Top level care, small town charm Autumn Lake at Waugh Chapel is tucked in the heart of the beautifully suburban Anne Arundel County, Maryland. We're conveniently located minutes away from Annapolis, Baltimore, and Washington, D.C. With its small-town charm, residents come here to rest, relax and rejuvenate in the capable hands of our warm and caring staff. In addition to sub-acute rehabilitation, we are known for our excellence in short-term care, which provides round-the-clock skilled nursing for a wide range of complex medical conditions.