Sam - yes, there are standard 0-rings available.
Any place that sells part for dinghies will have the complete hatch kits, replacement screw-in covers, and replacement o-rings for them. The standard North American sizes (overall diameter of hatch) are 4", 5" and 6". I would think from your description you are looking for an o-ring to fit a 6" hatch.