Medicare in Pennsylvania will not typically cover the non-medical care expenses associated with personal care (also known as assisted living). Medicare typically only covers a short-term stay in a skilled nursing or rehabilitation community while an older adult is recovering from an illness or injury. It can also cover in-home rehab care performed by a home health nurse or therapist.