diff --git a/zhenxun/builtin_plugins/hooks/auth/auth_admin.py b/zhenxun/builtin_plugins/hooks/auth/auth_admin.py
index 0aac05b1..e03a4f33 100644
--- a/zhenxun/builtin_plugins/hooks/auth/auth_admin.py
+++ b/zhenxun/builtin_plugins/hooks/auth/auth_admin.py
@@ -76,8 +76,7 @@ async def auth_admin(
                 raise SkipPluginException(
                     f"{plugin.name}({plugin.module}) 管理员权限不足...",
                     tip_message=(
-                        f"你的权限不足喔，该功能需要的权限等级: "
-                        f"{plugin.admin_level}"
+                        f"你的权限不足喔，该功能需要的权限等级: {plugin.admin_level}"
                     ),
                     tip_background=True,
                 )
diff --git a/zhenxun/builtin_plugins/hooks/auth/context.py b/zhenxun/builtin_plugins/hooks/auth/context.py
index 34c37bb8..077e6d67 100644
--- a/zhenxun/builtin_plugins/hooks/auth/context.py
+++ b/zhenxun/builtin_plugins/hooks/auth/context.py
@@ -181,8 +181,7 @@ def event_cache_key(
     channel_id = entity.channel_id or ""
     scope = platform_scope or platform
     return (
-        f"{scope}:{platform}:{bot_id}:{entity.user_id}:"
-        f"{group_id}:{channel_id}:{msg_id}"
+        f"{scope}:{platform}:{bot_id}:{entity.user_id}:{group_id}:{channel_id}:{msg_id}"
     )
 
 
diff --git a/zhenxun/builtin_plugins/info/my_info.py b/zhenxun/builtin_plugins/info/my_info.py
index bbdf5e59..93b56b2a 100644
--- a/zhenxun/builtin_plugins/info/my_info.py
+++ b/zhenxun/builtin_plugins/info/my_info.py
@@ -121,14 +121,16 @@ async def get_chat_history(
     now = datetime.now()
     filter_date = now - timedelta(days=7)
     date_list = await _read_db(
-        lambda: ChatHistory.filter(
-            user_id=user_id,
-            group_id=group_id,
-            create_time__gte=filter_date,
-        )
-        .annotate(date=RawSQL("DATE(create_time)"), count=Count("id"))
-        .group_by("date")
-        .values("date", "count"),
+        lambda: (
+            ChatHistory.filter(
+                user_id=user_id,
+                group_id=group_id,
+                create_time__gte=filter_date,
+            )
+            .annotate(date=RawSQL("DATE(create_time)"), count=Count("id"))
+            .group_by("date")
+            .values("date", "count")
+        ),
         "MyInfo.chat_history_chart",
         [],
     )
diff --git a/zhenxun/builtin_plugins/scheduler/auto_update_group.py b/zhenxun/builtin_plugins/scheduler/auto_update_group.py
index 2f98ceb2..411ca66e 100644
--- a/zhenxun/builtin_plugins/scheduler/auto_update_group.py
+++ b/zhenxun/builtin_plugins/scheduler/auto_update_group.py
@@ -59,7 +59,7 @@ async def _prune_stale_tags():
     deleted_count = await tag_manager.prune_stale_group_links()
     if deleted_count > 0:
         logger.info(
-            f"定时任务：成功清理了 {deleted_count} 个无效的群组标签" f"关联。",
+            f"定时任务：成功清理了 {deleted_count} 个无效的群组标签关联。",
             "群组标签管理",
         )
     else:
diff --git a/zhenxun/builtin_plugins/sign_in/utils.py b/zhenxun/builtin_plugins/sign_in/utils.py
index f01589f0..0e494d63 100644
--- a/zhenxun/builtin_plugins/sign_in/utils.py
+++ b/zhenxun/builtin_plugins/sign_in/utils.py
@@ -23,9 +23,9 @@ from .config import (
     lik2relation,
 )
 
-assert (
-    len(level2attitude) == len(lik2level) == len(lik2relation)
-), "好感度态度、等级、关系长度不匹配！"
+assert len(level2attitude) == len(lik2level) == len(lik2relation), (
+    "好感度态度、等级、关系长度不匹配！"
+)
 
 AVA_URL = "http://q1.qlogo.cn/g?b=qq&nk={}&s=160"
 
diff --git a/zhenxun/builtin_plugins/superuser/tag_manage.py b/zhenxun/builtin_plugins/superuser/tag_manage.py
index dfbbdb77..2801b80a 100644
--- a/zhenxun/builtin_plugins/superuser/tag_manage.py
+++ b/zhenxun/builtin_plugins/superuser/tag_manage.py
@@ -426,8 +426,9 @@ async def handle_delete(names: Match[list[str]]):
 async def handle_clear():
     confirm = await prompt_until(
         "【警告】此操作将删除所有群组标签，是否继续？\n请输入 `是` 或 `确定` 确认操作",
-        lambda msg: msg.extract_plain_text().lower()
-        in ["是", "确定", "yes", "confirm"],
+        lambda msg: (
+            msg.extract_plain_text().lower() in ["是", "确定", "yes", "confirm"]
+        ),
         timeout=30,
         retry=1,
     )
diff --git a/zhenxun/services/ai/llm/engine/router.py b/zhenxun/services/ai/llm/engine/router.py
index 81a9e64e..ed1b2dc2 100644
--- a/zhenxun/services/ai/llm/engine/router.py
+++ b/zhenxun/services/ai/llm/engine/router.py
@@ -88,8 +88,7 @@ class FallbackRouter(BaseModelRouter):
                     )
                     raise e
                 logger.warning(
-                    f"⚠️ 节点 '{m_name}' "
-                    f"错误 ({e.__class__.__name__})，触发故障转移..."
+                    f"⚠️ 节点 '{m_name}' 错误 ({e.__class__.__name__})，触发故障转移..."
                 )
                 errors.append(f"{m_name}({e.__class__.__name__})")
             except Exception as e:
@@ -99,7 +98,7 @@ class FallbackRouter(BaseModelRouter):
         if all_nodes_bypassed and len(model_names) > 1:
             fallback_model = health_manager.get_best_fallback_route(model_names)
             logger.warning(
-                f"⚠️ 路由组所有节点均已宕机！" f"强制放行 '{fallback_model}' 探活..."
+                f"⚠️ 路由组所有节点均已宕机！强制放行 '{fallback_model}' 探活..."
             )
             try:
                 async with await get_model_instance(
diff --git a/zhenxun/services/db_context/schema_guard.py b/zhenxun/services/db_context/schema_guard.py
index 2ef9955a..891b0d6f 100644
--- a/zhenxun/services/db_context/schema_guard.py
+++ b/zhenxun/services/db_context/schema_guard.py
@@ -339,9 +339,7 @@ def _index_sql(table: str, columns: tuple[str, ...], dialect: Dialect) -> str |
     index_sql = _quote_identifier(_index_name(table, columns), dialect)
     columns_sql = ", ".join(_quote_identifier(column, dialect) for column in columns)
     if dialect in {"sqlite", "postgres"}:
-        return (
-            f"CREATE INDEX IF NOT EXISTS {index_sql} " f"ON {table_sql}({columns_sql})"
-        )
+        return f"CREATE INDEX IF NOT EXISTS {index_sql} ON {table_sql}({columns_sql})"
     if dialect == "mysql":
         return f"CREATE INDEX {index_sql} ON {table_sql}({columns_sql})"
     return None