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