The MSDS for Goddard's Silver Dip which might or might not be the same product shows thiourea as the active ingredient. Which apparently is specific to silver and won't help brighten steel.
For giggles, the MSDS for "ShineBrite Silver Dip Cleaner" says it's 90% "Hydrogen Hydroxide"