|Olympic medal record|
|Men's Artistic Gymnastics|
|1896 Athens||Team parallel bars|
|1896 Athens||Team horizontal bar|
Neukirch was a member of the German team that won two gold medals by placing first in both of the team events, the parallel bars and the horizontal bar. He also competed in the parallel bars, horizontal bar, vault, and pommel horse individual events, though without success.