It could be eight per character, but I have a feeling that there are eight items that are distributed between the characters (for example, koopa troopa and bowser might have turtle shells, whilst diddy and donkey kong have bananas. But it could be eight per character.
But yes, the weapons differ, as does (I imagine) the way they handle the kart.