Understanding Medicare Plan J & Medigap Supplement Insurance Medicare Supplements - Medicare Advantage Plans. Often called Medicare supplement plans, Medicare Supplements is a Medicare Supplement insurance program. Medicare Advantage recipients can participate in Medicare's Medigap program. Medigap provides coverage for Medicare-approved costs. This plan doesn't include dental services that aren't covered by original Medicare plans. […]