Tensei Bonjin no Eiyuu Sakusei Kyoushitsu

The story centers on an unfriendly and ordinary teacher who uses unusual methods to help his students — such as an adventurer abandoned by her party, or a girl who cannot use magic despite coming from a line of magicians — to come into their own and find their hidden potential. (Source: Anime News Network)