diff --git a/api/core/extension/extensible.py b/api/core/extension/extensible.py
index 231743bf2a..06fdb089d4 100644
--- a/api/core/extension/extensible.py
+++ b/api/core/extension/extensible.py
@@ -41,45 +41,53 @@ class Extensible:
         extensions = []
         position_map: dict[str, int] = {}
 
-        # get the path of the current class
-        current_path = os.path.abspath(cls.__module__.replace(".", os.path.sep) + ".py")
-        current_dir_path = os.path.dirname(current_path)
-
-        # traverse subdirectories
-        for subdir_name in os.listdir(current_dir_path):
-            if subdir_name.startswith("__"):
-                continue
-
-            subdir_path = os.path.join(current_dir_path, subdir_name)
-            extension_name = subdir_name
-            if os.path.isdir(subdir_path):
+        # Get the package name from the module path
+        package_name = ".".join(cls.__module__.split(".")[:-1])
+
+        try:
+            # Get package directory path
+            package_spec = importlib.util.find_spec(package_name)
+            if not package_spec or not package_spec.origin:
+                raise ImportError(f"Could not find package {package_name}")
+
+            package_dir = os.path.dirname(package_spec.origin)
+
+            # Traverse subdirectories
+            for subdir_name in os.listdir(package_dir):
+                if subdir_name.startswith("__"):
+                    continue
+
+                subdir_path = os.path.join(package_dir, subdir_name)
+                if not os.path.isdir(subdir_path):
+                    continue
+
+                extension_name = subdir_name
                 file_names = os.listdir(subdir_path)
 
-                # is builtin extension, builtin extension
-                # in the front-end page and business logic, there are special treatments.
+                # Check for extension module file
+                if (extension_name + ".py") not in file_names:
+                    logging.warning(f"Missing {extension_name}.py file in {subdir_path}, Skip.")
+                    continue
+
+                # Check for builtin flag and position
                 builtin = False
-                # default position is 0 can not be None for sort_to_dict_by_position_map
                 position = 0
                 if "__builtin__" in file_names:
                     builtin = True
-
                     builtin_file_path = os.path.join(subdir_path, "__builtin__")
                     if os.path.exists(builtin_file_path):
                         position = int(Path(builtin_file_path).read_text(encoding="utf-8").strip())
                     position_map[extension_name] = position
 
-                if (extension_name + ".py") not in file_names:
-                    logging.warning(f"Missing {extension_name}.py file in {subdir_path}, Skip.")
-                    continue
-
-                # Dynamic loading {subdir_name}.py file and find the subclass of Extensible
-                py_path = os.path.join(subdir_path, extension_name + ".py")
-                spec = importlib.util.spec_from_file_location(extension_name, py_path)
+                # Import the extension module
+                module_name = f"{package_name}.{extension_name}.{extension_name}"
+                spec = importlib.util.find_spec(module_name)
                 if not spec or not spec.loader:
-                    raise Exception(f"Failed to load module {extension_name} from {py_path}")
+                    raise ImportError(f"Failed to load module {module_name}")
                 mod = importlib.util.module_from_spec(spec)
                 spec.loader.exec_module(mod)
 
+                # Find extension class
                 extension_class = None
                 for name, obj in vars(mod).items():
                     if isinstance(obj, type) and issubclass(obj, cls) and obj != cls:
@@ -87,21 +95,21 @@ class Extensible:
                         break
 
                 if not extension_class:
-                    logging.warning(f"Missing subclass of {cls.__name__} in {py_path}, Skip.")
+                    logging.warning(f"Missing subclass of {cls.__name__} in {module_name}, Skip.")
                     continue
 
+                # Load schema if not builtin
                 json_data: dict[str, Any] = {}
                 if not builtin:
-                    if "schema.json" not in file_names:
+                    json_path = os.path.join(subdir_path, "schema.json")
+                    if not os.path.exists(json_path):
                         logging.warning(f"Missing schema.json file in {subdir_path}, Skip.")
                         continue
 
-                    json_path = os.path.join(subdir_path, "schema.json")
-                    json_data = {}
-                    if os.path.exists(json_path):
-                        with open(json_path, encoding="utf-8") as f:
-                            json_data = json.load(f)
+                    with open(json_path, encoding="utf-8") as f:
+                        json_data = json.load(f)
 
+                # Create extension
                 extensions.append(
                     ModuleExtension(
                         extension_class=extension_class,
@@ -113,6 +121,11 @@ class Extensible:
                     )
                 )
 
+        except Exception as e:
+            logging.exception("Error scanning extensions")
+            raise
+
+        # Sort extensions by position
         sorted_extensions = sort_to_dict_by_position_map(
             position_map=position_map, data=extensions, name_func=lambda x: x.name
         )