Preheat the oven to 350 F. In a large bowl, mix together cake mix, eggs, vegetable oil, and peanut butter until smooth. Fold in the Reese's pieces and chocolate chips.
Evenly press the cookie dough into a greased 8-inch square baking dish. Bake for 20-25 minutes.