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"Understanding Inference Models" matching MCP servers:

  • ha-analytics-mcp

    ffleurey
    A
    license
    A
    quality
    C
    maintenance
    Read-only MCP server for Home Assistant that computes statistical summaries, trends, and session detection from recorded sensor history, returning compact tables instead of raw data so small local models can answer questions about energy usage, climate, and appliance activity without token-heavy arithmetic.
    10
    Apache 2.0

  • EV3 MCP Server

    HannaFrangi
    F
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to drive a LEGO Mindstorms EV3 over Wi-Fi SSH, with tools for movement, turning, stopping, beeping, and listing connected devices. Includes a CLI chat client that translates natural language into robot commands via Hugging Face Inference Providers.
    8

  • mcp2mqtt

    swesmith-repos
    A
    license
    B
    quality
    Not graded
    maintenance
    An MCP server that bridges the physical world and AI models by enabling natural language control of IoT hardware via the MQTT protocol. It supports real-time device monitoring, command publishing, and response handling for seamless integration between AI clients and physical devices.
    3

  • mcp2mqtt

    mcp2everything
    A
    license
    B
    quality
    D
    maintenance
    Links IoT devices to AI large models using the MCP and MQTT protocols, enabling natural language control, real-time AI responses, and complex instruction execution for interconnected IoT devices.
    3
    371
    MIT

  • openhab

    deswong
    A
    license
    C
    quality
    A
    maintenance
    MCP server for OpenHAB v5+ that exposes the entire REST API as tools for AI models, enabling complete control over items, things, rules, persistence, and semantic model.
    25
    7
    MIT
  • ThingsPanel MCP by ThingsPanel

    ThingsPanel MCPofficial

    ThingsPanel
    A
    license
    Not graded
    quality
    C
    maintenance
    An integration server that connects AI models with ThingsPanel IoT platform, allowing AI assistants to interact with IoT devices through natural language for device control, data retrieval, and management operations.
    47
    Apache 2.0

  • industrial-mcp

    zhiningsun
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that lets AI models read and control industrial devices via standardized protocols like Modbus, OPC UA, and MQTT, with simulation and real hardware modes.
    2
    MIT

  • Industrial MCP

    xiao98
    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

  • Energy Prediction MCP Server

    Davad122
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered analysis and prediction of household energy consumption through machine learning models, providing historical consumption breakdowns, price queries from Spanish electricity markets, and personalized energy optimization recommendations.

  • MQTT-Bridge

    rsbohn
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides MQTT communication capabilities for Large Language Models and other clients, enabling connections to MQTT brokers, publishing and subscribing to topics, and managing real-time messaging workflows.

  • Smart Home Device Control MCP

    sysu-aicpm
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI models to control and query smart home devices (air conditioners, lights, locks, cameras, refrigerators) through a backend API. Supports device control operations, status queries, and detailed device information retrieval with built-in documentation for proper device usage.
    2