If you want to make a light and creamy blended potato soup, it's best to peel the potatoes before adding them to the soup. If you're making a chunky potato soup/stew where the potatoes are being left in pieces, then it's not always necessary to peel the potatoes. But a general rule of thumb is potato soup will have a better texture overall with peeled potatoes, regardless if the soup is being blended or not.