Black Bean Soup is a delicious, spicy soup recipe, often served as an appetizer in a rainy day. The foundation ingredients of black bean soup are black beans, bacon, spices, onions and vegetables. Black bean soup is best enjoyed hot, with the garnishing of sliced scallions, sour cream and grated cheddar.