Place the asparagus on a foil-lined baking sheet, and drizzle with 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 (12-15 minutes depending on thickness).