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  • F
    license
    Not graded
    quality
    D
    maintenance
    An AI agent system that monitors manufacturing equipment health using the Model Context Protocol (MCP). Enables answering natural language questions about equipment status, maintenance, and anomalies through MCP tools.
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  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables checking and validating disk space usage via a single tool, reporting total, used, and available space with optional free space thresholds.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bridges Claude (or any MCP client) to manufacturing data via the i3X standard, enabling natural language queries about equipment status, hierarchy, and historical trends.
    12
    9
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables read-only access to LCM2M Caddis VM2M API for equipment, runs, telemetry, alarms, etc., via MCP tools.
    31
    27
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Enables management and monitoring of farm operations including field and crop tracking, livestock monitoring, equipment management, and sensor readings through a Model Context Protocol interface built with FastMCP.
    11
    -
  • A
    license
    C
    quality
    D
    maintenance
    Agentic tool that looks for statistical variations in conversation structure and logs unusual events to a SQLite database. Built using the Model Context Protocol (MCP), this system is designed to be used with Claude Desktop or other MCP-compatible clients.
    8
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    AI-powered industrial fault diagnosis MCP server with 8 tools for diagnosing equipment faults, searching parts, decoding VINs, and managing equipment profiles. Covers 313+ fault codes for Allen-Bradley, Siemens, ABB, Mitsubishi, and Fanuc PLCs.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An open-source MCP server that bridges AI models with industrial equipment, supporting multiple protocols like Modbus, OPC UA, and MQTT for reading data and controlling machines.
    2
    Apache 2.0
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT to list, create, update, pause, resume, and delete monitoring items in Signal Desk via OAuth-protected MCP tools, with support for periodic execution and Web Push notifications.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to monitor and interact with industrial systems, providing real-time system health monitoring, operational data analytics, and equipment maintenance tracking. Built with Next.js and designed for industrial automation environments.
    3
    -
  • A
    license
    A
    quality
    C
    maintenance
    🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.
    3
    251
    GPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Laravel Telescope-style debugging for Hono apps whose dashboard endpoint is also an MCP server: read recent exceptions with the request that produced them, recent requests filtered by status or duration, one request in full, and the slowest queries. Five read-only tools, zero runtime dependencies.
    5
    5
    26
    26
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    12
    ISC
  • A
    license
    A
    quality
    A
    maintenance
    MCP server exposing Tracearr's Public API v2 as read-only tools to query Plex, Jellyfin, and Emby monitoring data such as watch history, active streams, media, users, libraries, and recently added items.
    13
    MIT