What is the supply of something to be used as needed called?

Well, darling, that would be called a "stockpile." It's basically a fancy term for keeping a bunch of stuff on hand for whenever you might need it. So next time you're hoarding all those extra rolls of toilet paper, just tell everyone you're building your very own stockpile.