diff --git a/apps/api/app/api/routes/voices.py b/apps/api/app/api/routes/voices.py
index 9e39beebd..d7cf61252 100644
--- a/apps/api/app/api/routes/voices.py
+++ b/apps/api/app/api/routes/voices.py
@@ -137,56 +137,42 @@ def list_voices_unified(
     preset_count = 0
     clone_count = 0
 
+    has_preset = type is None or type == "preset"
+    has_clone = type is None or type == "clone"
+
     # 获取预置音色
-    if type is None or type == "preset":
+    if has_preset:
         preset_items = [_preset_to_unified_response(p) for p in PRESET_VOICES]
         preset_count = len(preset_items)
-        if type == "preset":
-            # 仅预置：应用分页
-            items = preset_items[skip : skip + limit]
-        else:
-            items.extend(preset_items)
 
     # 获取克隆音色
-    if type is None or type == "clone":
+    if has_clone:
         use_case = ListVoiceLibraryUseCase(voice_repository)
-        clone_items_raw = use_case.execute(user_id, status=status_filter, skip=0, limit=1000)
+        clone_items_raw = use_case.execute(user_id, status=status_filter, skip=skip, limit=limit)
         clone_items = [_to_unified_response(i) for i in clone_items_raw]
-        clone_count = len(clone_items)
-        if type == "clone":
-            # 仅克隆：应用分页
-            items = clone_items[skip : skip + limit]
-        else:
-            items.extend(clone_items)
+        clone_count = voice_repository.count_by_user(user_id, status=status_filter) if status_filter else voice_repository.count_by_user(user_id)
 
-    # 全量模式：应用分页
-    if type is None:
-        total = preset_count + clone_count
-        items = items[skip : skip + limit]
-    elif type == "preset":
+    # 组装结果
+    if type == "preset":
+        items = preset_items[skip : skip + limit]
         total = preset_count
+    elif type == "clone":
+        items = clone_items
+        total = clone_count
     else:
-        total = clone_repository_count(voice_repository, user_id, status_filter)
+        # 全量模式：预置在前，克隆补位
+        all_items = preset_items + clone_items
+        total = preset_count + clone_count
+        items = all_items[skip : skip + limit]
 
     return UnifiedVoiceListResponse(
         items=items,
         total=total,
-        preset_count=preset_count if type != "clone" else 0,
-        clone_count=clone_count if type != "preset" else 0,
+        preset_count=preset_count if has_preset else 0,
+        clone_count=clone_count if has_clone else 0,
     )
 
 
-def clone_repository_count(
-    voice_repository: SQLAlchemyVoiceLibraryRepository,
-    user_id: str,
-    status_filter: Optional[str],
-) -> int:
-    """获取克隆音色数量。"""
-    if status_filter:
-        return voice_repository.count_by_user(user_id, status=status_filter)
-    return voice_repository.count_by_user(user_id)
-
-
 # ==================== 预置音色专用端点 ====================
 
 
diff --git a/packages/adapters/sqlalchemy_impl/voice_library_repository.py b/packages/adapters/sqlalchemy_impl/voice_library_repository.py
index c0875c0f3..673d438c8 100644
--- a/packages/adapters/sqlalchemy_impl/voice_library_repository.py
+++ b/packages/adapters/sqlalchemy_impl/voice_library_repository.py
@@ -110,15 +110,17 @@ class SQLAlchemyVoiceLibraryRepository:
         self.session.commit()
         return True
 
-    def count_by_user(self, user_id: str) -> int:
-        return (
+    def count_by_user(self, user_id: str, *, status: Optional[str] = None) -> int:
+        query = (
             self.session.query(VoiceLibraryModel)
             .filter(
                 VoiceLibraryModel.user_id == user_id,
                 VoiceLibraryModel.status != "deleted",
             )
-            .count()
         )
+        if status:
+            query = query.filter(VoiceLibraryModel.status == status)
+        return query.count()
 
     @staticmethod
     def _model_to_entity(model: VoiceLibraryModel) -> VoiceLibraryItem: