Needy, wanting money. A stiver is a Dutch coin, worth somewhat more than a penny sterling.
Definition taken from The 1811 Dictionary of the Vulgar Tongue, originally by Francis Grose.
Stitchback * StockNathan Bailey's 1736 Dictionary of canting and thieving slang
John S. Farmer's collection of canting songs and slang rhymes