Insight Stack

概要

The Insight Stack is a comprehensive, lightweight industrial AI solution designed to provide real-time machine insights. It integrates an MCP gateway that exposes database-backed tools and a local LLM (llama.cpp) for natural language interaction, alongside an Insight backend performing LSTM-based anomaly detection and generating operator-facing explanations. Data is managed with a MySQL database for sensor schema, and an optional OPC UA simulator facilitates real-time data streaming. The system is built to offer robust integration for Human-Machine Interfaces, enabling proactive monitoring and intelligent operational support within industrial environments.

主な機能

• 4 GitHub stars
• LSTM-AE based anomaly detection for real-time machine insights
• Local LLM assistant (llama.cpp) integrated via an MCP gateway for natural language interaction
• OPC UA simulator for generating streaming production machine data
• MySQL database for sensor data storage and LLM user provisioning
• Adaptive Bayesian optimization for process control and efficiency

ユースケース

• Generating AI-driven explanations and insights for machine operators
• Real-time monitoring and anomaly detection in industrial machinery and processes
• Integrating conversational AI capabilities into Human-Machine Interfaces (HMIs) for interactive data querying