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