diff --git a/monai/bundle/scripts.py b/monai/bundle/scripts.py
index 7cabc0cc2b..9379532465 100644
--- a/monai/bundle/scripts.py
+++ b/monai/bundle/scripts.py
@@ -19,7 +19,7 @@
 from collections.abc import Mapping, Sequence
 from pathlib import Path
 from pydoc import locate
-from shutil import copyfile
+from shutil import copyfile, copytree, rmtree
 from textwrap import dedent
 from typing import Any, Callable
 
@@ -193,6 +193,15 @@ def _download_from_ngc(
     extractall(filepath=filepath, output_dir=extract_path, has_base=True)
 
 
+def _download_from_huggingface_hub(repo: str, download_path: str, filename: str) -> None:
+    if len(repo.split("/")) != 2:
+        raise ValueError("if source is `hf_hub`, repo should be in the form `repo_owner/repo_name`")
+    snapshot_folder = huggingface_hub.snapshot_download(repo_id=repo, cache_dir=download_path)
+    download_dir = os.path.join(download_path, filename)
+    copytree(snapshot_folder, download_dir, dirs_exist_ok=True)
+    rmtree(snapshot_folder)
+
+
 def _get_latest_bundle_version(source: str, name: str, repo: str) -> dict[str, list[str] | str] | Any | None:
     if source == "ngc":
         name = _add_ngc_prefix(name)
@@ -248,6 +257,9 @@ def download(
         # Execute this module as a CLI entry, and download bundle from ngc with latest version:
         python -m monai.bundle download --name <bundle_name> --source "ngc" --bundle_dir "./"
 
+        # Execute this module as a CLI entry, and download bundle from Hugging Face Hub:
+        python -m monai.bundle download --name "bundle_name" --source "huggingface_hub" --repo "repo_owner/repo_name"
+
         # Execute this module as a CLI entry, and download bundle via URL:
         python -m monai.bundle download --name <bundle_name> --url <url>
 
@@ -271,9 +283,10 @@ def download(
             Default is `bundle` subfolder under `torch.hub.get_dir()`.
         source: storage location name. This argument is used when `url` is `None`.
             In default, the value is achieved from the environment variable BUNDLE_DOWNLOAD_SRC, and
-            it should be "ngc" or "github".
-        repo: repo name. This argument is used when `url` is `None` and `source` is "github".
-            If used, it should be in the form of "repo_owner/repo_name/release_tag".
+            it should be "ngc", "github", or "huggingface_hub".
+        repo: repo name. This argument is used when `url` is `None` and `source` is "github" or "huggingface_hub".
+            If `source` is "github", it should be in the form of "repo_owner/repo_name/release_tag".
+            If `source` is "huggingface_hub", it should be in the form of "repo_owner/repo_name".
         url: url to download the data. If not `None`, data will be downloaded directly
             and `source` will not be checked.
             If `name` is `None`, filename is determined by `monai.apps.utils._basename(url)`.
@@ -333,9 +346,17 @@ def download(
                 remove_prefix=remove_prefix_,
                 progress=progress_,
             )
+        elif source_ == "huggingface_hub":
+            if name_ is None:
+                raise ValueError(f"To download from source: 'huggingface_hub', `name` must be provided, got {name_}.")
+            _download_from_huggingface_hub(
+                repo=repo_,
+                download_path=bundle_dir_,
+                filename=name_
+            )
         else:
             raise NotImplementedError(
-                f"Currently only download from `url`, source 'github' or 'ngc' are implemented, got source: {source_}."
+                f"Currently only download from `url`, source 'github', 'ngc', or 'huggingface_hub' are implemented, got source: {source_}."
             )