Police nabbed the second escapee, Joseph, the next day after a foot chase.
Sheriff's officials said a tip led deputies to a home where he was hiding out, according to the report. He surrendered after fleeing to a nearby storage shed.
Joseph, also a convicted felon, was previously charged with principal first-degree rape, along with drug and gun offenses.
The third missing inmate, Eli, remains missing and was charged with attempted second-degree murder.
"We would prefer that he surrender himself peaceably, but we will not rest until he is captured," St. Landry Parish Sheriff Bobby J. Guidroz wrote in a statement obtained by the AP.
In May, 10 prisoners escaped a minimum-custody New Orleans jail after removing a toilet from a wall inside a cell and crawling through it.
Video cameras in the prison captured the brazen escape, with footage showing the group scaling a fence, using blankets to protect themselves from barbed wire and running across an interstate to a nearby neighborhood where they changed clothes.
Inmates wrote messages, including, "To Easy LOL" and "WE INNOCENT," among others, near the hole they used to flee the jail.
The last remaining fugitive, a four-time convicted killer, was arrested five months after the escape after a standoff with authorities in Atlanta.
Three jail employees have been placed on administrative leave pending the outcome of the investigation, Fox News Digital previously reported.
An internal investigation has been initiated, and the jail supervisory staff will be providing a comprehensive report, according to Guidroz.