Preheat the oven to 350 F. In a large bowl, mix together peanut butter, egg, granulated sugar, brown sugar, and vanilla extract until smooth. Add in the food coloring.
Evenly spread the cookie dough into a greased 8-inch square baking dish. Bake for 20-25 minutes.