When dust or dirt makes its way into your fuel rail's Schrader valve, it can stick the valve open, causing a fuel leak in the engine bay. These caps protect the valves from contamination, so replace if you're missing one, replace it immediately.
This part also goes by the following cross reference.
Cross Reference Part Number: