The DGP said artists whose music or videos glorify gang culture, guns or violence should face legal consequences, accusing them of undoing the values taught by parents and teachers.
Cybercrime teams are monitoring online platforms closely, and some controversial songs promoting violence have already been removed from social media.
The directive forms part of a larger state campaign that also includes passive suppression of crime-glorifying content in press releases and police communications.