The site has been at the center of recent tensions after Israel installed, and then removed, metal detectors there following the deadly shooting of two Israeli policemen.
Muslims administer the compound, home to the Al Aqsa and Dome of the Rock mosques, while Jews can visit but not pray there.
Police spokeswoman Luba Samri says six Jewish visitors were removed Tuesday for violating the guidelines. She says three Jews and one Muslim were arrested after a minor skirmish.
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