Medicare does not cover the cost of purchasing an oxygen concentrator; that said, when you ask, Are portable oxygen concentrators covered by Medicare the answer is: Sometimes. Medicare may cover oxygen equipment rental costs if you are eligible for Medicare and approved for therapeutic oxygen use.