The best herbs for chicken soup are fresh rosemary, thyme, oregano and bay leaves. These hard herbs have a strong flavor if eaten raw, but when cooked the flavors transform the soup's flavor. Dried herbs will not add as much flavor. Soft herbs can also be added to chicken soup at the end of the cooking process. Common soft herbs for chicken soup are parsley, basil and tarragon.