Pat the scallops dry with paper towels. Season with salt and pepper.
Heat olive oil in a skillet over medium-high heat. Add scallops and cook for 2-3 minutes on each side until golden brown. Remove from skillet and set aside.
In the same skillet, add minced garlic and cook for 1 minute until fragrant. Add lemon juice and parsley, stir well.
Return scallops to the skillet and toss to coat with the sauce. Cook for another 1-2 minutes until heated through.
Serve immediately with extra lemon wedges if desired.