Pat scallops dry with paper towels, and season with salt and pepper. Heat oil in a skillet over medium-high heat. Add half the scallops to skillet and cook, flipping once, until golden brown and cooked through, about 3 minutes per side. Transfer to a plate. Repeat with remaining scallops, adding more oil to the skillet as needed. Serve immediately, with lemon wedges on the side.