diff --git a/tests/ut/kv_connector/test_mooncake_connector.py b/tests/ut/kv_connector/test_mooncake_connector.py
index 6c6c609..9a4084d 100644
--- a/tests/ut/kv_connector/test_mooncake_connector.py
+++ b/tests/ut/kv_connector/test_mooncake_connector.py
@@ -667,10 +667,6 @@ class TestMooncakeConnectorSchedulerMatchedTokens(unittest.TestCase):
         self.assertEqual(meta.requests["req1"].remote_block_ids, [1, 2, 3])
         self.assertEqual(len(self.scheduler._reqs_need_recv), 0)
 
-    def test_get_finished_count(self):
-        count = self.scheduler.get_finished_count()
-        self.assertEqual(count, 2)
-
 
 class TestHelperFunctions(unittest.TestCase):
 
diff --git a/vllm_ascend/distributed/mooncake_connector.py b/vllm_ascend/distributed/mooncake_connector.py
index 57b4494..0118dcd 100644
--- a/vllm_ascend/distributed/mooncake_connector.py
+++ b/vllm_ascend/distributed/mooncake_connector.py
@@ -74,6 +74,10 @@ class KVCacheTaskTracker:
         self.record_finished_requests: set[str] = set()
         self.delayed_free_requests: OrderedDict[str, float] = OrderedDict()
 
+    def add_not_transfer_request(self, request_id: str):
+        with self.done_task_lock:
+            self.finished_requests.add(request_id)
+
     def update_done_task_count(self, request_id: str):
         with self.done_task_lock:
             self.finished_requests.add(request_id)
@@ -151,6 +155,9 @@ class KVCacheSendingThread(threading.Thread):
         """
         return self.task_tracker.get_and_clear_finished_requests()
 
+    def add_not_transfer_request(self, request_id: str):
+        self.task_tracker.add_not_transfer_request(request_id)
+
     def add_delayed_request(self, request_id: str, delay_start_time: float):
         return self.task_tracker.add_delayed_request(request_id,
                                                      delay_start_time)
@@ -652,10 +659,6 @@ class MooncakeConnector(KVConnectorBase_V1):
         assert self.connector_scheduler is not None
         return self.connector_scheduler.request_finished(request, block_ids)
 
-    def get_finished_count(self) -> Optional[int]:
-        assert self.connector_scheduler is not None
-        return self.connector_scheduler.get_finished_count()
-
     ############################################################
     # Worker Side Methods
     ############################################################
@@ -840,39 +843,6 @@ class MooncakeConnectorScheduler:
             last_token_id=request.output_token_ids[-1],
         )
 
-    def get_finished_count(self) -> Optional[int]:
-        prefill_parallel_config: dict[
-            str,
-            Any] = self.vllm_config.kv_transfer_config.get_from_extra_config(
-                "prefill", {})
-
-        assert "tp_size" in prefill_parallel_config.keys()
-        self._prefill_tp_size = prefill_parallel_config["tp_size"]
-        decode_parallel_config: dict[
-            str,
-            Any] = self.vllm_config.kv_transfer_config.get_from_extra_config(
-                "decode", {})
-        assert "tp_size" in decode_parallel_config.keys()
-        self._decode_tp_size = decode_parallel_config["tp_size"]
-        num_key_value_heads = self.vllm_config.model_config.hf_config.num_key_value_heads
-        if self.vllm_config.model_config.use_mla or hasattr(
-                self.vllm_config.model_config.hf_config, "index_topk"):
-            num_need_pulls = 1
-        else:
-            num_p_block_heads = max(
-                1, num_key_value_heads // self._prefill_tp_size)
-            num_d_block_heads = max(
-                1, num_key_value_heads // self._decode_tp_size)
-            num_need_pulls = num_d_block_heads // num_p_block_heads
-        kv_role = self.vllm_config.kv_transfer_config.kv_role
-        logger.debug(
-            "get_finished_count, kv_role=%s, num_need_pulls=%d, decode_tp_size=%d",
-            kv_role, num_need_pulls, self._decode_tp_size)
-        if kv_role == 'kv_producer':
-            return num_need_pulls * self._decode_tp_size
-        else:
-            return self._decode_tp_size
-
 
 class MooncakeConnectorWorker:
     """Implementation of Worker side methods"""
@@ -1144,6 +1114,8 @@ class MooncakeConnectorWorker:
                 if self.tp_rank in self._prefill_get_remote_tp_rank(req_id):
                     self.kv_send_thread.add_delayed_request(
                         req_id, delay_start_time)
+                else:
+                    self.kv_send_thread.add_not_transfer_request(req_id)
 
     def _prefill_get_remote_tp_rank(self, req_id: str) -> List[int]:
         return sum(self._get_remote_tp_ranks_for_req(req_id), [])