Is Tarnished Jewelry Safe?

Can you tell me if tarnished jewelry is safe to wear? Specifically, I'm wondering about sterling silver earrings that are tarnished and have glints of the copper alloy coming through when once it was a pure silver look. I know that silver polishing can be quite toxic, so I do not want to use any chemical polish.