GNOME Commander is a robust file manager with extensive features for advanced users, focusing on file manipulation and management, while Remove Empty Directories (RED) is a specialized tool aimed at efficiently identifying and removing empty directories, making it simpler and more focused for users who need basic directory maintenance.