It doesn’t get much simpler than cheesy, creamy, hearty potato soup when it comes to simple soup recipes. In this recipe, you have flavorful chunks of potatoes, garlic, carrots, better than bouillon chicken base, parsley, butter, flour, whole milk, salt, and pepper.