A typical shrimp scampi recipe uses garlic, salt, and pepper to season the shrimp, plus a little lemon juice or zest, herbs, and red pepper flakes. While Garten’s recipe follows much of this formula, she advises using more salt and pepper than you would normally use when cooking the shrimp to give it some extra flavor.