I agree with you in that. They look functional and utilitarian. The icons have dark, bold colors. The 3D depth is clear and meaningful. There is no platform-wide 'theme' that makes the icons similar to each other, instead allowing the symbol to speak its intention more loudly, and designers to create their own vocabulary within the app. Instead, most icons are outlined in black, making them clear and easily distinguishable.