Presidents have some limited influence on gas prices via the strategic petroleum reserve. Sales from this reserve can reduce price shock, as for example after Katrina shut down refineries in Louisiana in 2005.
A more important factor currently is the prohibition against exporting US oil, a law signed in 1975 by Gerald Ford. I suspect that the new Congress will look at eleminating this ban, now that US production is so high.