Preheat the oven to 350 F. In a large bowl, mix together peanut butter, both sugars, egg, and vanilla extract and mix until smooth. Fold in the sprinkles.
Evenly press the cookie dough into a greased 8-inch square baking dish. Bake for 20-25 minutes.