One-Pan Cheesy Chicken & Broccoli Bake

1 cup shredded cheese (cheddar works great).

1 cup cooked rice (optional).

1 teaspoon garlic powder.

1 teaspoon onion powder.

Salt and pepper to taste.

1 tablespoon olive oil.

½ cup chicken broth or water.