Yes you must also register your car with the state. They give you you a sticker to put on the license plate. It’s about the same (maybe 100 a year). Every state requires it It’s only in recent years that the towns/cities have started doing it as well.
Edit: it’s a flat fee for all cars though. Horsepower doesn’t matter. Big trucks might pay more but that’s bc they are commercial vehicales.