diff --git a/app/server/ChatbotAgent/core/stylist_agent_server.py b/app/server/ChatbotAgent/core/stylist_agent_server.py
index 0e78229..8e8897f 100644
--- a/app/server/ChatbotAgent/core/stylist_agent_server.py
+++ b/app/server/ChatbotAgent/core/stylist_agent_server.py
@@ -298,9 +298,11 @@ class AsyncStylistAgent:
         stylist_item = []
         stylist_item_ids = []
 
+        # 初始过滤类别
         filter_items = [
             {"item_group_id": {"$ne": "Clothing"}},
             {"item_group_id": {"$ne": "Shoes"}},
+            {"category": {"$ne": "Socks"}},
             {"modality": "image"}
         ]
         random_items = []
@@ -324,12 +326,12 @@ class AsyncStylistAgent:
                 logger.info(f"random_poll 数量: {len(random_poll)}")
 
                 item = self.local_db.random_get_accessories(random.choice(random_poll))
+                # 如果随机选中了包类 则所有包类别都过滤掉
                 if item['metadatas'][0]['category'] in ['Shopping Totes', 'Handbags', 'Backpacks', 'Briefcases']:
                     filter_items.append({"category": {"$ne": "Shopping Totes"}})
                     filter_items.append({"category": {"$ne": "Handbags"}})
                     filter_items.append({"category": {"$ne": "Backpacks"}})
                     filter_items.append({"category": {"$ne": "Briefcases"}})
-                    filter_items.append({"category": {"$ne": "Socks"}})
                 else:
                     filter_items.append({"category": {"$ne": item['metadatas'][0]['category']}})