Preheat the oven to 350 F. Line a 12 cup muffin pan with paper liners. In a large bowl, mix together cake mix, peanut butter, eggs, and vegetable oil until smooth.
Fold in the Reese's peanut butter cups. Evenly divide the cookie dough between the paper liners. Bake for 12-15 minutes.