diff --git a/app/server/ChatbotAgent/core/stylist_agent_server.py b/app/server/ChatbotAgent/core/stylist_agent_server.py
index de298ac..d07cb6e 100644
--- a/app/server/ChatbotAgent/core/stylist_agent_server.py
+++ b/app/server/ChatbotAgent/core/stylist_agent_server.py
@@ -20,8 +20,9 @@ logger = logging.getLogger(__name__)
 
 class AsyncStylistAgent:
     CATEGORY_SET = {
-        'Activewear', 'Dresses', 'Outerwear', 'Pants', 'Shirts & Tops', 'Skirts', 'Suits', 'Swimwear', 'Underwear', 'Shoes',
+        'Activewear', 'Dresses', 'Outerwear', 'Pants', 'Shirts & Tops', 'Skirts', 'Suits', 'Shoes',
         # 取消推荐配饰
+        # 'Swimwear', 'Underwear',
         # , 'Watches', 'Shopping Totes', 'Sunglasses', 'Handbags', 'Backpacks', 'Belts', 'Hats', 'Jewelry', 'Briefcases', 'Socks', 'Neckties',  'Scarves & Shawls'
     }
     CATEGORY_SET_ALL = {
@@ -310,7 +311,7 @@ class AsyncStylistAgent:
             stylist_results = self.local_db.query_local_db(query_embedding, i['category'], n_results=10)
             stylist_item += random.choices(stylist_results['metadatas'][0], k=i['count'])
             stylist_item_ids += [item_id['item_id'] for item_id in stylist_item]
-            filter_items.append({"item_group_id": {"$ne": i['category']}})
+            filter_items.append({"category": {"$ne": i["category"]}})
 
         accessories_count = 9 - item_count - len(stylist_item)
 
@@ -318,10 +319,19 @@ class AsyncStylistAgent:
             if accessories_count > 4:
                 accessories_count = 4
             for i in range(accessories_count):
-                random_poll = self.local_db.load_filtered_ids(filter_items)
                 # 2. 在配饰池中过滤掉已经选中的item ，然后抽两个item
+                random_poll = self.local_db.load_filtered_ids(filter_items)
+                logger.info(f"random_poll 数量: {len(random_poll)}")
+
                 item = self.local_db.random_get_accessories(random.choice(random_poll))
-                filter_items.append({"item_group_id": {"$ne": item['metadatas'][0]['category']}})
+                if item['metadatas'][0]['category'] in ['Shopping Totes', 'Handbags', 'Backpacks', 'Briefcases']:
+                    filter_items.append({"category": {"$ne": "Shopping Totes"}})
+                    filter_items.append({"category": {"$ne": "Handbags"}})
+                    filter_items.append({"category": {"$ne": "Backpacks"}})
+                    filter_items.append({"category": {"$ne": "Briefcases"}})
+                else:
+                    filter_items.append({"category": {"$ne": item['metadatas'][0]['category']}})
+
                 random_items.append(item['metadatas'][0])
 
             all_items = stylist_item + random_items