WASHINGTON—A group of Democrats led by Senate Minority Leader Chuck Schumer helped Republicans advance a bill Friday to fund the government through September, averting a shutdown but leaving Democrats despondent and deeply divided over how to resist President Trump’s aggressive agenda.

Senate Democrats joined Republicans Friday on a key procedural vote to advance a bill that would ultimately avert a government shutdown at midnight, despite intensifying pressure from across the Democratic Party to block the GOP’s funding measure.