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