Preheat the oven to 350 degrees. Line a baking sheet with parchment paper.
To a large bowl, add the cake mix, eggs, oil, and food coloring. Stir well until a dough has formed.
Now you will need to set aside 32 of each: Oreo cookie pieces, Chips Ahoy pieces, and white chocolate chips. Add whatever of those are left into the dough, and stir to combine.
Using a cookie scoop, drop scoops of dough onto the cookie sheet, 3 inches apart.
Gently press one piece of each (Oreo, Chips Ahoy, and white chocolate chip) into the top of each cookie.
Transfer the baking sheet to the middle rack of the oven, and bake for 9-10 minutes, or until cookies are done.
Remove from the oven, and set the cookie sheet on a cooling rack for 2 minutes, then transfer cookies to the cooling rack.