No! I use whole tomatoes (sometimes sliced to speed up cooking process). I like the texture of skins in my jam and it preserves more of the nutrients that way. But if you want to peel them, you can either freeze the tomatoes first (then the skins slide right off while you thaw) or you can boil and peel first before making the jam.