diff --git a/cognee/modules/retrieval/graph_completion_retriever.py b/cognee/modules/retrieval/graph_completion_retriever.py
index 3c5e85089..5b78e5b47 100644
--- a/cognee/modules/retrieval/graph_completion_retriever.py
+++ b/cognee/modules/retrieval/graph_completion_retriever.py
@@ -50,7 +50,7 @@ class GraphCompletionRetriever(BaseRetriever):
                         content = text
                     else:
                         name = node.attributes.get("name", "Unnamed Node")
-                        content = name
+                        content = node.attributes.get("description", name)
                     nodes[node.id] = {"node": node, "name": name, "content": content}
         return nodes