Those are actually clocks, and they reduce the Cool Down period of your main Eidolon.
Star coins are purchased with Nutaku Gold, which in turn is purchased with real money. So unless you want to spend some real money on the game you won't get any star coins. Just have to patiently wait for Magic Jewels.