The boats are docked in Lincoln Harbor on Harbor Boulevard.
No injuries were immediately reported.
The fire created a heavy smoke condition that could be seen from Manhattan.
A witness says a tarp over one of the boats boat started smoking, then caught fire and spread.
LINK: PHOTOS FROM THE SCENE
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