Preheat the oven to 350 F. In large bowl, mix together brownie mix with eggs and vegetable oil 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 dough. Cover with more cookie dough. Bake for 10-12 minutes.