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 cookie dough onto a large ungreased baking sheet at least 2-inches apart. Place one mini snickers candy bar on each piece of dough. Cover with more cookie dough. Bake for 10-12 minutes.