diff --git a/cognee/triplet_embedding_poc/triplet_embedding_postprocessing.py b/cognee/triplet_embedding_poc/triplet_embedding_postprocessing.py
index a9611cd91..89d065e74 100644
--- a/cognee/triplet_embedding_poc/triplet_embedding_postprocessing.py
+++ b/cognee/triplet_embedding_poc/triplet_embedding_postprocessing.py
@@ -1,17 +1,53 @@
 from typing import Any
 
+from cognee.infrastructure.databases.graph import get_graph_engine
 from cognee.modules.pipelines.operations.run_tasks_base import run_tasks_base
 from cognee.modules.users.methods import get_default_user
 from cognee.shared.logging_utils import get_logger
 from cognee.modules.pipelines.tasks.task import Task
-
+import json
 
 logger = get_logger("triplet_embedding_poc")
 
 
-async def get_triplets_from_graph_store(data) -> Any:
-    for i in range(0, 5):
-        yield i
+def extract_node_data(node_dict):
+    """Extract relevant data from a node dictionary."""
+    result = {"id": node_dict["id"]}
+    if "metadata" not in node_dict:
+        return result
+    metadata = json.loads(node_dict["metadata"])
+    if "index_fields" not in metadata or not metadata["index_fields"]:
+        return result
+    index_field_name = metadata["index_fields"][0]  # Always one entry
+    if index_field_name not in node_dict:
+        return result
+    result["content"] = node_dict[index_field_name]
+    result["index_field_name"] = index_field_name
+    return result
+
+
+async def get_triplets_from_graph_store(data, triplets_batch_size=10) -> Any:
+    graph_engine = await get_graph_engine()
+    offset = 0
+    while True:
+        query = f"""
+            MATCH (start_node)-[relationship]->(end_node)
+            RETURN start_node, relationship, end_node
+            SKIP {offset} LIMIT {triplets_batch_size}
+            """
+        results = await graph_engine.query(query=query)
+        if not results:
+            break
+        payload = [
+            {
+                "start_node": extract_node_data(result["start_node"]),
+                "relationship": result["relationship"][1],
+                "end_node": extract_node_data(result["end_node"]),
+            }
+            for result in results
+        ]
+        yield payload
+        offset += triplets_batch_size
 
 
 async def add_triplets_to_collection(data) -> None:
@@ -20,7 +56,7 @@ async def add_triplets_to_collection(data) -> None:
 
 async def get_triplet_embedding_tasks() -> list[Task]:
     triplet_embedding_tasks = [
-        Task(get_triplets_from_graph_store),
+        Task(get_triplets_from_graph_store, triplets_batch_size=100),
         Task(add_triplets_to_collection),
     ]
 
@@ -31,4 +67,4 @@ async def triplet_embedding_postprocessing():
     tasks = await get_triplet_embedding_tasks()
 
     async for result in run_tasks_base(tasks, user=await get_default_user(), data=[]):
-        print(result)
+        pass