The Stone Guardians are massive stones structures that have been empowered by the Heart of Atlantis to create a protective barrier around the city of Atlantis whenever it is threatened by a major cataclysmic event. They are generally only active under such dire of emergencies, otherwise going dormant whenever danger is averted.
They clapped their hands just like Julie weissman did after the body rock.