The library at Agnes Scott College was an original Carnegie library built in 1910. The building was demolished in 1986.
A new library was authorized by the board of trustees in 1935 and opened in the fall of 1936. This new library was called the "Carnegie Library" and the original library was turned into a student center. It was renamed in 1951 for James McCain, on the occasion of his retirement as the 2nd President of the college. In 1974-1977 and again in 1999–2000, the library underwent renovations.[19]