Preheat the oven to 350 F. In a large bowl, combine peanut butter, granulated sugar, brown sugar, egg, and vanilla extract until smooth.
Using a cookie scoop, place cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes. Remove from the oven and place one chocolate kiss on each cookie.