Preheat the oven to 350 F. In a large bowl, mix together peanut butter, sugar, egg, and vanilla extract until smooth. Use a cookie scoop to place cookies onto a large ungreased baking sheet at least 2-inches apart.
Bake for 10-12 minutes. Remove from the oven and top with candy eyes.