It happened in the area of South Main and Commerce Streets on Wednesday around 10:30 p.m.
Francis Riddle, 34, is accused of grabbing a 26-year-old woman by her hair and sticking a knife in her back.
The victim was able to fight off her attacker and escape with minor injuries.
Riddle was arrested Thursday morning.