EmailOrganizer is a command-line Python application that streamlines email management by leveraging machine learning classification. It connects to any IMAP-compatible email service, downloads messages in bulk or real time, and uses a pre-trained model to assign each email to customizable categories. Users can define folder-mapping rules, train or fine-tune the classifier on their own data, and review classification confidence scores. The tool supports secure OAuth authentication for providers like Gmail, offers incremental processing to avoid duplicates, and provides logs for audit and error tracking. Ideal for those overwhelmed by high email volume, it automates sorting and tagging to reduce manual inbox maintenance.