First of all, the Geneva Conventions (plural) are about treatment of prisoners of war, not agents or munitions used.
Your given link refers to the Chemical Weapons convention, but its scope is specific to wartime use between combatants.
The Hague convention has munitions provisions, but the USA is not a signatory.