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