diff --git a/frontend/app/web-gold/src/views/agents/Agents.vue b/frontend/app/web-gold/src/views/agents/Agents.vue
index f79424c3b5..923b6d2bd9 100644
--- a/frontend/app/web-gold/src/views/agents/Agents.vue
+++ b/frontend/app/web-gold/src/views/agents/Agents.vue
@@ -376,10 +376,8 @@ const handleFavorite = async (agent) => {
   try {
     if (newStatus) {
       await addFavorite(agent.id)
-      message.success('收藏成功')
     } else {
       await removeFavorite(agent.id)
-      message.success('已取消收藏')
     }
   } catch {
     agent.isFavorite = !newStatus // 失败时回滚
diff --git a/yudao-module-tik/src/main/java/cn/iocoder/yudao/module/tik/muye/aiagent/mapper/AiAgentFavoriteMapper.java b/yudao-module-tik/src/main/java/cn/iocoder/yudao/module/tik/muye/aiagent/mapper/AiAgentFavoriteMapper.java
index 593b97c977..69a75cb748 100644
--- a/yudao-module-tik/src/main/java/cn/iocoder/yudao/module/tik/muye/aiagent/mapper/AiAgentFavoriteMapper.java
+++ b/yudao-module-tik/src/main/java/cn/iocoder/yudao/module/tik/muye/aiagent/mapper/AiAgentFavoriteMapper.java
@@ -24,7 +24,7 @@ public interface AiAgentFavoriteMapper extends BaseMapperX<AiAgentFavoriteDO> {
     /**
      * 插入收藏（幂等：重复时更新时间）
      */
-    @Insert("INSERT INTO muye_ai_agent_favorite (user_id, agent_id, creator, create_time, updater, update_time, deleted, tenant_id) VALUES (#{userId}, #{agentId}, #{userId}, NOW(), #{userId}, NOW(), 0, 1) ON DUPLICATE KEY UPDATE update_time = NOW(), deleted = 0")
+    @Insert("INSERT INTO muye_ai_agent_favorite (user_id, agent_id, creator, create_time, updater, update_time, deleted) VALUES (#{userId}, #{agentId}, #{userId}, NOW(), #{userId}, NOW(), 0) ON DUPLICATE KEY UPDATE update_time = NOW(), deleted = 0")
     void insertOrUpdate(@Param("userId") Long userId, @Param("agentId") Long agentId);
 
     /**