diff --git a/tests/scripts/test_installed.sh b/tests/scripts/test_installed.sh
new file mode 100644
index 0000000..32abc42
--- /dev/null
+++ b/tests/scripts/test_installed.sh
@@ -0,0 +1,38 @@
+#!/bin/bash
+#
+# Copyright 2021 Google LLC. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+# A script to test Artifact Registry's Keyring library installation in the current environment.
+#
+# Internally this script is used to test installation on DLVM/DL Container
+# images.
+# - https://cloud.google.com/deep-learning-vm
+# - https://cloud.google.com/ai-platform/deep-learning-containers
+#
+# The list of the container images can be found in:
+# https://cloud.google.com/ai-platform/deep-learning-containers/docs/choosing-container
+
+set -ex
+
+PYTHON_BINARY=$(which python3)
+
+${PYTHON_BINARY} -m pip install "keyrings.google-artifactregistry-auth"
+
+
+if ${PYTHON_BINARY} -m pip show "keyrings.google-artifactregistry-auth"; then
+      echo "Artifact Regsitry Keyring Auth is installed."
+else
+      echo "keyrings.google-artifactregistry-auth package is not installed"
+fi