Israeli police chased down and shot and killed the gunmen involved in the shooting at the holy site.
The victim wasn't injured in the encounter.
Five Kalashnikovs and a pistol were seized during the raid.
The border between Poland and Lithuania is strategically important because its seizure would cut off the Baltic states from the rest of the Western alliance.
Two out of the three victims were left "seriously injured", according to police.
Twenty people were killed in yesterday's attack on the national museum in Tunis.
This was the fourth attacker arrested in as many days, prompting fears of a crime wave.
Gunmen ordered non-Muslims off a bus Saturday and shot 28 dead. Muslim passengers were spared.