diff --git a/py/routes/lora_routes.py b/py/routes/lora_routes.py
index de3d043b..64c71385 100644
--- a/py/routes/lora_routes.py
+++ b/py/routes/lora_routes.py
@@ -52,8 +52,9 @@ class LoraRoutes:
         try:
             # 不等待缓存数据，直接检查缓存状态
             is_initializing = (
-                self.scanner._cache is None or 
-                (hasattr(self.scanner, '_cache') and len(self.scanner._cache.raw_data) == 0)
+                self.scanner._cache is None and 
+                (self.scanner._initialization_task is not None and 
+                not self.scanner._initialization_task.done())
             )
 
             if is_initializing:
diff --git a/py/services/lora_scanner.py b/py/services/lora_scanner.py
index dcae1f51..53f6d4b3 100644
--- a/py/services/lora_scanner.py
+++ b/py/services/lora_scanner.py
@@ -84,19 +84,31 @@ class LoraScanner:
 
     async def _initialize_cache(self) -> None:
         """Initialize or refresh the cache"""
-        # Scan for new data
-        raw_data = await self.scan_all_loras()
-        
-        # Update cache
-        self._cache = LoraCache(
-            raw_data=raw_data,
-            sorted_by_name=[],
-            sorted_by_date=[],
-            folders=[]
-        )
-        
-        # Call resort_cache to create sorted views
-        await self._cache.resort()
+        try:
+            # Scan for new data
+            raw_data = await self.scan_all_loras()
+            
+            # Update cache
+            self._cache = LoraCache(
+                raw_data=raw_data,
+                sorted_by_name=[],
+                sorted_by_date=[],
+                folders=[]
+            )
+            
+            # Call resort_cache to create sorted views
+            await self._cache.resort()
+
+            self._initialization_task = None
+            logger.info("LoRA Manager: Cache initialization completed")
+        except Exception as e:
+            logger.error(f"LoRA Manager: Error initializing cache: {e}")
+            self._cache = LoraCache(
+                raw_data=[],
+                sorted_by_name=[],
+                sorted_by_date=[],
+                folders=[]
+            )
 
     def fuzzy_match(self, text: str, pattern: str, threshold: float = 0.7) -> bool:
         """