"Let's" is a contraction for "let us." It an invitation to someone to join you in doing something. "Let's go out to lunch" means "I don't want to eat by myself. I would like some company. Please join me. Let's go out and eat lunch together."
"Let's hope" means "join me in hoping for something." It means the situation is uncertain, and you don't really know anything to do about it but hope, and you are inviting someone else to hope or wish along with you.