Typically sloppy joe sauce is made of ground beef, onions, ketchup and/or tomato sauce, brown sugar and beef broth. Extra ingredients sometimes included: bbq sauce, tomato paste, chopped green or red bell pepper, mustard (or mustard powder), Worcestershire sauce and liquid smoke.