In a large bowl, cream together the cream cheese, sweetened condensed milk and peanut butter until smooth.
Place around 2 tablespoons of chocolate cake crumbs in a small glass container. Add 2 tablespoons of cream cheese mixture on top, then repeat one more time. Top with peanuts, if desired.