diff --git a/app/chain/mediaserver.py b/app/chain/mediaserver.py
index 07dba726..ead78f89 100644
--- a/app/chain/mediaserver.py
+++ b/app/chain/mediaserver.py
@@ -1,9 +1,8 @@
 import threading
 from typing import List, Union, Optional, Generator
 
-from cachetools import cached, TTLCache
-
 from app.chain import ChainBase
+from app.core.cache import cached
 from app.core.config import global_vars
 from app.db.mediaserver_oper import MediaServerOper
 from app.helper.service import ServiceConfigHelper
@@ -94,7 +93,7 @@ class MediaServerChain(ChainBase):
         """
         return self.run_module("mediaserver_latest", count=count, server=server, username=username)
 
-    @cached(cache=TTLCache(maxsize=1, ttl=3600))
+    @cached(maxsize=1, ttl=3600)
     def get_latest_wallpapers(self, server: str = None, count: int = 10,
                               remote: bool = True, username: str = None) -> List[str]:
         """
diff --git a/app/chain/tmdb.py b/app/chain/tmdb.py
index 6699b5b4..bd84aa94 100644
--- a/app/chain/tmdb.py
+++ b/app/chain/tmdb.py
@@ -1,10 +1,9 @@
 import random
 from typing import Optional, List
 
-from cachetools import cached, TTLCache
-
 from app import schemas
 from app.chain import ChainBase
+from app.core.cache import cached
 from app.core.context import MediaInfo
 from app.schemas import MediaType
 from app.utils.singleton import Singleton
@@ -119,7 +118,7 @@ class TmdbChain(ChainBase, metaclass=Singleton):
         """
         return self.run_module("tmdb_person_credits", person_id=person_id, page=page)
 
-    @cached(cache=TTLCache(maxsize=1, ttl=3600))
+    @cached(maxsize=1, ttl=3600)
     def get_random_wallpager(self) -> Optional[str]:
         """
         获取随机壁纸，缓存1个小时
@@ -133,7 +132,7 @@ class TmdbChain(ChainBase, metaclass=Singleton):
                     return info.backdrop_path
         return None
 
-    @cached(cache=TTLCache(maxsize=1, ttl=3600))
+    @cached(maxsize=1, ttl=3600)
     def get_trending_wallpapers(self, num: int = 10) -> List[str]:
         """
         获取所有流行壁纸
diff --git a/app/modules/bangumi/bangumi.py b/app/modules/bangumi/bangumi.py
index abf9330b..fc1db92b 100644
--- a/app/modules/bangumi/bangumi.py
+++ b/app/modules/bangumi/bangumi.py
@@ -1,8 +1,8 @@
 from datetime import datetime
 
 import requests
-from cachetools import TTLCache, cached
 
+from app.core.cache import cached
 from app.core.config import settings
 from app.utils.http import RequestUtils
 
@@ -29,7 +29,7 @@ class BangumiApi(object):
         pass
 
     @classmethod
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["bangumi"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["bangumi"], ttl=settings.CACHE_CONF["meta"])
     def __invoke(cls, url, **kwargs):
         req_url = cls._base_url + url
         params = {}
@@ -188,7 +188,8 @@ class BangumiApi(object):
         获取人物参演作品
         """
         ret_list = []
-        result = self.__invoke(self._urls["person_credits"] % person_id, _ts=datetime.strftime(datetime.now(), '%Y%m%d'))
+        result = self.__invoke(self._urls["person_credits"] % person_id,
+                               _ts=datetime.strftime(datetime.now(), '%Y%m%d'))
         if result:
             for item in result:
                 ret_list.append(item)
diff --git a/app/modules/douban/apiv2.py b/app/modules/douban/apiv2.py
index 56a21b2e..478c625e 100644
--- a/app/modules/douban/apiv2.py
+++ b/app/modules/douban/apiv2.py
@@ -7,8 +7,8 @@ from random import choice
 from urllib import parse
 
 import requests
-from cachetools import TTLCache, cached
 
+from app.core.cache import cached
 from app.core.config import settings
 from app.utils.http import RequestUtils
 from app.utils.singleton import Singleton
@@ -174,14 +174,14 @@ class DoubanApi(metaclass=Singleton):
             ).digest()
         ).decode()
 
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"])
     def __invoke_recommend(self, url: str, **kwargs) -> dict:
         """
         推荐/发现类API
         """
         return self.__invoke(url, **kwargs)
 
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"])
     def __invoke_search(self, url: str, **kwargs) -> dict:
         """
         搜索类API
@@ -216,7 +216,7 @@ class DoubanApi(metaclass=Singleton):
             return resp.json()
         return resp.json() if resp else {}
 
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["douban"], ttl=settings.CACHE_CONF["meta"])
     def __post(self, url: str, **kwargs) -> dict:
         """
         POST请求
diff --git a/app/modules/fanart/__init__.py b/app/modules/fanart/__init__.py
index abfe4ab9..93d13ecc 100644
--- a/app/modules/fanart/__init__.py
+++ b/app/modules/fanart/__init__.py
@@ -1,8 +1,7 @@
 import re
 from typing import Optional, Tuple, Union
 
-from cachetools import TTLCache, cached
-
+from app.core.cache import cached
 from app.core.context import MediaInfo, settings
 from app.log import logger
 from app.modules import _ModuleBase
@@ -11,7 +10,6 @@ from app.utils.http import RequestUtils
 
 
 class FanartModule(_ModuleBase):
-
     """
     {
         "name": "The Wheel of Time",
@@ -384,7 +382,7 @@ class FanartModule(_ModuleBase):
                 continue
             if not isinstance(images, list):
                 continue
-            
+
             # 图片属性xx_path
             image_name = self.__name(name)
             if image_name.startswith("season"):
@@ -422,7 +420,7 @@ class FanartModule(_ModuleBase):
         return result
 
     @classmethod
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["fanart"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["fanart"], ttl=settings.CACHE_CONF["meta"])
     def __request_fanart(cls, media_type: MediaType, queryid: Union[str, int]) -> Optional[dict]:
         if media_type == MediaType.MOVIE:
             image_url = cls._movie_url % queryid
diff --git a/app/modules/filemanager/storages/alist.py b/app/modules/filemanager/storages/alist.py
index cc4eadfb..023c7a20 100644
--- a/app/modules/filemanager/storages/alist.py
+++ b/app/modules/filemanager/storages/alist.py
@@ -4,10 +4,10 @@ from datetime import datetime
 from pathlib import Path
 from typing import Optional, List, Dict
 
-from cachetools import cached, TTLCache
 from requests import Response
 
 from app import schemas
+from app.core.cache import cached
 from app.core.config import settings
 from app.log import logger
 from app.modules.filemanager.storages import StorageBase
@@ -67,7 +67,7 @@ class Alist(StorageBase, metaclass=Singleton):
         return self.__generate_token
 
     @property
-    @cached(cache=TTLCache(maxsize=1, ttl=60 * 60 * 24 * 2 - 60 * 5))
+    @cached(maxsize=1, ttl=60 * 60 * 24 * 2 - 60 * 5)
     def __generate_token(self) -> str:
         """
         使用账号密码生成一个临时token
diff --git a/app/modules/plex/plex.py b/app/modules/plex/plex.py
index b04d2753..48e4be62 100644
--- a/app/modules/plex/plex.py
+++ b/app/modules/plex/plex.py
@@ -3,13 +3,13 @@ from pathlib import Path
 from typing import List, Optional, Dict, Tuple, Generator, Any, Union
 from urllib.parse import quote_plus
 
-from cachetools import TTLCache, cached
 from plexapi import media
 from plexapi.myplex import MyPlexAccount
 from plexapi.server import PlexServer
 from requests import Response, Session
 
 from app import schemas
+from app.core.cache import cached
 from app.log import logger
 from app.schemas import MediaType
 from app.utils.http import RequestUtils
@@ -83,7 +83,7 @@ class Plex:
             logger.error(f"Authentication failed: {e}")
         return None
 
-    @cached(cache=TTLCache(maxsize=100, ttl=86400))
+    @cached(maxsize=100, ttl=86400)
     def __get_library_images(self, library_key: str, mtype: int) -> Optional[List[str]]:
         """
         获取媒体服务器最近添加的媒体的图片列表
@@ -293,7 +293,7 @@ class Plex:
             season_episodes[episode.seasonNumber].append(episode.index)
         return videos.key, season_episodes
 
-    def get_remote_image_by_id(self, 
+    def get_remote_image_by_id(self,
                                item_id: str,
                                image_type: str,
                                depth: int = 0,
diff --git a/app/modules/themoviedb/tmdbapi.py b/app/modules/themoviedb/tmdbapi.py
index b27ca808..178bd4f1 100644
--- a/app/modules/themoviedb/tmdbapi.py
+++ b/app/modules/themoviedb/tmdbapi.py
@@ -3,9 +3,9 @@ from typing import Optional, List
 from urllib.parse import quote
 
 import zhconv
-from cachetools import TTLCache, cached
 from lxml import etree
 
+from app.core.cache import cached
 from app.core.config import settings
 from app.log import logger
 from app.schemas.types import MediaType
@@ -491,7 +491,7 @@ class TmdbApi:
 
             return ret_info
 
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["tmdb"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["tmdb"], ttl=settings.CACHE_CONF["meta"])
     def match_web(self, name: str, mtype: MediaType) -> Optional[dict]:
         """
         搜索TMDB网站，直接抓取结果，结果只有一条时才返回
@@ -678,14 +678,14 @@ class TmdbApi:
         else:
             en_title = __get_tmdb_lang_title(tmdb_info, "US")
             tmdb_info['en_title'] = en_title or org_title
-        
+
         # 查找香港台湾译名
         tmdb_info['hk_title'] = __get_tmdb_lang_title(tmdb_info, "HK")
         tmdb_info['tw_title'] = __get_tmdb_lang_title(tmdb_info, "TW")
 
         # 查找新加坡名（用于替代中文名）
         tmdb_info['sg_title'] = __get_tmdb_lang_title(tmdb_info, "SG") or org_title
-                                                      
+
     def __get_movie_detail(self,
                            tmdbid: int,
                            append_to_response: str = "images,"
diff --git a/app/modules/themoviedb/tmdbv3api/objs/discover.py b/app/modules/themoviedb/tmdbv3api/objs/discover.py
index a79891a5..70f1ff41 100644
--- a/app/modules/themoviedb/tmdbv3api/objs/discover.py
+++ b/app/modules/themoviedb/tmdbv3api/objs/discover.py
@@ -1,5 +1,5 @@
+from app.core.cache import cached
 from ..tmdb import TMDb
-from cachetools import cached, TTLCache
 
 try:
     from urllib import urlencode
@@ -13,7 +13,7 @@ class Discover(TMDb):
         "tv": "/discover/tv"
     }
 
-    @cached(cache=TTLCache(maxsize=1, ttl=43200))
+    @cached(maxsize=1, ttl=43200)
     def discover_movies(self, params_tuple):
         """
         Discover movies by different types of data like average rating, number of votes, genres and certifications.
@@ -23,7 +23,7 @@ class Discover(TMDb):
         params = dict(params_tuple)
         return self._request_obj(self._urls["movies"], urlencode(params), key="results", call_cached=False)
 
-    @cached(cache=TTLCache(maxsize=1, ttl=43200))
+    @cached(maxsize=1, ttl=43200)
     def discover_tv_shows(self, params_tuple):
         """
         Discover TV shows by different types of data like average rating, number of votes, genres,
diff --git a/app/modules/themoviedb/tmdbv3api/objs/trending.py b/app/modules/themoviedb/tmdbv3api/objs/trending.py
index 7338792b..49ba53bd 100644
--- a/app/modules/themoviedb/tmdbv3api/objs/trending.py
+++ b/app/modules/themoviedb/tmdbv3api/objs/trending.py
@@ -1,4 +1,4 @@
-from cachetools import cached, TTLCache
+from app.core.cache import cached
 
 from ..tmdb import TMDb
 
@@ -6,7 +6,7 @@ from ..tmdb import TMDb
 class Trending(TMDb):
     _urls = {"trending": "/trending/%s/%s"}
 
-    @cached(cache=TTLCache(maxsize=1, ttl=43200))
+    @cached(maxsize=1, ttl=43200)
     def _trending(self, media_type="all", time_window="day", page=1):
         """
         Get trending, TTLCache 12 hours
diff --git a/app/modules/themoviedb/tmdbv3api/tmdb.py b/app/modules/themoviedb/tmdbv3api/tmdb.py
index e6fb1bb0..02e164cd 100644
--- a/app/modules/themoviedb/tmdbv3api/tmdb.py
+++ b/app/modules/themoviedb/tmdbv3api/tmdb.py
@@ -7,8 +7,8 @@ from datetime import datetime
 
 import requests
 import requests.exceptions
-from cachetools import TTLCache, cached
 
+from app.core.cache import cached
 from app.core.config import settings
 from app.utils.http import RequestUtils
 from .exceptions import TMDbException
@@ -137,7 +137,7 @@ class TMDb(object):
     def cache(self, cache):
         os.environ[self.TMDB_CACHE_ENABLED] = str(cache)
 
-    @cached(cache=TTLCache(maxsize=settings.CACHE_CONF["tmdb"], ttl=settings.CACHE_CONF["meta"]))
+    @cached(maxsize=settings.CACHE_CONF["tmdb"], ttl=settings.CACHE_CONF["meta"])
     def cached_request(self, method, url, data, json,
                        _ts=datetime.strftime(datetime.now(), '%Y%m%d')):
         """
diff --git a/app/utils/web.py b/app/utils/web.py
index 6145adb7..9e83070c 100644
--- a/app/utils/web.py
+++ b/app/utils/web.py
@@ -1,6 +1,6 @@
 from typing import Optional, List
 
-from cachetools import TTLCache, cached
+from app.core.cache import cached
 
 from app.utils.http import RequestUtils
 
@@ -75,7 +75,7 @@ class WebUtils:
             return ""
 
     @staticmethod
-    @cached(cache=TTLCache(maxsize=1, ttl=3600))
+    @cached(maxsize=1, ttl=3600)
     def get_bing_wallpaper() -> Optional[str]:
         """
         获取Bing每日壁纸
@@ -93,7 +93,7 @@ class WebUtils:
         return None
 
     @staticmethod
-    @cached(cache=TTLCache(maxsize=1, ttl=3600))
+    @cached(maxsize=1, ttl=3600)
     def get_bing_wallpapers(num: int = 7) -> List[str]:
         """
         获取7天的Bing每日壁纸
diff --git a/requirements.in b/requirements.in
index deea47a6..3601052d 100644
--- a/requirements.in
+++ b/requirements.in
@@ -64,4 +64,5 @@ python-cookietools==0.0.2.1
 aligo~=6.2.4
 aiofiles~=24.1.0
 jieba~=0.42.1
-rsa~=4.9
\ No newline at end of file
+rsa~=4.9
+redis~=5.2.1
\ No newline at end of file