diff --git a/config/config2.example.yaml b/config/config2.example.yaml
index 6d6e32383..48f8fb9d8 100644
--- a/config/config2.example.yaml
+++ b/config/config2.example.yaml
@@ -88,6 +88,7 @@ role_zero:
   longterm_memory_persist_path: .role_memory_data # The directory to save data.
   memory_k: 200 # The capacity of short-term memory.
   similarity_top_k: 5 # The number of long-term memories to retrieve.
+  use_llm_ranker: false # Default is `false`, if set to `true`, it will use LLM Reranker to get better result.
 
 azure_tts_subscription_key: "YOUR_SUBSCRIPTION_KEY"
 azure_tts_region: "eastus"
diff --git a/metagpt/configs/role_zero_config.py b/metagpt/configs/role_zero_config.py
index 17cb295ab..91d554b2f 100644
--- a/metagpt/configs/role_zero_config.py
+++ b/metagpt/configs/role_zero_config.py
@@ -8,3 +8,4 @@ class RoleZeroConfig(YamlModel):
     longterm_memory_persist_path: str = Field(default=".role_memory_data", description="The directory to save data.")
     memory_k: int = Field(default=200, description="The capacity of short-term memory.")
     similarity_top_k: int = Field(default=5, description="The number of long-term memories to retrieve.")
+    use_llm_ranker: bool = Field(default=False, description="Whether to use LLM Reranker to get better result.")
diff --git a/metagpt/memory/role_zero_memory.py b/metagpt/memory/role_zero_memory.py
index 87973ba3b..bdb0967f8 100644
--- a/metagpt/memory/role_zero_memory.py
+++ b/metagpt/memory/role_zero_memory.py
@@ -32,6 +32,7 @@ class RoleZeroLongTermMemory(Memory):
     collection_name: str = Field(default="role_zero", description="The name of the collection, such as the role name.")
     memory_k: int = Field(default=200, description="The capacity of short-term memory.")
     similarity_top_k: int = Field(default=5, description="The number of long-term memories to retrieve.")
+    use_llm_ranker: bool = Field(default=False, description="Whether to use LLM Reranker to get better result.")
 
     _rag_engine: Any = None
 
@@ -50,7 +51,7 @@ class RoleZeroLongTermMemory(Memory):
 
         try:
             from metagpt.rag.engines import SimpleEngine
-            from metagpt.rag.schema import ChromaRetrieverConfig
+            from metagpt.rag.schema import ChromaRetrieverConfig, LLMRankerConfig
         except ImportError:
             raise ImportError("To use the RoleZeroMemory, you need to install the rag module.")
 
@@ -61,7 +62,7 @@ class RoleZeroLongTermMemory(Memory):
                 similarity_top_k=self.similarity_top_k,
             )
         ]
-        ranker_configs = []
+        ranker_configs = [LLMRankerConfig()] if self.use_llm_ranker else []
 
         rag_engine = SimpleEngine.from_objs(retriever_configs=retriever_configs, ranker_configs=ranker_configs)
 
diff --git a/metagpt/roles/di/role_zero.py b/metagpt/roles/di/role_zero.py
index 8c636ad38..957fa4257 100644
--- a/metagpt/roles/di/role_zero.py
+++ b/metagpt/roles/di/role_zero.py
@@ -186,6 +186,7 @@ class RoleZero(Role):
                 collection_name=self.name.replace(" ", ""),
                 memory_k=self.config.role_zero.memory_k,
                 similarity_top_k=self.config.role_zero.similarity_top_k,
+                use_llm_ranker=self.config.role_zero.use_llm_ranker,
             )
             logger.info(f"Long-term memory set for role '{self.name}'")