Essentially, yes. The main weapon is the one your character uses, but the attack and hp bonus of the 10 weapons is shared between all characters. You cannot change the weapons or element of other characters.
Not sure if any of the mods still support this community, but they should be aware that the forums are infested with bots and that their forum needs to be upgraded.