Place the asparagus on a foil lined baking sheet, and drizzle with the olive oil. Toss to coat the spears, then sprinkle with, garlic, salt, and pepper. Arrange the asparagus in a single layer.
Bake in the preheated oven until just tender, 12 to 15 minutes depending on thickness. Sprinkle with lemon zest just before serving.