The Temple Security Force was a Jedi rank for non-force sensitives. Their mission was to protect the Temple from any invader. The Security Force contained two other military divisions named: The Temple Vanguard and the Temple Soldier. They fought during Operation: Knightfall against Anakin and his 501st troops. They were completely defeated during this conflict.
The Temple Security Force were actually Rebel Alliance soldiers with new 'skins'.