The League One club have agreed a month-long deal with Forster, who spent a spell on loan at Stockport last season.
He has yet to make his debut for Newcastle in a competitive game.
Forster: "It was a great experience for me last year at Stockport and I came on a lot for that opportunity.
"Hopefully I can enjoy a similar spell at Bristol Rovers and I can't wait to get started."