Preheat the oven to 350 F. In a large bowl, mix together cake mix, eggs, and vegetable oil until smooth. Fold in the M&Ms. Use a cookie scoop to place the cookies onto a large ungreased baking sheet at least 2-inches apart.
Place one peanut butter cup on each cookie dough. Cover with more cookie dough. Bake for 10-12 minutes.