Yes, Peeps are simply covered in sugar. They aren't great, but they are pretty much what I expect sugar covered marshmallow to be like. I did have some actual flavored ones(blueberry, I think) recently, and they were really good.
The only way I like peeps, is to cut holes in the packing and...