An intelligent bug severity classification system leveraging TF-IDF for feature extraction, SMOTE for data balancing, and logistic regression for interpretable multi-class prediction. This repository contains the source code, detailed documentation, and experimental results for automated bug report evaluation using the Bugzilla dataset.