Potato, Tomato and Rosemary Soup Recipe. This hearty vegetarian soup is guaranteed to satisfy hungry guests during any season of the year. Try serving it with some fresh, crusty bread! Delight in our Potato, Tomato and Rosemary Soup recipe.