This version of shrimp scampi is loaded with garlic, parsley, butter, and lemon, and it is super easy to prepare and bake in the oven. Serve the shrimp over rice or serve them as a snack or appetizer. Depending on how you plan to serve the shrimp, you may choose to leave the tails on.