diff --git a/docs/examples/python/memory_agent.py b/docs/examples/python/memory_agent.py
index dba6b52a..c08e4f8e 100644
--- a/docs/examples/python/memory_agent.py
+++ b/docs/examples/python/memory_agent.py
@@ -66,9 +66,9 @@
 # os.environ['OPENSEARCH_HOST'] = "your-opensearch-host.us-west-2.aoss.amazonaws.com"
 # os.environ['AWS_ACCESS_KEY_ID'] = "your-aws-access-key-id"
 # os.environ['AWS_SECRET_ACCESS_KEY'] = "your-aws-secret-access-key"
-# Setup Neptune Analytics vector backend
-# os.environ['NEPTUNE_ANALYTICS_GRAPH_IDENTIFIER_VECTOR'] = "g-sample-graph-id"
-# Setup optional Neptune Analytics graph backend
+# Setup optional Neptune Database graph backend
+# os.environ['NEPTUNE_DATABASE_ENDPOINT'] = "your-neptune-host.us-west-2.neptune.amazonaws.com"
+# Setup optional Neptune Analytics vector and graph backend
 # os.environ['NEPTUNE_ANALYTICS_GRAPH_IDENTIFIER'] = "g-sample-graph-id"
 USER_ID = "mem0_user"