diff --git a/plugins/ai_auto_response/main.py b/plugins/ai_auto_response/main.py
index e0f54fd..6e26219 100644
--- a/plugins/ai_auto_response/main.py
+++ b/plugins/ai_auto_response/main.py
@@ -65,7 +65,7 @@ class AIAutoResponsePlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
diff --git a/plugins/ai_gen_image/main.py b/plugins/ai_gen_image/main.py
index 849b1b5..ff546e0 100644
--- a/plugins/ai_gen_image/main.py
+++ b/plugins/ai_gen_image/main.py
@@ -62,7 +62,7 @@ class AIGenImagePlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -85,7 +85,7 @@ class AIGenImagePlugin(MessagePluginInterface):
                                      'temp')
         os.makedirs(self.temp_dir, exist_ok=True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/beautyleg/main.py b/plugins/beautyleg/main.py
index f878f47..347f45b 100644
--- a/plugins/beautyleg/main.py
+++ b/plugins/beautyleg/main.py
@@ -62,7 +62,7 @@ class BeautyLegPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -79,7 +79,7 @@ class BeautyLegPlugin(MessagePluginInterface):
             self.LOG.warning(f"图片文件夹不存在: {self.image_folder}")
             os.makedirs(self.image_folder, exist_ok=True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/dify/main.py b/plugins/dify/main.py
index 4c07b81..c088985 100644
--- a/plugins/dify/main.py
+++ b/plugins/dify/main.py
@@ -82,7 +82,7 @@ class DifyPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -100,7 +100,7 @@ class DifyPlugin(MessagePluginInterface):
         self.whitelist_ignore = dify_config.get("whitelist_ignore", False)
         self.http_proxy = dify_config.get("http-proxy", "")
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/douyin_parser/main.py b/plugins/douyin_parser/main.py
index cc69383..5ed4066 100644
--- a/plugins/douyin_parser/main.py
+++ b/plugins/douyin_parser/main.py
@@ -75,7 +75,7 @@ class DouyinParserPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
diff --git a/plugins/duanju_search/main.py b/plugins/duanju_search/main.py
index d71252d..e5fe624 100644
--- a/plugins/duanju_search/main.py
+++ b/plugins/duanju_search/main.py
@@ -57,7 +57,7 @@ class DuanjuSearchPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -66,7 +66,7 @@ class DuanjuSearchPlugin(MessagePluginInterface):
         self.command_format = self._config.get("DuanjuSearch", {}).get("command-format", "短剧 剧名")
         self.enable = self._config.get("DuanjuSearch", {}).get("enable", True)
         self.api_url = self._config.get("DuanjuSearch", {}).get("api_url", "https://api.uuuka.com/api/search")
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/fanhao_search/main.py b/plugins/fanhao_search/main.py
index bfde55b..fe27e71 100644
--- a/plugins/fanhao_search/main.py
+++ b/plugins/fanhao_search/main.py
@@ -56,7 +56,7 @@ class FanhaoSearchPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         self.event_system = context.get("event_system")
 
@@ -76,7 +76,7 @@ class FanhaoSearchPlugin(MessagePluginInterface):
         self.search_fields = cfg.get("search_fields", ["number"])  # 可能的字段名
 
         # 延迟连接，在首次查询时连接，避免初始化阻塞
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/game_task/main.py b/plugins/game_task/main.py
index 9e201fc..a022778 100644
--- a/plugins/game_task/main.py
+++ b/plugins/game_task/main.py
@@ -64,7 +64,7 @@ class GameTaskPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -90,7 +90,7 @@ class GameTaskPlugin(MessagePluginInterface):
         # 初始化数据库连接
         self.db_manager = DBConnectionManager.get_instance()
         self.encyclopedia_db = EncyclopediaDB(self.db_manager)
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/global_news/main.py b/plugins/global_news/main.py
index 2cc0777..b3e2d53 100644
--- a/plugins/global_news/main.py
+++ b/plugins/global_news/main.py
@@ -66,7 +66,7 @@ class GlobalNewsPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -78,7 +78,7 @@ class GlobalNewsPlugin(MessagePluginInterface):
         self.enable = self._config.get("GlobalNews", {}).get("enable", True)
         self._key = self._config.get("GlobalNews", {}).get("authorization", "")
         self._url = self._config.get("GlobalNews", {}).get("url", "")
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/group_auto_invite/main.py b/plugins/group_auto_invite/main.py
index c304347..e7a2763 100644
--- a/plugins/group_auto_invite/main.py
+++ b/plugins/group_auto_invite/main.py
@@ -60,7 +60,7 @@ class GroupAutoInvitePlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 获取Redis连接池
         self.redis_pool = context.get("redis_pool")
@@ -71,7 +71,7 @@ class GroupAutoInvitePlugin(MessagePluginInterface):
         self.command_format = plugin_config.get("command-format", "#加群配置|help")
         self.enable = plugin_config.get("enable", True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/group_member_change/main.py b/plugins/group_member_change/main.py
index a1f4c31..21c9603 100644
--- a/plugins/group_member_change/main.py
+++ b/plugins/group_member_change/main.py
@@ -54,7 +54,7 @@ class GroupMemberChangePlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         self.LOG.info(f"{self.name} 插件初始化完成")
         return True
diff --git a/plugins/group_virtual/main.py b/plugins/group_virtual/main.py
index 0c2dc9a..0efdde9 100644
--- a/plugins/group_virtual/main.py
+++ b/plugins/group_virtual/main.py
@@ -59,7 +59,7 @@ class GroupVirtualPlugin(MessagePluginInterface):
 
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
diff --git a/plugins/guess_song/main.py b/plugins/guess_song/main.py
index 0a5d946..58a3f92 100644
--- a/plugins/guess_song/main.py
+++ b/plugins/guess_song/main.py
@@ -125,7 +125,7 @@ class GuessSongPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -158,7 +158,7 @@ class GuessSongPlugin(MessagePluginInterface):
             "王菲", "张惠妹", "孙燕姿", "蔡依林", "五月天"
         ])
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/jd_sign_token/main.py b/plugins/jd_sign_token/main.py
index 62c2840..0e2413d 100644
--- a/plugins/jd_sign_token/main.py
+++ b/plugins/jd_sign_token/main.py
@@ -197,7 +197,7 @@ class JDTokenPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -215,7 +215,7 @@ class JDTokenPlugin(MessagePluginInterface):
         # 初始化青龙面板连接
         self.ql = QL(ql_host, client_id, client_secret)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/lucky_pot/main.py b/plugins/lucky_pot/main.py
index 0591ae6..e8ef5f4 100644
--- a/plugins/lucky_pot/main.py
+++ b/plugins/lucky_pot/main.py
@@ -119,7 +119,7 @@ class LuckyPotPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -145,7 +145,7 @@ class LuckyPotPlugin(MessagePluginInterface):
         # 玩家冷却时间 {user_id: timestamp}
         self.player_cooldowns = {}
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/message_push_task/main.py b/plugins/message_push_task/main.py
index f6b42e5..0ba2c20 100644
--- a/plugins/message_push_task/main.py
+++ b/plugins/message_push_task/main.py
@@ -58,7 +58,7 @@ class MessagePushTask(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -78,7 +78,7 @@ class MessagePushTask(MessagePluginInterface):
         self.command_format = self._config.get("MessagePush", {}).get("command-format", "推送 消息内容")
         self.enable = self._config.get("MessagePush", {}).get("enable", True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/message_sign/main.py b/plugins/message_sign/main.py
index 5c58042..18f61cb 100644
--- a/plugins/message_sign/main.py
+++ b/plugins/message_sign/main.py
@@ -75,7 +75,7 @@ class MessageSignPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
diff --git a/plugins/music/main.py b/plugins/music/main.py
index 86071f1..58d3756 100644
--- a/plugins/music/main.py
+++ b/plugins/music/main.py
@@ -62,7 +62,7 @@ class MusicPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -71,7 +71,7 @@ class MusicPlugin(MessagePluginInterface):
         self.command_format = self._config.get("Music", {}).get("command-format", "点歌 歌曲名")
         self.enable = self._config.get("Music", {}).get("enable", True)
         self.music_api_url = self._config.get("Music", {}).get("music_api_url", "")
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/plugin_manager/main.py b/plugins/plugin_manager/main.py
index d9d2aff..514a0b1 100644
--- a/plugins/plugin_manager/main.py
+++ b/plugins/plugin_manager/main.py
@@ -69,7 +69,7 @@ class PluginManagerPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -78,7 +78,7 @@ class PluginManagerPlugin(MessagePluginInterface):
         self.command_format = self._config.get("PluginManager", {}).get("command-format", "插件 列表")
         self.enable = self._config.get("PluginManager", {}).get("enable", True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def can_process(self, message: Dict[str, Any]) -> bool:
diff --git a/plugins/point_trade/main.py b/plugins/point_trade/main.py
index 24afc7d..82537c9 100644
--- a/plugins/point_trade/main.py
+++ b/plugins/point_trade/main.py
@@ -69,7 +69,7 @@ class PointTradePlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -112,7 +112,7 @@ class PointTradePlugin(MessagePluginInterface):
         # 打劫冷却记录 {wxid: last_rob_time}
         self.rob_cooldown_records = {}
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/robot_menu/main.py b/plugins/robot_menu/main.py
index 2637475..08e5904 100644
--- a/plugins/robot_menu/main.py
+++ b/plugins/robot_menu/main.py
@@ -58,7 +58,7 @@ class RobotMenuPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -68,7 +68,7 @@ class RobotMenuPlugin(MessagePluginInterface):
         self.command_format = self._config.get("RobotMenu", {}).get("command-format", "菜单 功能名")
         self.enable = self._config.get("RobotMenu", {}).get("enable", True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/stats_collector/main.py b/plugins/stats_collector/main.py
index ecc0604..efdfb28 100644
--- a/plugins/stats_collector/main.py
+++ b/plugins/stats_collector/main.py
@@ -40,7 +40,7 @@ class StatsCollectorPlugin(PluginInterface):
     def __init__(self):
         super().__init__()
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
         # 默认配置
         self.config = {
             "enable": True,
diff --git a/plugins/system_updater/main.py b/plugins/system_updater/main.py
index f33b967..c65186d 100644
--- a/plugins/system_updater/main.py
+++ b/plugins/system_updater/main.py
@@ -61,7 +61,7 @@ class SystemUpdaterPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.config = self._config
@@ -74,7 +74,7 @@ class SystemUpdaterPlugin(MessagePluginInterface):
         self.admin_wxids = plugin_config.get("admin_wxids", [])
         self.enable = plugin_config.get("enable", True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/video/main.py b/plugins/video/main.py
index 775a833..54a9278 100644
--- a/plugins/video/main.py
+++ b/plugins/video/main.py
@@ -67,7 +67,7 @@ class VideoPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.gbm = context.get("gbm")
diff --git a/plugins/video_man/main.py b/plugins/video_man/main.py
index 181cf68..7fbff45 100644
--- a/plugins/video_man/main.py
+++ b/plugins/video_man/main.py
@@ -68,7 +68,7 @@ class VideoManPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
@@ -82,7 +82,7 @@ class VideoManPlugin(MessagePluginInterface):
         if not os.path.exists(self.download_dir):
             os.makedirs(self.download_dir, exist_ok=True)
 
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/plugins/weather/main.py b/plugins/weather/main.py
index b02b3e4..020844e 100644
--- a/plugins/weather/main.py
+++ b/plugins/weather/main.py
@@ -121,7 +121,7 @@ class WeatherPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # Redis 初始化
         self.db_manager = DBConnectionManager.get_instance()
diff --git a/plugins/xiuren_image/main.py b/plugins/xiuren_image/main.py
index 107fa34..2f32683 100644
--- a/plugins/xiuren_image/main.py
+++ b/plugins/xiuren_image/main.py
@@ -68,7 +68,7 @@ class XiurenImagePlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         # 保存上下文对象
         self.event_system = context.get("event_system")
diff --git a/plugins/xiuxian/main.py b/plugins/xiuxian/main.py
index d230d65..1981a3f 100644
--- a/plugins/xiuxian/main.py
+++ b/plugins/xiuxian/main.py
@@ -236,7 +236,7 @@ class XiuxianPlugin(MessagePluginInterface):
     def initialize(self, context: Dict[str, Any]) -> bool:
         """初始化插件：加载配置，接入 DB 与 Redis，并注册功能权限。"""
         self.LOG = logger
-        self.LOG.info(f"正在初始化 {self.name} 插件...")
+        self.LOG.debug(f"正在初始化 {self.name} 插件...")
 
         self.event_system = context.get("event_system")
         self.db_manager = DBConnectionManager.get_instance()
@@ -435,7 +435,7 @@ class XiuxianPlugin(MessagePluginInterface):
                 self.LOG.warning(f"解析境界配置失败: {realm_name}={config_str}, 错误: {e}")
 
         self.LOG.info(f"境界配置解析完成：层级阈值{len(self.layer_threshold_map)}个，突破配置{len(self.break_config)}个")
-        self.LOG.info(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
+        self.LOG.debug(f"[{self.name}] 插件初始化完成，指令：{self._commands}")
         return True
 
     def start(self) -> bool:
diff --git a/utils/robot_cmd/robot_command.py b/utils/robot_cmd/robot_command.py
index dd5b9e8..2230a83 100644
--- a/utils/robot_cmd/robot_command.py
+++ b/utils/robot_cmd/robot_command.py
@@ -161,7 +161,7 @@ class GroupBotManager:
         """从 Redis 加载数据到本地缓存"""
         group_list = r.smembers("group:list")
         # 输出group_list 列表  
-        logger.info(f"group_list: {group_list}")
+        logger.debug(f"group_list: {group_list}")
         GroupBotManager.local_cache["group_list"] = set(group_list)
 
         # 加载群组权限
diff --git a/utils/wechat/message_to_db.py b/utils/wechat/message_to_db.py
index 5a5cef9..7d3043d 100644
--- a/utils/wechat/message_to_db.py
+++ b/utils/wechat/message_to_db.py
@@ -64,7 +64,7 @@ class MessageStorage:
         # 确保图片存储目录存在
         if not os.path.exists(self.image_dir):
             os.makedirs(self.image_dir, exist_ok=True)
-        logger.info(f"图片存储目录: {self.image_dir}")
+        logger.debug(f"图片存储目录: {self.image_dir}")
 
     def process_message(self, message: WxMessage):
         # 示例message字符串