Preheat the oven to 350 F. In a large bowl, mix the cake mix with peanut butter, eggs and vegetable oil until smooth. Fold in the crushed Oreo cookies.
Use a cookie scoop to place the cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.