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