If you’re using whole peeled tomatoes and diced tomatoes from cans, like this recipe calls for, there’s definitely no peeling needed. And if you’re making a soup with fresh tomatoes, you still don’t need to peel them. Tomato skins are indistinguishable from the rest of the tomato when blended up and cooked.