diff --git a/libs/community/langchain_community/graphs/neo4j_graph.py b/libs/community/langchain_community/graphs/neo4j_graph.py
index c8022d1db0b..afb32e17a69 100644
--- a/libs/community/langchain_community/graphs/neo4j_graph.py
+++ b/libs/community/langchain_community/graphs/neo4j_graph.py
@@ -6,12 +6,14 @@ from langchain_community.graphs.graph_document import GraphDocument
 from langchain_community.graphs.graph_store import GraphStore
 
 BASE_ENTITY_LABEL = "__Entity__"
+EXCLUDED_LABELS = ["_Bloom_Perspective_", "_Bloom_Scene_"]
+EXCLUDED_RELS = ["_Bloom_HAS_SCENE_"]
 
 node_properties_query = """
 CALL apoc.meta.data()
 YIELD label, other, elementType, type, property
 WHERE NOT type = "RELATIONSHIP" AND elementType = "node" 
-  AND NOT label IN [$BASE_ENTITY_LABEL]
+  AND NOT label IN $EXCLUDED_LABELS
 WITH label AS nodeLabels, collect({property:property, type:type}) AS properties
 RETURN {labels: nodeLabels, properties: properties} AS output
 
@@ -21,6 +23,7 @@ rel_properties_query = """
 CALL apoc.meta.data()
 YIELD label, other, elementType, type, property
 WHERE NOT type = "RELATIONSHIP" AND elementType = "relationship"
+      AND NOT label in $EXCLUDED_LABELS
 WITH label AS nodeLabels, collect({property:property, type:type}) AS properties
 RETURN {type: nodeLabels, properties: properties} AS output
 """
@@ -30,8 +33,8 @@ CALL apoc.meta.data()
 YIELD label, other, elementType, type, property
 WHERE type = "RELATIONSHIP" AND elementType = "node"
 UNWIND other AS other_node
-WITH * WHERE NOT label IN [$BASE_ENTITY_LABEL] 
-    AND NOT other_node IN [$BASE_ENTITY_LABEL]
+WITH * WHERE NOT label IN $EXCLUDED_LABELS
+    AND NOT other_node IN $EXCLUDED_LABELS
 RETURN {start: label, type: property, end: toString(other_node)} AS output
 """
 
@@ -243,19 +246,21 @@ class Neo4jGraph(GraphStore):
         node_properties = [
             el["output"]
             for el in self.query(
-                node_properties_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+                node_properties_query,
+                params={"EXCLUDED_LABELS": EXCLUDED_LABELS + [BASE_ENTITY_LABEL]},
             )
         ]
         rel_properties = [
             el["output"]
             for el in self.query(
-                rel_properties_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+                rel_properties_query, params={"EXCLUDED_LABELS": EXCLUDED_RELS}
             )
         ]
         relationships = [
             el["output"]
             for el in self.query(
-                rel_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+                rel_query,
+                params={"EXCLUDED_LABELS": EXCLUDED_LABELS + [BASE_ENTITY_LABEL]},
             )
         ]
 
diff --git a/libs/community/tests/integration_tests/graphs/test_neo4j.py b/libs/community/tests/integration_tests/graphs/test_neo4j.py
index 1fcb4b7fbb6..50e0a9f7244 100644
--- a/libs/community/tests/integration_tests/graphs/test_neo4j.py
+++ b/libs/community/tests/integration_tests/graphs/test_neo4j.py
@@ -56,13 +56,13 @@ def test_cypher_return_correct_schema() -> None:
     graph.refresh_schema()
 
     node_properties = graph.query(
-        node_properties_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+        node_properties_query, params={"EXCLUDED_LABELS": [BASE_ENTITY_LABEL]}
     )
     relationships_properties = graph.query(
-        rel_properties_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+        rel_properties_query, params={"EXCLUDED_LABELS": [BASE_ENTITY_LABEL]}
     )
     relationships = graph.query(
-        rel_query, params={"BASE_ENTITY_LABEL": BASE_ENTITY_LABEL}
+        rel_query, params={"EXCLUDED_LABELS": [BASE_ENTITY_LABEL]}
     )
 
     expected_node_properties = [
@@ -249,3 +249,27 @@ def test_neo4j_add_data_base_source() -> None:
         {"label": [BASE_ENTITY_LABEL, "foo"], "count": 1},
     ]
     assert graph.structured_schema["metadata"]["constraint"] != []
+
+
+def test_neo4j_filtering_labels() -> None:
+    """Test that neo4j correctly filters excluded labels."""
+    url = os.environ.get("NEO4J_URI")
+    username = os.environ.get("NEO4J_USERNAME")
+    password = os.environ.get("NEO4J_PASSWORD")
+    assert url is not None
+    assert username is not None
+    assert password is not None
+
+    graph = Neo4jGraph(url=url, username=username, password=password, sanitize=True)
+    # Delete all nodes in the graph
+    graph.query("MATCH (n) DETACH DELETE n")
+    # Remove all constraints
+    graph.query("CALL apoc.schema.assert({}, {})")
+    graph.query(
+        "CREATE (:`_Bloom_Scene_`)-[:_Bloom_HAS_SCENE_]->(:`_Bloom_Perspective_`)"
+    )
+    graph.refresh_schema()
+
+    # Assert both are empty
+    assert graph.structured_schema["node_props"] == {}
+    assert graph.structured_schema["relationships"] == []