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