Yes! And it is highly recommended! Chocolate and peanut butter are one of the most beloved food pairings in the world. This flavor duo is a classic combination that's beloved by many and is exemplified by the popularity of Reese's Peanut Butter Cups and Peanut Butter Blossom Cookies.