diff --git a/examples/rag_pipeline.py b/examples/rag_pipeline.py
index 1151268ed..2f26ff052 100644
--- a/examples/rag_pipeline.py
+++ b/examples/rag_pipeline.py
@@ -22,6 +22,18 @@ TRAVEL_QUESTION = "What does Bob like?"
 LLM_TIP = "If you not sure, just answer I don't know"
 
 
+class Player(BaseModel):
+    """To demonstrate rag add objs"""
+
+    name: str = ""
+    goal: str = "Win The 100-meter Sprint"
+    tool: str = "Red Bull Energy Drink"
+
+    def rag_key(self) -> str:
+        """For search"""
+        return self.goal
+
+
 class RAGExample:
     """Show how to use RAG."""
 
@@ -95,17 +107,6 @@ class RAGExample:
 
         self._print_title("RAG Add Objs")
 
-        class Player(BaseModel):
-            """Player"""
-
-            name: str = ""
-            goal: str = "Win The 100-meter Sprint"
-            tool: str = "Red Bull Energy Drink"
-
-            def rag_key(self) -> str:
-                """For search"""
-                return self.goal
-
         player = Player(name="Mike")
         question = f"{player.rag_key()}{LLM_TIP}"
 
@@ -118,7 +119,7 @@ class RAGExample:
 
         print("[Object Detail]")
         player: Player = nodes[0].metadata["obj"]
-        print(player)
+        print(player.name)
 
     async def rag_chromadb(self):
         """This example show how to use chromadb. how to save and load index. will print something like:
diff --git a/metagpt/rag/engines/simple.py b/metagpt/rag/engines/simple.py
index 556f0f2f2..d5d1fc9c4 100644
--- a/metagpt/rag/engines/simple.py
+++ b/metagpt/rag/engines/simple.py
@@ -36,6 +36,7 @@ from metagpt.rag.factories import (
 from metagpt.rag.interface import RAGObject
 from metagpt.rag.retrievers.base import ModifiableRAGRetriever
 from metagpt.rag.schema import BaseIndexConfig, BaseRankerConfig, BaseRetrieverConfig
+from metagpt.utils.common import import_class
 
 
 class SimpleEngine(RetrieverQueryEngine):
@@ -129,9 +130,12 @@ class SimpleEngine(RetrieverQueryEngine):
         return await self.aquery(content)
 
     async def aretrieve(self, query: QueryType) -> list[NodeWithScore]:
-        """Allow query to be str"""
+        """Allow query to be str."""
         query_bundle = QueryBundle(query) if isinstance(query, str) else query
-        return await super().aretrieve(query_bundle)
+
+        nodes = await super().aretrieve(query_bundle)
+        self._try_reconstruct_object(nodes)
+        return nodes
 
     def add_docs(self, input_files: list[str]):
         """Add docs to retriever. retriever must has add_nodes func."""
@@ -145,7 +149,18 @@ class SimpleEngine(RetrieverQueryEngine):
         """Adds objects to the retriever, storing each object's original form in metadata for future reference."""
         self._ensure_retriever_modifiable()
 
-        nodes = [TextNode(text=obj.rag_key(), metadata={"obj": obj.model_dump()}) for obj in objs]
+        nodes = [
+            TextNode(
+                text=obj.rag_key(),
+                metadata={
+                    "is_obj": True,
+                    "obj_dict": obj.model_dump(),
+                    "obj_cls_name": obj.__class__.__name__,
+                    "obj_mod_name": obj.__class__.__module__,
+                },
+            )
+            for obj in objs
+        ]
         self._save_nodes(nodes)
 
     def _ensure_retriever_modifiable(self):
@@ -158,3 +173,11 @@ class SimpleEngine(RetrieverQueryEngine):
 
         # for persist
         self.index.insert_nodes(nodes)
+
+    @staticmethod
+    def _try_reconstruct_object(nodes: list[NodeWithScore]):
+        """If node is object, then dynamically reconstruct object, and save object to node.metadata["obj"]."""
+        for node in nodes:
+            if node.metadata.get("is_obj"):
+                obj_cls = import_class(node.metadata["obj_cls_name"], node.metadata["obj_mod_name"])
+                node.metadata["obj"] = obj_cls(**node.metadata["obj_dict"])