This phrase is a common one (especially on Yahoo!), but it’s wrong:
The correct phrase is “anchors aweigh” or “anchor’s aweigh.” According to Wikipedia:
The phrase “anchor’s aweigh” is a report that the anchor is clear of the sea bottom and, therefore, the ship is officially underway.