Preheat the oven to 350 F. Line a 12 cup muffin pan with paper liners. In a large bowl, mix together cake mix, eggs, vegetable oil, and peanut butter until smooth. Fold in the chocolate chips.
Evenly divide the cookie dough between the prepared muffin pan. Bake for 12-15 minutes.