diff --git a/mace/cli/convert_dev.py b/mace/cli/convert_device.py
similarity index 100%
rename from mace/cli/convert_dev.py
rename to mace/cli/convert_device.py
diff --git a/mace/cli/select_head.py b/mace/cli/select_head.py
new file mode 100644
index 00000000..a1e27229
--- /dev/null
+++ b/mace/cli/select_head.py
@@ -0,0 +1,33 @@
+from argparse import ArgumentParser
+
+import torch
+
+from mace.tools.scripts_utils import remove_pt_head
+
+
+def main():
+    parser = ArgumentParser()
+    parser.add_argument(
+        "--head_name",
+        "-n",
+        help="name of the head to extract",
+        default=None,
+    )
+    parser.add_argument(
+        "--output_file",
+        "-o",
+        help="name for output model, defaults to model_file.target_device",
+    )
+    parser.add_argument("model_file", help="input model file path")
+    args = parser.parse_args()
+
+    if args.output_file is None:
+        args.output_file = args.model_file + "." + args.target_device
+
+    model = torch.load(args.model_file)
+    model_single = remove_pt_head(model, args.head_name)
+    torch.save(model_single, args.output_file)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/setup.cfg b/setup.cfg
index 139f914e..76467fda 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -42,7 +42,8 @@ console_scripts =
     mace_run_train  =  mace.cli.run_train:main
     mace_prepare_data  =  mace.cli.preprocess_data:main
     mace_finetuning = mace.cli.fine_tuning_select:main
-    mace_convert_dev  =  mace.cli.convert_dev:main
+    mace_convert_device  =  mace.cli.convert_device:main
+    mace_select_head =  mace.cli.select_head:main
 
 [options.extras_require]
 wandb = wandb