Magic gear

You can buy wizard robes from players or kill Level 9 Wizards at the wizard's tower, there is a possiblilty of them dropping wizard robe tops, the bottom/skirt can be bought from the clothes shop at Varrock and wizard hats can be bought from the magic shop at Port Sarim.