Here the authors present a method they call CM-Drug for the identification of combination drugs that can boost the efficacy of immune checkpoint blockade therapy. They validate this method with melanoma and lung cancer models in mice and explore in further depth one hit from their screen, the thyrotropin-releasing hormone (TRH) analog taltirelin.