Reign of the Seven Spellblades, Vol. 1 (light novel) by Miyuki Ruria
Springtime at Kimberly Magic Academy, when new students begin their first year. One boy, clad in black robes with a white cane and sword strapped to his hip, approaches the prestigious school. This young man-Oliver-must form a bond with a katana wielding girl named Nanao if he's to survive the dangers he's to face at this school that is anything but what it seems!