diff --git a/plugin_common/plugin_interface.py b/plugin_common/plugin_interface.py
index 649e16b..a3411a4 100644
--- a/plugin_common/plugin_interface.py
+++ b/plugin_common/plugin_interface.py
@@ -77,9 +77,9 @@ class PluginInterface(ABC):
             if os.path.exists(config_path):
                 with open(config_path, "r", encoding="utf-8") as f:
                     plugin_config = toml.load(f)
-                    self.LOG.info(f"从 {config_path} 加载插件{self.name}配置:{plugin_config}")
+                    self.LOG.debug(f"从 {config_path} 加载插件{self.name}配置:{plugin_config}")
                 self._config.update(plugin_config)
-                self.LOG.info(f"从 {config_path} 加载插件配置成功")
+                self.LOG.debug(f"从 {config_path} 加载插件配置成功")
                 return True
             else:
                 self.LOG.info(f"插件配置文件 {config_path} 不存在，使用默认配置")
diff --git a/plugins/message_summary/main.py b/plugins/message_summary/main.py
index 9935e48..a49e1fe 100644
--- a/plugins/message_summary/main.py
+++ b/plugins/message_summary/main.py
@@ -62,14 +62,14 @@ class MessageSummaryPlugin(MessagePluginInterface):
 
     def start(self) -> bool:
         """启动插件"""
+        self.LOG.info(f"[{self.name}] 插件已启动")
         self.status = PluginStatus.RUNNING
-        self.LOG.info(f"{self.name} 插件已启动")
         return True
 
     def stop(self) -> bool:
         """停止插件"""
+        self.LOG.info(f"[{self.name}] 插件已停止")
         self.status = PluginStatus.STOPPED
-        self.LOG.info(f"{self.name} 插件已停止")
         return True
 
     @plugin_stats_decorator(plugin_name="群聊总结")
diff --git a/plugins/stats_collector/decorators.py b/plugins/stats_collector/decorators.py
index 1eb1788..1d4d562 100644
--- a/plugins/stats_collector/decorators.py
+++ b/plugins/stats_collector/decorators.py
@@ -20,10 +20,10 @@ def plugin_stats_decorator(plugin_name: str) -> Callable:
     """
     # 获取日志记录器
     logger = logging.getLogger(f"StatsCollector.{plugin_name}")
-    logger.info(f"为插件 '{plugin_name}' 应用统计装饰器")
+    logger.debug(f"为插件 '{plugin_name}' 应用统计装饰器")
     
     def decorator(func: Callable) -> Callable:
-        logger.info(f"装饰 '{plugin_name}' 的 {func.__name__} 方法")
+        logger.debug(f"装饰 '{plugin_name}' 的 {func.__name__} 方法")
         
         @functools.wraps(func)
         def wrapper(self, message: Dict[str, Any]) -> Tuple[bool, str]:
diff --git a/plugins/stats_collector/main.py b/plugins/stats_collector/main.py
index daf89f9..756c038 100644
--- a/plugins/stats_collector/main.py
+++ b/plugins/stats_collector/main.py
@@ -69,7 +69,6 @@ class StatsCollectorPlugin(PluginInterface):
         self.event_manager.register(PluginCallEndEvent, self.handle_plugin_call_end)
         self.event_manager.register(PluginCallErrorEvent, self.handle_plugin_error)
 
-        self.logger.info("统计收集插件已初始化")
         return True
 
     def handle_plugin_call_start(self, event: PluginCallStartEvent) -> None:
@@ -158,12 +157,12 @@ class StatsCollectorPlugin(PluginInterface):
 
     def start(self) -> bool:
         """启动插件"""
+        self.LOG.info(f"[{self.name}] 插件已启动")
         self.status = PluginStatus.RUNNING
-        self.LOG.info(f"{self.name} 插件已启动")
         return True
 
     def stop(self) -> bool:
         """停止插件"""
+        self.LOG.info(f"[{self.name}] 插件已停止")
         self.status = PluginStatus.STOPPED
-        self.LOG.info(f"{self.name} 插件已停止")
         return True
diff --git a/plugins/stats_dashboard/main.py b/plugins/stats_dashboard/main.py
index 4324e6b..c353505 100644
--- a/plugins/stats_dashboard/main.py
+++ b/plugins/stats_dashboard/main.py
@@ -112,12 +112,12 @@ class StatsDashboardPlugin(PluginInterface):
 
     def start(self) -> bool:
         """启动插件"""
+        self.LOG.info(f"[{self.name}] 插件已启动")
         self.status = PluginStatus.RUNNING
-        self.LOG.info(f"{self.name} 插件已启动")
         return True
 
     def stop(self) -> bool:
         """停止插件"""
+        self.LOG.info(f"[{self.name}] 插件已停止")
         self.status = PluginStatus.STOPPED
-        self.LOG.info(f"{self.name} 插件已停止")
         return True