diff --git a/cognee/infrastructure/databases/graph/kuzu/adapter.py b/cognee/infrastructure/databases/graph/kuzu/adapter.py
index 12c15fb81..95174ec0e 100644
--- a/cognee/infrastructure/databases/graph/kuzu/adapter.py
+++ b/cognee/infrastructure/databases/graph/kuzu/adapter.py
@@ -1654,3 +1654,41 @@ class KuzuAdapter(GraphDBInterface):
 
         id_list = [row[0] for row in rows]
         return id_list
+
+    async def apply_feedback_weight(
+            self,
+            node_ids: List[str],
+            weight: float,
+    ) -> None:
+        """
+            Increment `feedback_weight` inside r.properties JSON for edges where
+            relationship_name = 'used_graph_element_to_answer'.
+
+            """
+        # Step 1: fetch matching edges
+        query = """
+            MATCH (n:Node)-[r:EDGE]->()
+            WHERE n.id IN $node_ids AND r.relationship_name = 'used_graph_element_to_answer'
+            RETURN r.properties, n.id
+            """
+        results = await self.query(query, {"node_ids": node_ids})
+
+        # Step 2: update JSON client-side
+        updates = []
+        for props_json, source_id in results:
+            try:
+                props = json.loads(props_json) if props_json else {}
+            except json.JSONDecodeError:
+                props = {}
+
+            props["feedback_weight"] = props.get("feedback_weight", 0) + weight
+            updates.append((source_id, json.dumps(props)))
+
+        # Step 3: write back
+        for node_id, new_props in updates:
+            update_query = """
+                MATCH (n:Node)-[r:EDGE]->()
+                WHERE n.id = $node_id AND r.relationship_name = 'used_graph_element_to_answer'
+                SET r.properties = $props
+                """
+            await self.query(update_query, {"node_id": node_id, "props": new_props})
diff --git a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
index 589848dc9..3ff9cb5be 100644
--- a/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
+++ b/cognee/infrastructure/databases/graph/neo4j_driver/adapter.py
@@ -1345,3 +1345,29 @@ class Neo4jAdapter(GraphDBInterface):
 
         id_list = [row["id"] for row in rows if "id" in row]
         return id_list
+
+    async def apply_feedback_weight(
+            self,
+            node_ids: List[str],
+            weight: float,
+    ) -> None:
+        """
+        Increment `feedback_weight` on relationships `:used_graph_element_to_answer`
+        outgoing from nodes whose `id` is in `node_ids`.
+
+        Args:
+            node_ids: List of node IDs to match.
+            weight: Amount to add to `r.feedback_weight` (can be negative).
+
+        Side effects:
+            Updates relationship property `feedback_weight`, defaulting missing values to 0.
+        """
+        query = """
+        MATCH (n)-[r]->()
+        WHERE n.id IN $node_ids AND r.relationship_name = 'used_graph_element_to_answer'
+        SET r.feedback_weight = coalesce(r.feedback_weight, 0) + $weight
+        """
+        await self.query(
+            query,
+            params={"weight": float(weight), "node_ids": list(node_ids)},
+        )
diff --git a/cognee/modules/retrieval/graph_completion_retriever.py b/cognee/modules/retrieval/graph_completion_retriever.py
index c831d8550..fb3cf4885 100644
--- a/cognee/modules/retrieval/graph_completion_retriever.py
+++ b/cognee/modules/retrieval/graph_completion_retriever.py
@@ -248,6 +248,7 @@ class GraphCompletionRetriever(BaseRetriever):
                             "source_node_id": source_id,
                             "target_node_id": target_id_1,
                             "ontology_valid": False,
+                            "feedback_weight": 0,
                         },
                     )
                 )
@@ -262,6 +263,7 @@ class GraphCompletionRetriever(BaseRetriever):
                             "source_node_id": source_id,
                             "target_node_id": target_id_2,
                             "ontology_valid": False,
+                            "feedback_weight": 0,
                         },
                     )
                 )
diff --git a/cognee/modules/retrieval/user_qa_feedback.py b/cognee/modules/retrieval/user_qa_feedback.py
index 45b5b0ec0..55c59518a 100644
--- a/cognee/modules/retrieval/user_qa_feedback.py
+++ b/cognee/modules/retrieval/user_qa_feedback.py
@@ -51,6 +51,7 @@ class UserQAFeedback(BaseFeedback):
 
         relationships = []
         relationship_name = "gives_feedback_to"
+        to_node_ids = []
 
         for interaction_id in last_interaction_ids:
             target_id_1 = feedback_id
@@ -70,9 +71,16 @@ class UserQAFeedback(BaseFeedback):
                         },
                     )
                 )
+                to_node_ids.append(str(target_id_2))
+
 
         if len(relationships) > 0:
             graph_engine = await get_graph_engine()
             await graph_engine.add_edges(relationships)
+            await graph_engine.apply_feedback_weight(
+                node_ids=to_node_ids,
+                weight=feedback_sentiment.score
+            )
+
 
         return [feedback_text]