This project provides a Flask-based web server that queries nvidia-smi to surface GPU metrics in a browser-accessible dashboard. It supports single-machine and multi-node cluster modes via Docker, with sub-second refresh rates. The tool is explicitly used in ML training and LLM inference workflows to monitor GPU health and resource consumption.