QuOptuna is an open-source, zero-install AutoML library runnable via uvx quoptuna that performs a single Optuna search across 21 quantum and classical classifiers, with early pruning, fairness audits, SHAP explanations, and report drafting. It provides a 6-step web wizard, REST API, and headless CLI, and its statically exported Next.js frontend is bundled into the Python wheel.