Git-GUI is a lightweight and customizable tool that is more suited for experienced users who prefer a terminal-like experience and flexibility with repositories. In contrast, GitHub Desktop offers a more user-friendly interface with strong integration specifically for GitHub, making it ideal for beginners and those focused on collaborative projects.