WASHINGTON—An urgent plea for arms by Syrian rebels last summer posed a quandary for the Obama administration.

The rebels were facing setback after setback on the battlefield. The administration backed their goal of unseating the Syrian government, but worried about U.S.-supplied arms making their way to fighters linked to al Qaeda. In the end, the U.S. approved a modest arms-supply effort that was slow to gain traction.

For...