diff --git a/astrbot/core/pipeline/__init__.py b/astrbot/core/pipeline/__init__.py
index 7ce9c6635..3501a5271 100644
--- a/astrbot/core/pipeline/__init__.py
+++ b/astrbot/core/pipeline/__init__.py
@@ -1,18 +1,18 @@
 from astrbot.core.message.message_event_result import (
-    MessageEventResult,
     EventResultType,
+    MessageEventResult,
 )
 
-from .waking_check.stage import WakingCheckStage
-from .whitelist_check.stage import WhitelistCheckStage
-from .session_status_check.stage import SessionStatusCheckStage
-from .rate_limit_check.stage import RateLimitStage
 from .content_safety_check.stage import ContentSafetyCheckStage
 from .platform_compatibility.stage import PlatformCompatibilityStage
 from .preprocess_stage.stage import PreProcessStage
 from .process_stage.stage import ProcessStage
-from .result_decorate.stage import ResultDecorateStage
+from .rate_limit_check.stage import RateLimitStage
 from .respond.stage import RespondStage
+from .result_decorate.stage import ResultDecorateStage
+from .session_status_check.stage import SessionStatusCheckStage
+from .waking_check.stage import WakingCheckStage
+from .whitelist_check.stage import WhitelistCheckStage
 
 # 管道阶段顺序
 STAGES_ORDER = [
diff --git a/astrbot/core/pipeline/process_stage/method/llm_request.py b/astrbot/core/pipeline/process_stage/method/llm_request.py
index 770bd65e8..6c6d10799 100644
--- a/astrbot/core/pipeline/process_stage/method/llm_request.py
+++ b/astrbot/core/pipeline/process_stage/method/llm_request.py
@@ -2,30 +2,30 @@
 本地 Agent 模式的 LLM 调用 Stage
 """
 
-import traceback
 import asyncio
-import json
 import copy
-from typing import Union, AsyncGenerator
-from ...context import PipelineContext
-from ..stage import Stage
-from astrbot.core.platform.astr_message_event import AstrMessageEvent
+import json
+import traceback
+from typing import AsyncGenerator, Union
+from astrbot.core import logger
+from astrbot.core.message.components import Image
 from astrbot.core.message.message_event_result import (
+    MessageChain,
     MessageEventResult,
     ResultContentType,
-    MessageChain,
 )
-from astrbot.core.message.components import Image
-from astrbot.core import logger
-from astrbot.core.utils.metrics import Metric
+from astrbot.core.platform.astr_message_event import AstrMessageEvent
+from astrbot.core.provider import Provider
 from astrbot.core.provider.entities import (
-    ProviderRequest,
     LLMResponse,
+    ProviderRequest,
 )
 from astrbot.core.star.session_llm_manager import SessionServiceManager
 from astrbot.core.star.star_handler import EventType
+from astrbot.core.utils.metrics import Metric
+from ...context import PipelineContext
 from ..agent_runner.tool_loop_agent import ToolLoopAgent
-from astrbot.core.provider import Provider
+from ..stage import Stage
 
 
 class LLMRequestSubStage(Stage):
@@ -74,13 +74,11 @@ class LLMRequestSubStage(Stage):
             logger.debug("未启用 LLM 能力，跳过处理。")
             return
 
-
         # 检查会话级别的LLM启停状态
         if not SessionServiceManager.should_process_llm_request(event):
             logger.debug(f"会话 {event.unified_msg_origin} 禁用了 LLM，跳过处理。")
             return
 
-
         provider = self._select_provider(event)
         if provider is None:
             return
@@ -167,7 +165,6 @@ class LLMRequestSubStage(Stage):
         if not req.session_id:
             req.session_id = event.unified_msg_origin
 
-
         # fix messages
         req.contexts = self.fix_messages(req.contexts)
 
@@ -184,9 +181,11 @@ class LLMRequestSubStage(Stage):
             while step_idx < self.max_step:
                 # 在每次实际请求 LLM 前检查会话级别的启停状态，这可以防止插件或函数工具调用时绕过会话级别的限制
                 if not SessionServiceManager.should_process_llm_request(event):
-                    logger.debug(f"会话 {event.unified_msg_origin} 禁用了 LLM，终止 LLM 请求。")
+                    logger.debug(
+                        f"会话 {event.unified_msg_origin} 禁用了 LLM，终止 LLM 请求。"
+                    )
                     return
-                
+
                 step_idx += 1
                 try:
                     async for resp in tool_loop_agent.step():
@@ -286,9 +285,11 @@ class LLMRequestSubStage(Stage):
         """处理 WebChat 平台的特殊情况，包括第一次 LLM 对话时总结对话内容生成 title"""
         # 检查会话级别的LLM启停状态，防止标题生成功能绕过会话级别限制
         if not SessionServiceManager.should_process_llm_request(event):
-            logger.debug(f"会话 {event.unified_msg_origin} 禁用了 LLM，跳过 WebChat 标题生成。")
+            logger.debug(
+                f"会话 {event.unified_msg_origin} 禁用了 LLM，跳过 WebChat 标题生成。"
+            )
             return
-            
+
         conversation = await self.conv_manager.get_conversation(
             event.unified_msg_origin, req.conversation.cid
         )
diff --git a/astrbot/core/pipeline/result_decorate/stage.py b/astrbot/core/pipeline/result_decorate/stage.py
index 6ec90fdb7..c9b8b4b8a 100644
--- a/astrbot/core/pipeline/result_decorate/stage.py
+++ b/astrbot/core/pipeline/result_decorate/stage.py
@@ -3,7 +3,7 @@ import time
 import traceback
 from typing import AsyncGenerator, Union
 
-from astrbot.core import html_renderer, logger, file_token_service
+from astrbot.core import file_token_service, html_renderer, logger
 from astrbot.core.message.components import At, File, Image, Node, Plain, Record, Reply
 from astrbot.core.message.message_event_result import ResultContentType
 from astrbot.core.platform.astr_message_event import AstrMessageEvent
@@ -177,7 +177,7 @@ class ResultDecorateStage(Stage):
             tts_provider = self.ctx.plugin_manager.context.get_using_tts_provider(
                 event.unified_msg_origin
             )
-            
+
             if (
                 self.ctx.astrbot_config["provider_tts_settings"]["enable"]
                 and result.is_llm_result()
diff --git a/astrbot/core/pipeline/waking_check/stage.py b/astrbot/core/pipeline/waking_check/stage.py
index 3797751bf..2345b6466 100644
--- a/astrbot/core/pipeline/waking_check/stage.py
+++ b/astrbot/core/pipeline/waking_check/stage.py
@@ -1,14 +1,16 @@
-from ..stage import Stage, register_stage
-from ..context import PipelineContext
+from typing import AsyncGenerator, Union
+
 from astrbot import logger
-from typing import Union, AsyncGenerator
-from astrbot.core.platform.astr_message_event import AstrMessageEvent
-from astrbot.core.message.message_event_result import MessageEventResult, MessageChain
 from astrbot.core.message.components import At, AtAll, Reply
-from astrbot.core.star.star_handler import star_handlers_registry, EventType
-from astrbot.core.star.star import star_map
+from astrbot.core.message.message_event_result import MessageChain, MessageEventResult
+from astrbot.core.platform.astr_message_event import AstrMessageEvent
 from astrbot.core.star.filter.permission import PermissionTypeFilter
 from astrbot.core.star.session_plugin_manager import SessionPluginManager
+from astrbot.core.star.star import star_map
+from astrbot.core.star.star_handler import EventType, star_handlers_registry
+
+from ..context import PipelineContext
+from ..stage import Stage, register_stage
 
 
 @register_stage
@@ -168,7 +170,9 @@ class WakingCheckStage(Stage):
             event._extras.pop("parsed_params", None)
 
         # 根据会话配置过滤插件处理器
-        activated_handlers = SessionPluginManager.filter_handlers_by_session(event, activated_handlers)
+        activated_handlers = SessionPluginManager.filter_handlers_by_session(
+            event, activated_handlers
+        )
 
         event.set_extra("activated_handlers", activated_handlers)
         event.set_extra("handlers_parsed_params", handlers_parsed_params)
diff --git a/astrbot/core/star/session_llm_manager.py b/astrbot/core/star/session_llm_manager.py
index 6121cbfa1..0c78c5637 100644
--- a/astrbot/core/star/session_llm_manager.py
+++ b/astrbot/core/star/session_llm_manager.py
@@ -2,8 +2,9 @@
 会话服务管理器 - 负责管理每个会话的LLM、TTS等服务的启停状态
 """
 
-from astrbot.core import sp, logger
 from typing import Dict
+
+from astrbot.core import logger, sp
 from astrbot.core.platform.astr_message_event import AstrMessageEvent
 
 
@@ -316,7 +317,7 @@ class SessionServiceManager:
         custom_name = SessionServiceManager.get_session_custom_name(session_id)
         if custom_name:
             return custom_name
-        
+
         # 如果没有自定义名称，返回session_id的最后一段
         return session_id.split(":")[2] if session_id.count(":") >= 2 else session_id
 
diff --git a/astrbot/dashboard/routes/session_management.py b/astrbot/dashboard/routes/session_management.py
index d1f5f5631..852323d29 100644
--- a/astrbot/dashboard/routes/session_management.py
+++ b/astrbot/dashboard/routes/session_management.py
@@ -1,12 +1,15 @@
 import traceback
-from .route import Route, Response, RouteContext
-from astrbot.core import logger, sp
+
 from quart import request
-from astrbot.core.db import BaseDatabase
+
+from astrbot.core import logger, sp
 from astrbot.core.core_lifecycle import AstrBotCoreLifecycle
+from astrbot.core.db import BaseDatabase
 from astrbot.core.provider.entities import ProviderType
-from astrbot.core.star.session_plugin_manager import SessionPluginManager
 from astrbot.core.star.session_llm_manager import SessionServiceManager
+from astrbot.core.star.session_plugin_manager import SessionPluginManager
+
+from .route import Response, Route, RouteContext
 
 
 class SessionManagementRoute(Route):
diff --git a/astrbot/dashboard/server.py b/astrbot/dashboard/server.py
index 889c2f327..06f6f8e60 100644
--- a/astrbot/dashboard/server.py
+++ b/astrbot/dashboard/server.py
@@ -1,20 +1,23 @@
-import logging
-import jwt
 import asyncio
+import logging
 import os
 import socket
+
+import jwt
 import psutil
-from astrbot.core.config.default import VERSION
-from quart import Quart, request, jsonify, g
+from quart import Quart, g, jsonify, request
 from quart.logging import default_handler
-from astrbot.core.core_lifecycle import AstrBotCoreLifecycle
-from .routes import *
-from .routes.route import RouteContext, Response
-from .routes.session_management import SessionManagementRoute
+
 from astrbot.core import logger
+from astrbot.core.config.default import VERSION
+from astrbot.core.core_lifecycle import AstrBotCoreLifecycle
 from astrbot.core.db import BaseDatabase
-from astrbot.core.utils.io import get_local_ip_addresses
 from astrbot.core.utils.astrbot_path import get_astrbot_data_path
+from astrbot.core.utils.io import get_local_ip_addresses
+
+from .routes import *
+from .routes.route import Response, RouteContext
+from .routes.session_management import SessionManagementRoute
 
 APP: Quart = None
 
@@ -36,7 +39,7 @@ class AstrBotDashboard:
         )  # 将 Flask 允许的最大上传文件体大小设置为 128 MB
         self.app.json.sort_keys = False
         self.app.before_request(self.auth_middleware)
-        # token 用于验证请求        
+        # token 用于验证请求
         logging.getLogger(self.app.name).removeHandler(default_handler)
         self.context = RouteContext(self.config, self.app)
         self.ur = UpdateRoute(
@@ -54,7 +57,9 @@ class AstrBotDashboard:
         self.tools_root = ToolsRoute(self.context, core_lifecycle)
         self.conversation_route = ConversationRoute(self.context, db, core_lifecycle)
         self.file_route = FileRoute(self.context)
-        self.session_management_route = SessionManagementRoute(self.context, db, core_lifecycle)
+        self.session_management_route = SessionManagementRoute(
+            self.context, db, core_lifecycle
+        )
 
         self.app.add_url_rule(
             "/api/plug/<path:subpath>",
diff --git a/packages/astrbot/main.py b/packages/astrbot/main.py
index 0f404320e..2be7887e8 100644
--- a/packages/astrbot/main.py
+++ b/packages/astrbot/main.py
@@ -338,31 +338,35 @@ class Main(star.Star):
     async def tts(self, event: AstrMessageEvent):
         """开关文本转语音（会话级别）"""
         from astrbot.core.star.session_llm_manager import SessionServiceManager
-        
+
         session_id = event.unified_msg_origin
         current_status = SessionServiceManager.is_tts_enabled_for_session(session_id)
-        
+
         # 切换状态
         new_status = not current_status
         SessionServiceManager.set_tts_status_for_session(session_id, new_status)
-        
+
         status_text = "已开启" if new_status else "已关闭"
-        event.set_result(MessageEventResult().message(f"{status_text}当前会话的文本转语音。"))
+        event.set_result(
+            MessageEventResult().message(f"{status_text}当前会话的文本转语音。")
+        )
 
     @filter.command("mcp")
     async def mcp(self, event: AstrMessageEvent):
         """开关MCP工具调用（会话级别）"""
         from astrbot.core.star.session_llm_manager import SessionServiceManager
-        
+
         session_id = event.unified_msg_origin
         current_status = SessionServiceManager.is_mcp_enabled_for_session(session_id)
-        
+
         # 切换状态
         new_status = not current_status
         SessionServiceManager.set_mcp_status_for_session(session_id, new_status)
-        
+
         status_text = "已开启" if new_status else "已关闭"
-        event.set_result(MessageEventResult().message(f"{status_text}当前会话的MCP工具调用。"))
+        event.set_result(
+            MessageEventResult().message(f"{status_text}当前会话的MCP工具调用。")
+        )
 
     @filter.command("sid")
     async def sid(self, event: AstrMessageEvent):