The attempted murder happened in Porterville near Harrison Avenue and Henrahan Street on Thursday afternoon.
Police say the suspects robbed and stabbed the husband and wife in front of their 7 and 10-year-old children.
Both victims are now recovering from their injuries. Officers tracked down a 16 and 17-year-old wanted for the attack, but they're still searching for at least one more suspect.