Preheat the oven to 350 F. In a large bowl, combine peanut butter with both sugars, egg, and vanilla extract, mix until smooth. Fold in Reese's pieces.
Using a cookie scoop, place cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.