diff --git a/deepmd_mace/__init__.py b/deepmd_mace/__init__.py
index b70fecf..109781f 100644
--- a/deepmd_mace/__init__.py
+++ b/deepmd_mace/__init__.py
@@ -2,12 +2,10 @@
 
 from ._version import __version__
 from .argcheck import mace_model_args
-from .mace import MaceModel as MACE  # noqa: N814
 
 __email__ = "jinzhe.zeng@rutgers.edu"
 
 __all__ = [
     "__version__",
-    "MACE",
     "mace_model_args",
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 4256480..e14d60d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,7 +36,7 @@ keywords = [
 [project.scripts]
 
 [project.entry-points."deepmd.pt"]
-mace = "deepmd_mace:MACE"
+mace = "deepmd_mace.mace:MaceModel"
 
 [project.urls]
 repository = "https://github.com/njzjz/deepmd_mace"