No. First of all, there is no need to peel zucchini. But most importantly, you shouldn't peel zucchini. Because the skin harbors the highest levels of antioxidants. And for this soup, the dark green skin will contribute to give your cold soup it's beautiful green color. Last but not least, you will spend less time in the kitchen to prepare your meal. All the more reason to leave the skin on!