Some of the common ingredients in a seafood soup may include clam broth, potatoes, clams, shrimp, fish, celery, butter, milk or cream, sweet peppers, onions, herbs, spices, and flavorings. Russet potatoes are most often used as a thickener for seafood soups since they contain higher levels of starch but are low in moisture content.