diff --git a/pkgs/development/libraries/xgboost/default.nix b/pkgs/development/libraries/xgboost/default.nix
index 7d50d2b53b1..24c6ec0635d 100644
--- a/pkgs/development/libraries/xgboost/default.nix
+++ b/pkgs/development/libraries/xgboost/default.nix
@@ -25,7 +25,13 @@ stdenv.mkDerivation rec {
     sha256 = "sha256-h7zcHCOxe1h7HRB6idtjf4HUBEoHC4V2pqbN9hpe00g=";
   };
 
-  nativeBuildInputs = [ cmake ] ++ lib.optional stdenv.isDarwin llvmPackages.openmp;
+  nativeBuildInputs = [
+    cmake
+  ] ++ lib.optionals stdenv.isDarwin [
+    llvmPackages.openmp
+  ] ++ lib.optionals cudaSupport [
+    cudaPackages.autoAddOpenGLRunpathHook
+  ];
 
   buildInputs = [ gtest ] ++ lib.optional cudaSupport cudaPackages.cudatoolkit
                 ++ lib.optional ncclSupport cudaPackages.nccl;