diff --git a/app/chain/recommend.py b/app/chain/recommend.py
index 3783ca45..f946e218 100644
--- a/app/chain/recommend.py
+++ b/app/chain/recommend.py
@@ -1,3 +1,4 @@
+import inspect
 from functools import wraps
 from typing import Any, Callable
 
@@ -29,8 +30,18 @@ def cached_with_empty_check(func: Callable):
 
     @wraps(func)
     def wrapper(*args, **kwargs):
+        signature = inspect.signature(func)
+        resolved_kwargs = {}
+        # 获取默认值并结合传递的参数（如果有）
+        for param, value in signature.parameters.items():
+            if param in kwargs:
+                # 使用显式传递的参数
+                resolved_kwargs[param] = kwargs[param]
+            elif value.default is not inspect.Parameter.empty:
+                # 没有传递参数时使用默认值
+                resolved_kwargs[param] = value.default
         # 使用 cachetools 缓存，构造缓存键
-        cache_key = hashkey(*args, **kwargs)
+        cache_key = f"{func.__name__}_{hashkey(*args, **resolved_kwargs)}"
         if cache_key in recommend_cache:
             return recommend_cache[cache_key]
         result = func(*args, **kwargs)
@@ -58,10 +69,14 @@ class RecommendChain(ChainBase, metaclass=Singleton):
         """
         刷新推荐
         """
+        logger.debug("Starting to refresh Recommend data.")
+        recommend_cache.clear()
+        logger.debug("Recommend Cache has been cleared.")
         self.tmdb_movies()
         self.tmdb_tvs()
         self.tmdb_trending()
         self.bangumi_calendar()
+        self.douban_movie_showing()
         self.douban_movies()
         self.douban_tvs()
         self.douban_movie_top250()
@@ -70,6 +85,7 @@ class RecommendChain(ChainBase, metaclass=Singleton):
         self.douban_tv_animation()
         self.douban_movie_hot()
         self.douban_tv_hot()
+        logger.debug("Recommend data refresh completed.")
 
     @log_execution_time(logger=logger)
     @cached_with_empty_check
@@ -88,7 +104,7 @@ class RecommendChain(ChainBase, metaclass=Singleton):
     @log_execution_time(logger=logger)
     @cached_with_empty_check
     def tmdb_tvs(self, sort_by: str = "popularity.desc", with_genres: str = "",
-                 with_original_language: str = "", page: int = 1) -> Any:
+                 with_original_language: str = "zh|en|ja|ko", page: int = 1) -> Any:
         """
         TMDB热门电视剧
         """
diff --git a/app/scheduler.py b/app/scheduler.py
index b3cf42f8..dc67e777 100644
--- a/app/scheduler.py
+++ b/app/scheduler.py
@@ -11,6 +11,7 @@ from apscheduler.schedulers.background import BackgroundScheduler
 from app import schemas
 from app.chain import ChainBase
 from app.chain.mediaserver import MediaServerChain
+from app.chain.recommend import RecommendChain
 from app.chain.site import SiteChain
 from app.chain.subscribe import SubscribeChain
 from app.chain.tmdb import TmdbChain
@@ -121,6 +122,11 @@ class Scheduler(metaclass=Singleton):
                 "name": "站点数据刷新",
                 "func": SiteChain().refresh_userdatas,
                 "running": False,
+            },
+            "recommend_refresh": {
+                "name": "推荐缓存",
+                "func": RecommendChain().refresh_recommend,
+                "running": False,
             }
         }
 
@@ -310,6 +316,19 @@ class Scheduler(metaclass=Singleton):
                 }
             )
 
+        # 推荐缓存
+        self._scheduler.add_job(
+            self.start,
+            "interval",
+            id="recommend_refresh",
+            name="推荐缓存",
+            hours=6,
+            next_run_time=datetime.now(pytz.timezone(settings.TZ)) + timedelta(seconds=3),
+            kwargs={
+                'job_id': 'recommend_refresh'
+            }
+        )
+
         self.init_plugin_jobs()
 
         # 打印服务