diff --git a/src/hydra_plugins/anemoi_searchpath/anemoi_searchpath_plugin.py b/src/hydra_plugins/anemoi_searchpath/anemoi_searchpath_plugin.py
index 173a629c..199c1a4b 100644
--- a/src/hydra_plugins/anemoi_searchpath/anemoi_searchpath_plugin.py
+++ b/src/hydra_plugins/anemoi_searchpath/anemoi_searchpath_plugin.py
@@ -1,3 +1,11 @@
+# (C) Copyright 2024 ECMWF.
+#
+# This software is licensed under the terms of the Apache Licence Version 2.0
+# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0.
+# In applying this licence, ECMWF does not waive the privileges and immunities
+# granted to it by virtue of its status as an intergovernmental organisation
+# nor does it submit to any jurisdiction.
+
 import logging
 import os
 from pathlib import Path
@@ -24,6 +32,7 @@ def manipulate_search_path(self, search_path: ConfigSearchPath) -> None:
         ----------
         search_path : ConfigSearchPath
             Hydra ConfigSearchPath object.
+
         """
         for suffix in ("", "config"):
             anemoi_home_path = Path(Path.home(), ".config", "anemoi", "training", suffix)
@@ -38,7 +47,7 @@ def manipulate_search_path(self, search_path: ConfigSearchPath) -> None:
         for suffix in ("", "config"):
             env_anemoi_config_path = os.getenv("ANEMOI_CONFIG_PATH")
             if env_anemoi_config_path is None:
-                return
+                continue
             anemoi_config_path = Path(env_anemoi_config_path)
             if anemoi_config_path.exists() and not Path(anemoi_config_path, "config").exists():
                 search_path.prepend(
diff --git a/tests/hydra/test_search_path_plugins.py b/tests/hydra/test_search_path_plugins.py
index f7be00dd..6bfb8ef4 100644
--- a/tests/hydra/test_search_path_plugins.py
+++ b/tests/hydra/test_search_path_plugins.py
@@ -1,26 +1,21 @@
+# (C) Copyright 2024 ECMWF.
+#
+# This software is licensed under the terms of the Apache Licence Version 2.0
+# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0.
+# In applying this licence, ECMWF does not waive the privileges and immunities
+# granted to it by virtue of its status as an intergovernmental organisation
+# nor does it submit to any jurisdiction.
+
 from hydra import initialize
 from hydra.core.global_hydra import GlobalHydra
 from hydra.core.plugins import Plugins
 from hydra.plugins.search_path_plugin import SearchPathPlugin
-
-from hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin import AnemoiEnvSearchPathPlugin
-from hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin import AnemoiHomeSearchPathPlugin
-from hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin import UserCWDSearchPathPlugin
+from hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin import AnemoiSearchPathPlugin
 
 
 def test_anemoi_home_searchpath_discovery() -> None:
     # Tests that this plugin can be discovered via the plugins subsystem when looking at all Plugins
-    assert AnemoiHomeSearchPathPlugin.__name__ in [x.__name__ for x in Plugins.instance().discover(SearchPathPlugin)]
-
-
-def test_anemoi_env_searchpath_discovery() -> None:
-    # Tests that this plugin can be discovered via the plugins subsystem when looking at all Plugins
-    assert AnemoiEnvSearchPathPlugin.__name__ in [x.__name__ for x in Plugins.instance().discover(SearchPathPlugin)]
-
-
-def test_anemoi_cwd_searchpath_discovery() -> None:
-    # Tests that this plugin can be discovered via the plugins subsystem when looking at all Plugins
-    assert UserCWDSearchPathPlugin.__name__ in [x.__name__ for x in Plugins.instance().discover(SearchPathPlugin)]
+    assert AnemoiSearchPathPlugin.__name__ in [x.__name__ for x in Plugins.instance().discover(SearchPathPlugin)]
 
 
 def test_config_installed() -> None: