diff --git a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
index 3543418fc..2f9d42b06 100644
--- a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
+++ b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
@@ -62,10 +62,12 @@ class Neo4jAdapter(GraphDBInterface):
     async def add_node(self, node: DataPoint):
         serialized_properties = self.serialize_properties(node.model_dump())
 
-        query = dedent("""MERGE (node {id: $node_id})
+        query = dedent(
+            """MERGE (node {id: $node_id})
                 ON CREATE SET node += $properties, node.updated_at = timestamp()
                 ON MATCH SET node += $properties, node.updated_at = timestamp()
-                RETURN ID(node) AS internal_id, node.id AS nodeId""")
+                RETURN ID(node) AS internal_id, node.id AS nodeId"""
+        )
 
         params = {
             "node_id": str(node.id),
@@ -182,13 +184,15 @@ class Neo4jAdapter(GraphDBInterface):
     ):
         serialized_properties = self.serialize_properties(edge_properties)
 
-        query = dedent("""MATCH (from_node {id: $from_node}),
+        query = dedent(
+            """MATCH (from_node {id: $from_node}),
             (to_node {id: $to_node})
             MERGE (from_node)-[r]->(to_node)
             ON CREATE SET r += $properties, r.updated_at = timestamp(), r.type = $relationship_name
             ON MATCH SET r += $properties, r.updated_at = timestamp()
             RETURN r
-        """)
+        """
+        )
 
         params = {
             "from_node": str(from_node),
diff --git a/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py b/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
index 77bfd74e6..dd8934c34 100644
--- a/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
+++ b/cognee/infrastructure/databases/hybrid/falkordb/FalkorDBAdapter.py
@@ -88,23 +88,27 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
             }
         )
 
-        return dedent(f"""
+        return dedent(
+            f"""
             MERGE (node:{node_label} {{id: '{str(data_point.id)}'}})
             ON CREATE SET node += ({{{node_properties}}}), node.updated_at = timestamp()
             ON MATCH SET node += ({{{node_properties}}}), node.updated_at = timestamp()
-        """).strip()
+        """
+        ).strip()
 
     async def create_edge_query(self, edge: tuple[str, str, str, dict]) -> str:
         properties = await self.stringify_properties(edge[3])
         properties = f"{{{properties}}}"
 
-        return dedent(f"""
+        return dedent(
+            f"""
             MERGE (source {{id:'{edge[0]}'}})
             MERGE (target {{id: '{edge[1]}'}})
             MERGE (source)-[edge:{edge[2]} {properties}]->(target)
             ON MATCH SET edge.updated_at = timestamp()
             ON CREATE SET edge.updated_at = timestamp()
-        """).strip()
+        """
+        ).strip()
 
     async def create_collection(self, collection_name: str):
         pass
@@ -195,12 +199,14 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
             self.query(query)
 
     async def has_edges(self, edges):
-        query = dedent("""
+        query = dedent(
+            """
             UNWIND $edges AS edge
             MATCH (a)-[r]->(b)
             WHERE id(a) = edge.from_node AND id(b) = edge.to_node AND type(r) = edge.relationship_name
             RETURN edge.from_node AS from_node, edge.to_node AS to_node, edge.relationship_name AS relationship_name, count(r) > 0 AS edge_exists
-        """).strip()
+        """
+        ).strip()
 
         params = {
             "edges": [
@@ -279,14 +285,16 @@ class FalkorDBAdapter(VectorDBInterface, GraphDBInterface):
 
         [label, attribute_name] = collection_name.split(".")
 
-        query = dedent(f"""
+        query = dedent(
+            f"""
             CALL db.idx.vector.queryNodes(
                 '{label}',
                 '{attribute_name}',
                 {limit},
                 vecf32({query_vector})
             ) YIELD node, score
-        """).strip()
+        """
+        ).strip()
 
         result = self.query(query)
 
diff --git a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
index 6c3c5029d..68561979d 100644
--- a/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
+++ b/cognee/infrastructure/databases/relational/sqlalchemy/SqlAlchemyAdapter.py
@@ -93,10 +93,12 @@ class SQLAlchemyAdapter:
         if self.engine.dialect.name == "postgresql":
             async with self.engine.begin() as connection:
                 result = await connection.execute(
-                    text("""
+                    text(
+                        """
                         SELECT schema_name FROM information_schema.schemata
                         WHERE schema_name NOT IN ('pg_catalog', 'pg_toast', 'information_schema');
-                        """)
+                        """
+                    )
                 )
                 return [schema[0] for schema in result.fetchall()]
         return []
diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py
index f11b77ae6..6b1ca7f8f 100644
--- a/cognee/shared/utils.py
+++ b/cognee/shared/utils.py
@@ -445,7 +445,7 @@ async def create_cognee_style_network_with_logo(
     logging.info(f"Saving visualization to {output_filename}...")
     html_content = file_html(p, CDN, title)
 
-    home_dir = os.path.expanduser('~')
+    home_dir = os.path.expanduser("~")
 
     # Construct the final output file path
     output_filepath = os.path.join(home_dir, output_filename)