Preheat the oven to 350 F. In a large bowl, mix together peanut butter, granulated sugar, brown sugar, egg, and vanilla extract until smooth. Fold in the sprinkles.
Use a cookie scoop to place the cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.