Preheat the oven to 350 F. In a large bowl, mix together cake mix, peanut butter, eggs, and vegetable oil until smooth. Add in the food coloring.
Place the cookie dough onto a large ungreased baking sheet at least 2-inches apart. Place one Oreo cookie on each cookie dough, and cover fully with more dough. Bake for 10-12 minutes.