Metro UI CSS offers a modern aesthetic with a focus on desktop applications and a rich set of UI components, while Skeleton is a lightweight framework designed for simplicity and basic responsive design. Metro UI emphasizes customization and a mobile-first approach, whereas Skeleton provides a straightforward, minimalist solution ideal for smaller projects.