Mahou Gakuen to Sugoi Majo

After being praised as a genius witch in her countryside village, Azami gets overconfident and applies to the Magic Academy in the city. However, after failing the entrance exam miserably and falling into depression, a transfer student from the Magic Academy arrives, and...?!

(Source: MANGA Plus)