Columbia Police Officers responded to 911 calls just after 5 p.m. Tuesday for shots being fired on McBaine Avenue and Dean Street.
Calls that came into the 911 Center said two people were shooting at one another.
No victims or suspects have been found.
A nearby house was hit by one of the bullets, but no one was injured.
The Columbia Police Department told KRCG the investigation is on going.