Take the adapter with you to Napa, or O'Reilly's and get a proper o-ring that fits the groove snug and doesn't fall out when you turn it over. Or, if it's a Precision Oil Filtration kit, call them and order a replacement o-ring. Or you can call Mike at Full Throttle and see if he might have any spares.
-Patrick-