Cream together the peanut butter and sugars. Beat in the egg, then add the remaining ingredients.
Roll into 2 Tbsp balls and place on a parchment lined baking sheet. Press down with a fork, and bake at 350°F for 10 minutes.
Allow cookies to cool on pan for 2 minutes before moving to wire rack.