You will probably need to rob it from another Neo Geo. Fortunately should be commonly found on those Chinese MVS single slots you can get cheaply through AliExpress. You will need a hot air focus station to remove the old chip, the donor chip, and then solder the donor chip into place.
Only worthwhile if the bad Neo board is a valuable one.