diff --git a/src/plugins/built_in/maizone_refactored/services/content_service.py b/src/plugins/built_in/maizone_refactored/services/content_service.py
index b686ab696..0da66b09f 100644
--- a/src/plugins/built_in/maizone_refactored/services/content_service.py
+++ b/src/plugins/built_in/maizone_refactored/services/content_service.py
@@ -205,7 +205,7 @@ class ContentService:
 
                 if success and reply_set:
                     reply = "".join([content for type, content in reply_set if type == "text"])
-                    logger.info(f"成功为'{commenter_name}'的评论生成回复: '{reply}'")
+                    logger.debug(f"成功为'{commenter_name}'的评论生成回复: '{reply}'")
                     return reply
                 else:
                     if i < 2:
@@ -287,8 +287,8 @@ class ContentService:
             text_model = str(self.get_config("models.text_model", "replyer"))
 
             # 调试日志
-            logger.info(f"[DEBUG] 读取到的text_model配置: '{text_model}'")
-            logger.info(f"[DEBUG] 可用模型列表: {list(models.keys())[:10]}...")  # 只显示前10个
+            logger.debug(f"[DEBUG] 读取到的text_model配置: '{text_model}'")
+            logger.debug(f"[DEBUG] 可用模型列表: {list(models.keys())[:10]}...")  # 只显示前10个
 
             model_config = models.get(text_model)
 
diff --git a/src/plugins/built_in/maizone_refactored/services/cookie_service.py b/src/plugins/built_in/maizone_refactored/services/cookie_service.py
index 444ef6852..3f45dc3c8 100644
--- a/src/plugins/built_in/maizone_refactored/services/cookie_service.py
+++ b/src/plugins/built_in/maizone_refactored/services/cookie_service.py
@@ -139,7 +139,6 @@ class CookieService:
         if cookies:
             logger.info(f"成功从Adapter API为 {qq_account} 获取Cookie，keys={list(cookies.keys())}")
             self._save_cookies_to_file(qq_account, cookies)
-            logger.info(f"[DEBUG] Cookie已保存，即将返回")
             return cookies
 
         logger.error(
diff --git a/src/plugins/built_in/maizone_refactored/services/qzone_service.py b/src/plugins/built_in/maizone_refactored/services/qzone_service.py
index e39951ea4..800bdfee0 100644
--- a/src/plugins/built_in/maizone_refactored/services/qzone_service.py
+++ b/src/plugins/built_in/maizone_refactored/services/qzone_service.py
@@ -274,7 +274,7 @@ class QZoneService:
 
                 # 检查是否是Cookie失效（-3000错误）
                 if "错误码: -3000" in error_msg and retry_count == 0:
-                    logger.warning(f"检测到Cookie失效（-3000错误），准备删除缓存并重试...")
+                    logger.warning("检测到Cookie失效（-3000错误），准备删除缓存并重试...")
 
                     # 删除Cookie缓存文件
                     cookie_file = self.cookie_service._get_cookie_file_path(qq_account)
diff --git a/src/plugins/built_in/napcat_adapter_plugin/src/send_handler.py b/src/plugins/built_in/napcat_adapter_plugin/src/send_handler.py
index dc070d3cc..2a055599c 100644
--- a/src/plugins/built_in/napcat_adapter_plugin/src/send_handler.py
+++ b/src/plugins/built_in/napcat_adapter_plugin/src/send_handler.py
@@ -202,9 +202,9 @@ class SendHandler:
                 response = await self.send_message_to_napcat(action, params)
 
             # 发送响应回MoFox-Bot
-            logger.info(f"[DEBUG handle_adapter_command] 即将调用send_adapter_command_response, request_id={request_id}")
+            logger.debug(f"[DEBUG handle_adapter_command] 即将调用send_adapter_command_response, request_id={request_id}")
             await self.send_adapter_command_response(raw_message_base, response, request_id)
-            logger.info(f"[DEBUG handle_adapter_command] send_adapter_command_response调用完成")
+            logger.debug(f"[DEBUG handle_adapter_command] send_adapter_command_response调用完成")
 
             if response.get("status") == "ok":
                 logger.info(f"适配器命令 {action} 执行成功")