diff --git a/setup.py b/setup.py
index 351efa1b3..0795304b5 100644
--- a/setup.py
+++ b/setup.py
@@ -391,7 +391,9 @@ setup(
     extras_require={},
     entry_points={
         "vllm.platform_plugins": ["ascend = vllm_ascend:register"],
-        "vllm.general_plugins":
-        ["ascend_enhanced_model = vllm_ascend:register_model"],
+        "vllm.general_plugins": [
+            "ascend_enhanced_model = vllm_ascend:register_model",
+            "ascend_kv_connector = vllm_ascend:register_connector"
+        ],
     },
 )
diff --git a/vllm_ascend/__init__.py b/vllm_ascend/__init__.py
index 90aede78d..f519417d1 100644
--- a/vllm_ascend/__init__.py
+++ b/vllm_ascend/__init__.py
@@ -27,3 +27,8 @@ def register_model():
 
     from .models import register_model
     register_model()
+
+
+def register_connector():
+    from vllm_ascend.distributed import register_connector
+    register_connector()
diff --git a/vllm_ascend/distributed/__init__.py b/vllm_ascend/distributed/__init__.py
index b73f13553..0915b38a5 100644
--- a/vllm_ascend/distributed/__init__.py
+++ b/vllm_ascend/distributed/__init__.py
@@ -18,21 +18,23 @@
 from vllm.distributed.kv_transfer.kv_connector.factory import \
     KVConnectorFactory
 
-KVConnectorFactory.register_connector(
-    "LLMDataDistCMgrConnector",
-    "vllm_ascend.distributed.llmdatadist_c_mgr_connector",
-    "LLMDataDistCMgrConnector")
 
-KVConnectorFactory.register_connector(
-    "MooncakeConnectorV1", "vllm_ascend.distributed.mooncake_connector",
-    "MooncakeConnector")
+def register_connector():
+    KVConnectorFactory.register_connector(
+        "LLMDataDistCMgrConnector",
+        "vllm_ascend.distributed.llmdatadist_c_mgr_connector",
+        "LLMDataDistCMgrConnector")
 
-KVConnectorFactory.register_connector(
-    "MooncakeConnectorStoreV1",
-    "vllm_ascend.distributed.mooncake.mooncake_store_connector_v1",
-    "MooncakeConnectorV1")
+    KVConnectorFactory.register_connector(
+        "MooncakeConnectorV1", "vllm_ascend.distributed.mooncake_connector",
+        "MooncakeConnector")
 
-KVConnectorFactory.register_connector(
-    "MooncakeLayerwiseConnector",
-    "vllm_ascend.distributed.mooncake_layerwise_connector",
-    "MooncakeLayerwiseConnector")
+    KVConnectorFactory.register_connector(
+        "MooncakeConnectorStoreV1",
+        "vllm_ascend.distributed.mooncake.mooncake_store_connector_v1",
+        "MooncakeConnectorV1")
+
+    KVConnectorFactory.register_connector(
+        "MooncakeLayerwiseConnector",
+        "vllm_ascend.distributed.mooncake_layerwise_connector",
+        "MooncakeLayerwiseConnector")