Creamy Seafood Soup Recipe. If you like seafood, you are going to love this fabulous, spicy, easy to make creamy seafood soup recipe! Loaded with shrimp and scallops, this seafood soup can be served by itself, or over rice, for a delicious dinner starter, or lunchtime meal.