Preheat the oven to 350 F. Line a 12 cup muffin pan with paper liners. In a large bowl, mix peanut butter with both granulated sugar, and brown sugar, egg, and vanilla extract until smooth. Fold in the mini marshmallows.
Evenly divide the cookie dough between the prepared paper liners. Bake for 12-15 minutes.