Yes they are a common item at any hardware store...More than likely in whatever section they carry rubber washers. Take the lid and airlock with you to verify a snug fit.
I'm thinking that the sizes are 7/16 inch inside hole diameter, with a 1/2 inch outside groove diameter, but I can't remember....