Chocolate. Peanut Butter. Mmmm... goooooooood. Reese's Chocolate Peanut Butter Bundt Cake ... beyond words. We make the cake part of this all the time. We even make this cake with the wonderful chocolate ganache in the middle, but what I have never done before, was add the peanut butter, and I really wanted the peanut butter.