diff --git a/monai/bundle/scripts.py b/monai/bundle/scripts.py
index f4652fb3e7..00496dba66 100644
--- a/monai/bundle/scripts.py
+++ b/monai/bundle/scripts.py
@@ -28,6 +28,7 @@
 from monai.data import load_net_with_metadata, save_net_with_metadata
 from monai.networks import convert_to_torchscript, copy_model_state
 from monai.utils import check_parent_dir, get_equivalent_dtype, min_version, optional_import
+from monai.utils.misc import ensure_tuple
 
 validate, _ = optional_import("jsonschema", name="validate")
 ValidationError, _ = optional_import("jsonschema.exceptions", name="ValidationError")
@@ -550,8 +551,10 @@ def ckpt_export(
         filepath: filepath to export, if filename has no extension it becomes `.ts`.
         ckpt_file: filepath of the model checkpoint to load.
         meta_file: filepath of the metadata file, if it is a list of file paths, the content of them will be merged.
-        config_file: filepath of the config file, if `None`, must be provided in `args_file`.
-            if it is a list of file paths, the content of them will be merged.
+        config_file: filepath of the config file to save in TorchScript model and extract network information,
+            the saved key in the TorchScript model is the config filename without extension, and the saved config
+            value is always serialized in JSON format no matter the original file format is JSON or YAML.
+            it can be a single file or a list of files. if `None`, must be provided in `args_file`.
         key_in_ckpt: for nested checkpoint like `{"model": XXX, "optimizer": XXX, ...}`, specify the key of model
             weights. if not nested checkpoint, no need to set.
         args_file: a JSON or YAML file to provide default values for `meta_file`, `config_file`,
@@ -595,12 +598,22 @@ def ckpt_export(
     # convert to TorchScript model and save with meta data, config content
     net = convert_to_torchscript(model=net)
 
+    extra_files: Dict = {}
+    for i in ensure_tuple(config_file_):
+        # split the filename and directory
+        filename = os.path.basename(i)
+        # remove extension
+        filename, _ = os.path.splitext(filename)
+        if filename in extra_files:
+            raise ValueError(f"filename '{filename}' is given multiple times in config file list.")
+        extra_files[filename] = json.dumps(ConfigParser.load_config_file(i)).encode()
+
     save_net_with_metadata(
         jit_obj=net,
         filename_prefix_or_stream=filepath_,
         include_config_vals=False,
         append_timestamp=False,
         meta_values=parser.get().pop("_meta_", None),
-        more_extra_files={"config": json.dumps(parser.get()).encode()},
+        more_extra_files=extra_files,
     )
     logger.info(f"exported to TorchScript file: {filepath_}.")
diff --git a/tests/test_bundle_ckpt_export.py b/tests/test_bundle_ckpt_export.py
index 0f7d0f7d35..36aa7319f0 100644
--- a/tests/test_bundle_ckpt_export.py
+++ b/tests/test_bundle_ckpt_export.py
@@ -9,6 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import json
 import os
 import subprocess
 import tempfile
@@ -17,6 +18,7 @@
 from parameterized import parameterized
 
 from monai.bundle import ConfigParser
+from monai.data import load_net_with_metadata
 from monai.networks import save_state
 from tests.utils import skip_if_windows
 
@@ -33,7 +35,8 @@ def test_export(self, key_in_ckpt):
         config_file = os.path.join(os.path.dirname(__file__), "testing_data", "inference.json")
         with tempfile.TemporaryDirectory() as tempdir:
             def_args = {"meta_file": "will be replaced by `meta_file` arg"}
-            def_args_file = os.path.join(tempdir, "def_args.json")
+            def_args_file = os.path.join(tempdir, "def_args.yaml")
+
             ckpt_file = os.path.join(tempdir, "model.pt")
             ts_file = os.path.join(tempdir, "model.ts")
 
@@ -44,11 +47,16 @@ def test_export(self, key_in_ckpt):
             save_state(src=net if key_in_ckpt == "" else {key_in_ckpt: net}, path=ckpt_file)
 
             cmd = ["coverage", "run", "-m", "monai.bundle", "ckpt_export", "network_def", "--filepath", ts_file]
-            cmd += ["--meta_file", meta_file, "--config_file", config_file, "--ckpt_file", ckpt_file]
-            cmd += ["--key_in_ckpt", key_in_ckpt, "--args_file", def_args_file]
+            cmd += ["--meta_file", meta_file, "--config_file", f"['{config_file}','{def_args_file}']", "--ckpt_file"]
+            cmd += [ckpt_file, "--key_in_ckpt", key_in_ckpt, "--args_file", def_args_file]
             subprocess.check_call(cmd)
             self.assertTrue(os.path.exists(ts_file))
 
+            _, metadata, extra_files = load_net_with_metadata(ts_file, more_extra_files=["inference", "def_args"])
+            self.assertTrue("schema" in metadata)
+            self.assertTrue("meta_file" in json.loads(extra_files["def_args"]))
+            self.assertTrue("network_def" in json.loads(extra_files["inference"]))
+
 
 if __name__ == "__main__":
     unittest.main()