diff --git a/grayskull/pypi/pypi.py b/grayskull/pypi/pypi.py
index 9ea42e3ce..38a6b6df1 100644
--- a/grayskull/pypi/pypi.py
+++ b/grayskull/pypi/pypi.py
@@ -466,7 +466,7 @@ def _get_entry_points_from_sdist(sdist_metadata: dict) -> List:
             return_entry_point = []
             for entry_point in entry_points_result:
                 return_entry_point.extend(entry_point.split("\n"))
-            return return_entry_point
+            return [ep for ep in return_entry_point if ep.strip()]
         return []
 
     @staticmethod
diff --git a/tests/test_pypi.py b/tests/test_pypi.py
index ed5036f65..87506ee8b 100644
--- a/tests/test_pypi.py
+++ b/tests/test_pypi.py
@@ -645,3 +645,8 @@ def test_clean_deps_for_conda_forge():
         "deps1",
         "deps2  # [py<38]",
     ]
+
+
+def test_empty_entry_points():
+    recipe = PyPi(name="modulegraph", version="0.18")
+    assert recipe["build"]["entry_points"] == "modulegraph = modulegraph.__main__:main"