ARMSTRONG REHABILITATION AND NURSING CENTER is a Medicare-certified nursing home located in KITTANNING, PA. CMS overall rating: 1 out of 5 stars. Google rating: 2.5 out of 5 from 21 reviews. Accepts both Medicare and Medicaid.