Preheat oven to 350 F. Place peanut butter into a microwaveable bowl. Microwave until smooth.
In a large bowl, combine oats, melted peanut butter, honey, and egg. Mix until combined. Press mixture out into a greased baking dish. Bake for 18-20 minutes.