diff --git a/app/api/endpoints/system.py b/app/api/endpoints/system.py
index 9b7d975f..5370211e 100644
--- a/app/api/endpoints/system.py
+++ b/app/api/endpoints/system.py
@@ -317,7 +317,7 @@ async def get_llm_models(provider: str, api_key: str, base_url: Optional[str] =
     获取LLM模型列表
     """
     try:
-        models = LLMHelper().get_models(provider, api_key, base_url)
+        models = LLMHelper.get_models(provider, api_key, base_url)
         return schemas.Response(success=True, data=models)
     except Exception as e:
         return schemas.Response(success=False, message=str(e))
diff --git a/app/helper/llm.py b/app/helper/llm.py
index 4bccbaa5..2001f81a 100644
--- a/app/helper/llm.py
+++ b/app/helper/llm.py
@@ -71,13 +71,14 @@ class LLMHelper:
                 openai_proxy=settings.PROXY_HOST
             )
 
-    def get_models(self, provider: str, api_key: str, base_url: str = None) -> List[str]:
+    @staticmethod
+    def get_models(provider: str, api_key: str, base_url: str = None) -> List[str]:
         """获取模型列表"""
         logger.info(f"获取 {provider} 模型列表...")
         if provider == "google":
-            return self._get_google_models(api_key)
+            return LLMHelper._get_google_models(api_key)
         else:
-            return self._get_openai_compatible_models(provider, api_key, base_url)
+            return LLMHelper._get_openai_compatible_models(provider, api_key, base_url)
 
     @staticmethod
     def _get_google_models(api_key: str) -> List[str]:
diff --git a/app/helper/storage.py b/app/helper/storage.py
index e9cff447..4c498e53 100644
--- a/app/helper/storage.py
+++ b/app/helper/storage.py
@@ -20,21 +20,23 @@ class StorageHelper:
             return []
         return [schemas.StorageConf(**s) for s in storage_confs]
 
-    def get_storage(self, storage: str) -> Optional[schemas.StorageConf]:
+    @staticmethod
+    def get_storage(storage: str) -> Optional[schemas.StorageConf]:
         """
         获取指定存储配置
         """
-        storagies = self.get_storagies()
+        storagies = StorageHelper.get_storagies()
         for s in storagies:
             if s.type == storage:
                 return s
         return None
 
-    def set_storage(self, storage: str, conf: dict):
+    @staticmethod
+    def set_storage(storage: str, conf: dict):
         """
         设置存储配置
         """
-        storagies = self.get_storagies()
+        storagies = StorageHelper.get_storagies()
         if not storagies:
             storagies = [
                 schemas.StorageConf(
@@ -49,11 +51,12 @@ class StorageHelper:
                     break
         SystemConfigOper().set(SystemConfigKey.Storages, [s.model_dump() for s in storagies])
 
-    def add_storage(self, storage: str, name: str, conf: dict):
+    @staticmethod
+    def add_storage(storage: str, name: str, conf: dict):
         """
         添加存储配置
         """
-        storagies = self.get_storagies()
+        storagies = StorageHelper.get_storagies()
         if not storagies:
             storagies = [
                 schemas.StorageConf(
@@ -70,11 +73,12 @@ class StorageHelper:
             ))
         SystemConfigOper().set(SystemConfigKey.Storages, [s.model_dump() for s in storagies])
 
-    def reset_storage(self, storage: str):
+    @staticmethod
+    def reset_storage(storage: str):
         """
         重置存储配置
         """
-        storagies = self.get_storagies()
+        storagies = StorageHelper.get_storagies()
         for s in storagies:
             if s.type == storage:
                 s.config = {}
diff --git a/app/modules/filemanager/__init__.py b/app/modules/filemanager/__init__.py
index d1644e91..bc29c976 100644
--- a/app/modules/filemanager/__init__.py
+++ b/app/modules/filemanager/__init__.py
@@ -7,7 +7,6 @@ from app.core.context import MediaInfo
 from app.core.meta import MetaBase
 from app.core.metainfo import MetaInfo
 from app.helper.directory import DirectoryHelper
-from app.helper.message import MessageHelper
 from app.helper.module import ModuleHelper
 from app.log import logger
 from app.modules import _ModuleBase
@@ -26,11 +25,6 @@ class FileManagerModule(_ModuleBase):
     _storage_schemas = []
     _support_storages = []
 
-    def __init__(self):
-        super().__init__()
-        self.directoryhelper = DirectoryHelper()
-        self.messagehelper = MessageHelper()
-
     def init_module(self) -> None:
         # 加载模块
         self._storage_schemas = ModuleHelper.load('app.modules.filemanager.storages',
@@ -71,7 +65,7 @@ class FileManagerModule(_ModuleBase):
         测试模块连接性
         """
         # 检查目录
-        dirs = self.directoryhelper.get_dirs()
+        dirs = DirectoryHelper.get_dirs()
         if not dirs:
             return False, "未设置任何目录"
         for d in dirs:
@@ -138,7 +132,6 @@ class FileManagerModule(_ModuleBase):
         :param mediainfo: 媒体信息
         :return: 重命名后的名称（含目录）
         """
-        handler = TransHandler()
         # 重命名格式
         rename_format = settings.RENAME_FORMAT(mediainfo.type)
         # 获取集信息
@@ -158,9 +151,9 @@ class FileManagerModule(_ModuleBase):
                 episode_group=mediainfo.episode_group,
             )
         # 获取重命名后的名称
-        path = handler.get_rename_path(
+        path = TransHandler.get_rename_path(
             template_string=rename_format,
-            rename_dict=handler.get_naming_dict(meta=meta,
+            rename_dict=TransHandler.get_naming_dict(meta=meta,
                                                 mediainfo=mediainfo,
                                                 episodes_info=episodes_info,
                                                 file_ext=Path(meta.title).suffix)
@@ -424,7 +417,6 @@ class FileManagerModule(_ModuleBase):
         :param target_oper: 目标存储操作对象
         :return: {path, target_path, message}
         """
-        handler = TransHandler()
         # 检查目录路径
         if fileitem.storage == "local" and not Path(fileitem.path).exists():
             return TransferInfo(success=False,
@@ -459,7 +451,7 @@ class FileManagerModule(_ModuleBase):
             # 是否需要刮削
             need_scrape = target_directory.scraping if scrape is None else scrape
             # 拼装媒体库一、二级子目录
-            target_path = handler.get_dest_dir(mediainfo=mediainfo, target_dir=target_directory,
+            target_path = TransHandler.get_dest_dir(mediainfo=mediainfo, target_dir=target_directory,
                                                need_type_folder=library_type_folder,
                                                need_category_folder=library_category_folder)
         elif target_path:
@@ -468,7 +460,7 @@ class FileManagerModule(_ModuleBase):
             need_notify = False
             overwrite_mode = "never"
             # 手动整理的场景，有自定义目标路径
-            target_path = handler.get_dest_path(mediainfo=mediainfo, target_path=target_path,
+            target_path = TransHandler.get_dest_path(mediainfo=mediainfo, target_path=target_path,
                                                 need_type_folder=library_type_folder,
                                                 need_category_folder=library_category_folder)
         else:
@@ -511,7 +503,7 @@ class FileManagerModule(_ModuleBase):
 
         # 整理
         logger.info(f"获取整理目标路径：【{target_storage}】{target_path}")
-        return handler.transfer_media(fileitem=fileitem,
+        return TransHandler.transfer_media(fileitem=fileitem,
                                       in_meta=meta,
                                       mediainfo=mediainfo,
                                       target_storage=target_storage,
@@ -530,7 +522,6 @@ class FileManagerModule(_ModuleBase):
         获取对应媒体的媒体库文件列表
         :param mediainfo: 媒体信息
         """
-        handler = TransHandler()
         ret_fileitems = []
         # 检查本地媒体库
         dest_dirs = DirectoryHelper.get_library_dirs()
@@ -541,7 +532,7 @@ class FileManagerModule(_ModuleBase):
             if not storage_oper:
                 continue
             # 媒体分类路径
-            dir_path = handler.get_dest_dir(mediainfo=mediainfo, target_dir=dest_dir)
+            dir_path = TransHandler.get_dest_dir(mediainfo=mediainfo, target_dir=dest_dir)
             # 重命名格式
             rename_format = settings.RENAME_FORMAT(mediainfo.type)
             # 元数据补上常用属性，尽可能确保重命名后的路径不出现空白
@@ -555,10 +546,10 @@ class FileManagerModule(_ModuleBase):
             if meta.begin_episode is None:
                 meta.begin_episode = 1
             # 获取路径（重命名路径）
-            target_path = handler.get_rename_path(
+            target_path = TransHandler.get_rename_path(
                 path=dir_path,
                 template_string=rename_format,
-                rename_dict=handler.get_naming_dict(meta=meta,
+                rename_dict=TransHandler.get_naming_dict(meta=meta,
                                                     mediainfo=mediainfo)
             )
             # 获取重命名后的媒体文件根路径
diff --git a/app/modules/filemanager/storages/__init__.py b/app/modules/filemanager/storages/__init__.py
index 3adeca74..1e1f37d4 100644
--- a/app/modules/filemanager/storages/__init__.py
+++ b/app/modules/filemanager/storages/__init__.py
@@ -44,9 +44,6 @@ class StorageBase(metaclass=ABCMeta):
     transtype = {}
     snapshot_check_folder_modtime = True
 
-    def __init__(self):
-        self.storagehelper = StorageHelper()
-
     @abstractmethod
     def init_storage(self):
         """
@@ -70,7 +67,7 @@ class StorageBase(metaclass=ABCMeta):
         """
         获取配置
         """
-        return self.storagehelper.get_storage(self.schema.value)
+        return StorageHelper.get_storage(self.schema.value)
 
     def get_conf(self) -> dict:
         """
@@ -83,7 +80,7 @@ class StorageBase(metaclass=ABCMeta):
         """
         设置配置
         """
-        self.storagehelper.set_storage(self.schema.value, conf)
+        StorageHelper.set_storage(self.schema.value, conf)
         self.init_storage()
 
     def support_transtype(self) -> dict:
@@ -102,7 +99,7 @@ class StorageBase(metaclass=ABCMeta):
         """
         重置置配置
         """
-        self.storagehelper.reset_storage(self.schema.value)
+        StorageHelper.reset_storage(self.schema.value)
         self.init_storage()
 
     @abstractmethod
diff --git a/app/modules/filemanager/transhandler.py b/app/modules/filemanager/transhandler.py
index 8bd122eb..93ef1ed3 100644
--- a/app/modules/filemanager/transhandler.py
+++ b/app/modules/filemanager/transhandler.py
@@ -24,9 +24,6 @@ class TransHandler:
     文件转移整理类
     """
 
-    def __init__(self):
-        pass
-
     @staticmethod
     def __update_result(result: TransferInfo, **kwargs):
         """
@@ -56,8 +53,8 @@ class TransHandler:
                     current_value = value
                 setattr(result, key, current_value)
 
-    def transfer_media(self,
-                       fileitem: FileItem,
+    @staticmethod
+    def transfer_media(fileitem: FileItem,
                        in_meta: MetaBase,
                        mediainfo: MediaInfo,
                        target_storage: str,
@@ -125,17 +122,17 @@ class TransHandler:
             if fileitem.type == "dir":
                 # 整理整个目录，一般为蓝光原盘
                 if need_rename:
-                    new_path = self.get_rename_path(
+                    new_path = TransHandler.get_rename_path(
                         path=target_path,
                         template_string=rename_format,
-                        rename_dict=self.get_naming_dict(meta=in_meta,
+                        rename_dict=TransHandler.get_naming_dict(meta=in_meta,
                                                          mediainfo=mediainfo)
                     )
                     new_path = DirectoryHelper.get_media_root_path(
                         rename_format, rename_path=new_path
                     )
                     if not new_path:
-                        self.__update_result(
+                        TransHandler.__update_result(
                             result=result,
                             success=False,
                             message="重命名格式无效",
@@ -154,7 +151,7 @@ class TransHandler:
                         file.size for file in source_oper.list(stream_fileitem) or []
                     )
                 # 整理目录
-                new_diritem, errmsg = self.__transfer_dir(fileitem=fileitem,
+                new_diritem, errmsg = TransHandler.__transfer_dir(fileitem=fileitem,
                                                           mediainfo=mediainfo,
                                                           source_oper=source_oper,
                                                           target_oper=target_oper,
@@ -164,7 +161,7 @@ class TransHandler:
                                                           result=result)
                 if not new_diritem:
                     logger.error(f"文件夹 {fileitem.path} 整理失败：{errmsg}")
-                    self.__update_result(result=result,
+                    TransHandler.__update_result(result=result,
                                          success=False,
                                          message=errmsg,
                                          fileitem=fileitem,
@@ -174,7 +171,7 @@ class TransHandler:
 
                 logger.info(f"文件夹 {fileitem.path} 整理成功")
                 # 返回整理后的路径
-                self.__update_result(result=result,
+                TransHandler.__update_result(result=result,
                                      success=True,
                                      fileitem=fileitem,
                                      target_item=new_diritem,
@@ -189,7 +186,7 @@ class TransHandler:
                     # 电视剧
                     if in_meta.begin_episode is None:
                         logger.warn(f"文件 {fileitem.path} 整理失败：未识别到文件集数")
-                        self.__update_result(result=result,
+                        TransHandler.__update_result(result=result,
                                              success=False,
                                              message="未识别到文件集数",
                                              fileitem=fileitem,
@@ -210,10 +207,10 @@ class TransHandler:
 
                 # 目的文件名
                 if need_rename:
-                    new_file = self.get_rename_path(
+                    new_file = TransHandler.get_rename_path(
                         path=target_path,
                         template_string=rename_format,
-                        rename_dict=self.get_naming_dict(
+                        rename_dict=TransHandler.get_naming_dict(
                             meta=in_meta,
                             mediainfo=mediainfo,
                             episodes_info=episodes_info,
@@ -223,14 +220,14 @@ class TransHandler:
 
                     # 针对字幕文件，文件名中补充额外标识信息
                     if __is_subtitle_file(fileitem):
-                        new_file = self.__rename_subtitles(fileitem, new_file)
+                        new_file = TransHandler.__rename_subtitles(fileitem, new_file)
 
                     # 文件目录
                     folder_path = DirectoryHelper.get_media_root_path(
                         rename_format, rename_path=new_file
                     )
                     if not folder_path:
-                        self.__update_result(
+                        TransHandler.__update_result(
                             result=result,
                             success=False,
                             message="重命名格式无效",
@@ -248,7 +245,7 @@ class TransHandler:
                 target_diritem = target_oper.get_folder(folder_path)
                 if not target_diritem:
                     logger.error(f"目标目录 {folder_path} 获取失败")
-                    self.__update_result(result=result,
+                    TransHandler.__update_result(result=result,
                                          success=False,
                                          message=f"目标目录 {folder_path} 获取失败",
                                          fileitem=fileitem,
@@ -282,7 +279,7 @@ class TransHandler:
                                     logger.info(f"目标文件文件大小更小，将覆盖：{new_file}")
                                     overflag = True
                                 else:
-                                    self.__update_result(result=result,
+                                    TransHandler.__update_result(result=result,
                                                          success=False,
                                                          message=f"媒体库存在同名文件，且质量更好",
                                                          fileitem=fileitem,
@@ -294,7 +291,7 @@ class TransHandler:
                                     return result
                             elif overwrite_mode == 'never':
                                 # 存在不覆盖
-                                self.__update_result(result=result,
+                                TransHandler.__update_result(result=result,
                                                      success=False,
                                                      message=f"媒体库存在同名文件，当前覆盖模式为不覆盖",
                                                      fileitem=fileitem,
@@ -313,13 +310,13 @@ class TransHandler:
                             # 文件不存在，但仅保留最新版本
                             logger.info(
                                 f"当前整理覆盖模式设置为 {overwrite_mode}，仅保留最新版本，正在删除已有版本文件 ...")
-                            self.__delete_version_files(target_oper, new_file)
+                            TransHandler.__delete_version_files(target_oper, new_file)
                 else:
                     # 附加文件 总是需要覆盖
                     overflag = True
 
                 # 整理文件
-                new_item, err_msg = self.__transfer_file(fileitem=fileitem,
+                new_item, err_msg = TransHandler.__transfer_file(fileitem=fileitem,
                                                          mediainfo=mediainfo,
                                                          target_storage=target_storage,
                                                          target_file=new_file,
@@ -330,7 +327,7 @@ class TransHandler:
                                                          result=result)
                 if not new_item:
                     logger.error(f"文件 {fileitem.path} 整理失败：{err_msg}")
-                    self.__update_result(result=result,
+                    TransHandler.__update_result(result=result,
                                          success=False,
                                          message=err_msg,
                                          fileitem=fileitem,
@@ -340,7 +337,7 @@ class TransHandler:
                     return result
 
                 logger.info(f"文件 {fileitem.path} 整理成功")
-                self.__update_result(result=result,
+                TransHandler.__update_result(result=result,
                                      success=True,
                                      fileitem=fileitem,
                                      target_item=new_item,
@@ -545,7 +542,8 @@ class TransHandler:
 
         return new_file.with_name(new_file.stem + new_sub_tag + file_ext)
 
-    def __transfer_dir(self, fileitem: FileItem, mediainfo: MediaInfo,
+    @staticmethod
+    def __transfer_dir(fileitem: FileItem, mediainfo: MediaInfo,
                        source_oper: StorageBase, target_oper: StorageBase,
                        transfer_type: str, target_storage: str, target_path: Path,
                        result: TransferInfo) -> Tuple[Optional[FileItem], str]:
@@ -580,7 +578,7 @@ class TransHandler:
                     f"Reason: {event_data.reason}")
                 return None, event_data.reason
         # 处理所有文件
-        state, errmsg = self.__transfer_dir_files(fileitem=fileitem,
+        state, errmsg = TransHandler.__transfer_dir_files(fileitem=fileitem,
                                                   target_storage=target_storage,
                                                   source_oper=source_oper,
                                                   target_oper=target_oper,
@@ -592,7 +590,8 @@ class TransHandler:
         else:
             return None, errmsg
 
-    def __transfer_dir_files(self, fileitem: FileItem, target_storage: str,
+    @staticmethod
+    def __transfer_dir_files(fileitem: FileItem, target_storage: str,
                              source_oper: StorageBase, target_oper: StorageBase,
                              transfer_type: str, target_path: Path,
                              result: TransferInfo) -> Tuple[bool, str]:
@@ -611,7 +610,7 @@ class TransHandler:
             if item.type == "dir":
                 # 递归整理目录
                 new_path = target_path / item.name
-                state, errmsg = self.__transfer_dir_files(fileitem=item,
+                state, errmsg = TransHandler.__transfer_dir_files(fileitem=item,
                                                           target_storage=target_storage,
                                                           source_oper=source_oper,
                                                           target_oper=target_oper,
@@ -623,7 +622,7 @@ class TransHandler:
             else:
                 # 整理文件
                 new_file = target_path / item.name
-                new_item, errmsg = self.__transfer_command(fileitem=item,
+                new_item, errmsg = TransHandler.__transfer_command(fileitem=item,
                                                            target_storage=target_storage,
                                                            source_oper=source_oper,
                                                            target_oper=target_oper,
@@ -631,7 +630,7 @@ class TransHandler:
                                                            transfer_type=transfer_type)
                 if not new_item:
                     return False, errmsg
-                self.__update_result(
+                TransHandler.__update_result(
                     result=result,
                     file_list=[item.path],
                     file_list_new=[new_item.path],
@@ -639,7 +638,8 @@ class TransHandler:
         # 返回成功
         return True, ""
 
-    def __transfer_file(self, fileitem: FileItem, mediainfo: MediaInfo,
+    @staticmethod
+    def __transfer_file(fileitem: FileItem, mediainfo: MediaInfo,
                         source_oper: StorageBase, target_oper: StorageBase,
                         target_storage: str, target_file: Path,
                         transfer_type: str, result: TransferInfo,
@@ -695,14 +695,14 @@ class TransHandler:
                     logger.info(f"正在删除已存在的文件：【{target_storage}】{target_file}")
                     target_oper.delete(exists_item)
         # 执行文件整理命令
-        new_item, errmsg = self.__transfer_command(fileitem=fileitem,
+        new_item, errmsg = TransHandler.__transfer_command(fileitem=fileitem,
                                                    target_storage=target_storage,
                                                    source_oper=source_oper,
                                                    target_oper=target_oper,
                                                    target_file=target_file,
                                                    transfer_type=transfer_type)
         if new_item:
-            self.__update_result(
+            TransHandler.__update_result(
                 result=result,
                 file_list=[fileitem.path],
                 file_list_new=[new_item.path],