If air doesn't leak too fast, I'd leave it. Had a similar looking puncture (flooring nail?), put on 1600 miles after it happened before the tire wore out. Didn't mind pumping it up every other day (from 20psi to 30, not from flat).
But if you do extended rides, that strategy may not work. I kept my rides to 50 miles or less.