Preheat the oven to 350 F. In a large bowl, mix together cake mix, eggs, vegetable oil, and peanut butter until smooth.
Use a cookie scoop to place the 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 cookie dough.