Cowboy soup is a Tex-Mex style soup with ground beef, beans, veggies, spices, and usually potatoes in a tomato-based broth. It's a no-fuss soup made with pantry staples like canned beans, canned tomatoes, and pantry spices. Each recipe is slightly different with small variations like the type of beans, veggies, and spices.