Preheat the oven to 350 F. In a large bowl, mix cake mix with eggs, peanut butter, and vegetable oil until smooth. Use a cookie scoop to place cookies onto a large ungreased baking sheet. Bake for 10-12 minutes.
Remove from the oven and top with peanut butter cups. Decorate with icing and candy eyes.