Weapons and potions are special item types that grant your character active abilities. Every weapon type has its own unique ability set. Equipping a potion adds an extra ability slot.
Abilities have no mana cost, they simply go on cooldown after use. You can switch weapons at any time without penalty, gaining access to an entirely different set of abilities.