GitHub Desktop offers a user-friendly experience with seamless integration into GitHub, making it ideal for users who primarily work within the GitHub ecosystem. On the other hand, git-cola provides a lightweight and customizable interface that caters to advanced users looking for a more flexible tool, though it may require a steeper learning curve.