Peanut Butter Cup Cookies - These cookies combine the great taste of peanut butter cups in cookie form, with a simple cake mix cookie base, creamy peanut butter buttercream, chocolate peanut butter ganache, all topped with chopped up peanut butter cups. These just might be my new favorite cookie.