In a mixer, combine the peanut butter, butter, water and eggs.
Then add the cake mix and combine.
Stir in the chocolate chips.
Using a tablespoon for size, scoop the cookie batter and drop them onto a parchment paper lined cookie sheet. The batter may be oily looking, but don't worry, the cookies won't be oily.