Is there a way to cure sleep with open mouth?

As a remedy for sleeping with your mouth open, I would mainly recommend using a chin strap in conjunction with a nasal CPAP mask, or alternatively replacing a nasal mask. Used as a mask that covers both the mouth and nose (Full Face mask).