diff --git a/pkgs/development/python-modules/shap/default.nix b/pkgs/development/python-modules/shap/default.nix
index fa79b9e028db..a7c9b139ac5c 100644
--- a/pkgs/development/python-modules/shap/default.nix
+++ b/pkgs/development/python-modules/shap/default.nix
@@ -150,5 +150,8 @@ buildPythonPackage rec {
     license = licenses.mit;
     maintainers = with maintainers; [ evax ];
     platforms = platforms.unix;
+    # No support for scikit-learn > 1.2
+    # https://github.com/slundberg/shap/issues/2866
+    broken = true;
   };
 }