Preheat the oven to 350 F. Line a 12 cup muffin pan with paper liners. In a large bowl, combine peanut butter, granulated sugar, brown sugar, egg, and vanilla extract until smooth.
Evenly divide the cookie dough between the prepared muffin cups. Bake for 12-15 minutes. Remove from the oven and place one chocolate kiss on each cookie cup.