Geary graduated from Grossmont High School in 1994 in El Cajon, CA. He attended San Diego Mesa College and the University of Oklahoma. While at Oklahoma Geary went 4–3 with a 2.20 ERA at Oklahoma and led Big 12 in ERA in 1997.
