Anderson Chapel, also known as St. Paul's Episcopal Chapel, is a historic Episcopal church located at Swanton, Garrett County, Maryland. It is a late-19th century frame, one-story, gable-roofed church built in the Carpenter Gothic board-and-batten style. This style was popularized by the architect Richard Upjohn during the 19th century.

It was listed on the National Register of Historic Places in 1984.