Preheat the air fryer to 360°F for 3 minutes. Cook the pasta according to the directions on the package.
Mix the bread crumbs and parmesan cheese in a bowl. In another bowl, melt the butter.
Lightly brush the butter onto the chicken and then dip into the bread crumbs mixture.
Place 2 pieces in the basket when the air fryer is ready. Spray the top of the chicken with olive oil.
Cook for 6 minutes and flip each piece over and top with 1tbsp of marinara sauce and 1 1/2 tbsp of shredded mozzarella cheese.
Melt the cheese by cooking for 3 minutes more.
Set aside and keep warm. Repeat with the other two pieces.