It's sold as wood bleach. It's a crystalline powder and says on the tub that it contains oxalic acid.

Phosphoric might be better for tools though. Like I said it actually chemically changes the iron oxide to iron... something (I'd google if I weren't lazy) and it becomes totally rust proof.