McGeary was born Clarence Valentine McGeary Jr. on August 8, 1926 in Saint Paul, Minnesota. McGeary was drafted by the Green Bay Packers in the thirtieth round of the 1948 NFL Draft and later played with the team during the 1950 NFL season. He played at the collegiate level at North Dakota State University and the University of Minnesota.
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