This is difficult to determine, and there have been some enormous percentage increases for ultra cheap stocks on the over-the-counter exchanges.
But, the biggest percentage gainer for an IPO is VA Linux in 1999. It was priced at $30 a share and then ended the trading day at $239.25, a 698% gain.