provides RAG capabilities for uploaded documents.

Enables AI assistants to interact with Metasploit Framework through 28 comprehensive tools for penetration testing and security analysis. Provides secure, structured access to MSF modules, database operations, session management, and payload generation capabilities.

Enables AI assistants to interact with New Relic monitoring and observability data through programmatic access to New Relic APIs. Supports APM management, NRQL queries, alert policies, synthetic monitoring, dashboards, infrastructure monitoring, and deployment tracking.

Enables AI assistants to interact with Apache Superset instances programmatically, providing 45+ tools for dashboard management, chart creation, database operations, SQL execution, and complete Superset API coverage. Supports multiple transport modes including stdio, SSE, and HTTP streaming for flexible deployment options.

Enables complete management of Mailcow email servers through 20 MCP tools including domain management, mailbox operations, email sending, queue management, sync jobs, and system monitoring. Provides AI models with full control over email server infrastructure through secure API integration.

Enables real-time Taiwan High Speed Rail (THSRC) information queries including timetables, station details, train status, and seat availability. Supports multiple languages and integrates with TDX API for up-to-date rail service data.

Automatically provides AI assistants with contextual, version-specific documentation for Python project dependencies by scanning pyproject.toml files. Eliminates manual package lookup and enables more accurate coding assistance through seamless integration with AI tools.

Enables AI models to fetch text content from URLs, extract links from web pages, and search the web using Brave Search with automatic content retrieval from top results. Provides comprehensive web scraping and search capabilities with robust error handling.

Enables secure filesystem operations with directory sandboxing and optional read-only mode. Supports file reading/writing, directory management, file searching, and text operations while restricting access to specified directories.

Enables web search capabilities through the Tavily API, allowing users to search the internet for information using natural language queries. Demonstrates MCP server implementation with external API integration.

Enables natural language querying of Microsoft Fabric Data Warehouses with intelligent SQL generation, metadata exploration, and business-friendly result summarization. Features two-layer architecture with MCP-compliant server and agentic AI reasoning for production-ready enterprise data access.

Enables control of ROS/ROS2 robots through natural language commands by translating LLM instructions into ROS topics and services. Supports cross-platform WebSocket-based communication with existing robot systems without requiring code modifications.

Enables AI assistants to access the Open Food Facts database to query detailed food product information, nutritional data, and environmental scores. Supports product lookup by barcode, smart search with filtering, nutritional analysis, product comparison, and dietary recommendations to help users make informed food choices.

Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

An MCP server that gives Claude access to Ogury's campaign reporting API, enabling retrieval of campaign performance metrics and reports through natural language queries.

Enables AI assistants to interact with Coolify self-hosted instances for application deployment, management, and monitoring. Features 4 unified tools optimized for VS Code's limits, covering app management, environment configuration, system administration, and built-in documentation.