Slice the chicken in half horizontally. Place the chicken with the rest of the ingredients into a large bowl and stir to coat. Place on the sheet pan and spread it out evenly.
Bake for 25 minutes or until the chicken is cooked and the potatoes are fork tender. If using mozzarella slices add on top of the chicken for the last 5 minutes of baking. Enjoy!