Ozmafia!!

Fuka is thrown into an unknown land with no memory of her past. Not long after that, a strange silver-haired man suddenly points a sword at her, and the whole town is running about trying to escape. When the heroine is resigned to the prospect she is about to be killed, a helping hand is extended to her by...?

(Source: My Neo Romance Forum)