The suspects were accused of burglarizing several businesses in Lowndes County.
Child Protective Services was also involved in the case.
On Wednesday, Clay County deputies, the Mississippi Bureau of Narcotics and West Point PD executed a search warrant in a room at the Relax Inn.
The duo in these photos were accused of breaking into cars at a restaurant on North Gloster Street.
Narcotics agents said they found several grams of meth inside the car.
Deputies searched Anderson's 20th Street home on September 12 and had been searching for her for a couple of weeks.
Investigators said the shooting happened September 28 on Gleason Drive. The victim was treated and released from the hospital.
Bruce police said the victim told officers that she broke Shumpert's phone and then he took her laptop.
Libby was assigned to the Noxubee County Community Work Center and had been at Pine Wood Golf Course before running.
On Monday, the Lowndes County Sheriff's Department were told about a potential child abuse case.