diff --git a/astrbot/core/event_bus.py b/astrbot/core/event_bus.py
index 70b5f054e..a9f388af4 100644
--- a/astrbot/core/event_bus.py
+++ b/astrbot/core/event_bus.py
@@ -47,7 +47,7 @@ class EventBus:
                     f"PipelineScheduler not found for id: {conf_id}, event ignored."
                 )
                 continue
-            asyncio.create_task(scheduler.execute(event))
+            asyncio.create_task(scheduler.execute(event))  # noqa: RUF006
 
     def _print_event(self, event: AstrMessageEvent, conf_name: str) -> None:
         """用于记录事件信息
diff --git a/astrbot/core/pipeline/process_stage/method/agent_request.py b/astrbot/core/pipeline/process_stage/method/agent_request.py
index f37332f5b..52cd400ce 100644
--- a/astrbot/core/pipeline/process_stage/method/agent_request.py
+++ b/astrbot/core/pipeline/process_stage/method/agent_request.py
@@ -1,11 +1,11 @@
 from collections.abc import AsyncGenerator
 
 from astrbot.core import logger
+from astrbot.core.pipeline.context import PipelineContext
+from astrbot.core.pipeline.stage import Stage
 from astrbot.core.platform.astr_message_event import AstrMessageEvent
 from astrbot.core.star.session_llm_manager import SessionServiceManager
 
-from ...context import PipelineContext
-from ..stage import Stage
 from .agent_sub_stages.internal import InternalAgentSubStage
 from .agent_sub_stages.third_party import ThirdPartyAgentSubStage
 
@@ -44,5 +44,5 @@ class AgentRequestSubStage(Stage):
             )
             return
 
-        async for resp in self.agent_sub_stage.process(event, self.prov_wake_prefix):
+        async for resp in self.agent_sub_stage.process(event):
             yield resp
diff --git a/astrbot/core/pipeline/process_stage/method/agent_sub_stages/internal.py b/astrbot/core/pipeline/process_stage/method/agent_sub_stages/internal.py
index 2957bc70e..8eec392f4 100644
--- a/astrbot/core/pipeline/process_stage/method/agent_sub_stages/internal.py
+++ b/astrbot/core/pipeline/process_stage/method/agent_sub_stages/internal.py
@@ -8,6 +8,7 @@ from dataclasses import replace
 from astrbot.core import logger
 from astrbot.core.agent.message import Message
 from astrbot.core.agent.response import AgentStats
+from astrbot.core.astr_agent_run_util import AgentRunner, run_agent, run_live_agent
 from astrbot.core.astr_main_agent import (
     MainAgentBuildConfig,
     MainAgentBuildResult,
@@ -22,20 +23,8 @@ from astrbot.core.message.message_event_result import (
 from astrbot.core.persona_error_reply import (
     extract_persona_custom_error_message_from_event,
 )
-from astrbot.core.pipeline.stage import Stage
-from astrbot.core.platform.astr_message_event import AstrMessageEvent
-from astrbot.core.provider.entities import (
-    LLMResponse,
-    ProviderRequest,
-)
-from astrbot.core.star.star_handler import EventType
-from astrbot.core.utils.astrbot_path import get_astrbot_root, get_astrbot_skills_path
-from astrbot.core.utils.metrics import Metric
-from astrbot.core.utils.session_lock import session_lock_manager
-
-from .....astr_agent_run_util import AgentRunner, run_agent, run_live_agent
-from ....context import PipelineContext, call_event_hook
-from ...follow_up import (
+from astrbot.core.pipeline.context import PipelineContext, call_event_hook
+from astrbot.core.pipeline.process_stage.follow_up import (
     FollowUpCapture,
     finalize_follow_up_capture,
     prepare_follow_up_capture,
@@ -43,11 +32,25 @@ from ...follow_up import (
     try_capture_follow_up,
     unregister_active_runner,
 )
+from astrbot.core.pipeline.stage import Stage
+from astrbot.core.platform.astr_message_event import AstrMessageEvent
+from astrbot.core.provider.entities import (
+    LLMResponse,
+    ProviderRequest,
+)
+from astrbot.core.star.star_handler import EventType
+from astrbot.core.tool_provider import ToolProvider
+from astrbot.core.utils.astrbot_path import get_astrbot_root, get_astrbot_skills_path
+from astrbot.core.utils.metrics import Metric
+from astrbot.core.utils.session_lock import session_lock_manager
 
 
 class InternalAgentSubStage(Stage):
     async def initialize(self, ctx: PipelineContext) -> None:
         self.ctx = ctx
+        self.provider_wake_prefix: str = ctx.astrbot_config["provider_settings"][
+            "wake_prefix"
+        ]
         conf = ctx.astrbot_config
         settings = conf["provider_settings"]
         self.streaming_response: bool = settings["streaming_response"]
@@ -118,7 +121,7 @@ class InternalAgentSubStage(Stage):
         from astrbot.core.computer.computer_tool_provider import ComputerToolProvider
         from astrbot.core.cron.cron_tool_provider import CronToolProvider
 
-        _tool_providers = [ComputerToolProvider()]
+        _tool_providers: list[ToolProvider] = [ComputerToolProvider()]
         if self.add_cron_tools:
             _tool_providers.append(CronToolProvider())
 
@@ -149,8 +152,9 @@ class InternalAgentSubStage(Stage):
         )
 
     async def process(
-        self, event: AstrMessageEvent, provider_wake_prefix: str
-    ) -> AsyncGenerator[None, None]:
+        self,
+        event: AstrMessageEvent,
+    ) -> None | AsyncGenerator[None, None]:
         follow_up_capture: FollowUpCapture | None = None
         follow_up_consumed_marked = False
         follow_up_activated = False
@@ -198,7 +202,7 @@ class InternalAgentSubStage(Stage):
                 try:
                     build_cfg = replace(
                         self.main_agent_cfg,
-                        provider_wake_prefix=provider_wake_prefix,
+                        provider_wake_prefix=self.provider_wake_prefix,
                         streaming_response=streaming_response,
                     )
 
@@ -368,7 +372,7 @@ class InternalAgentSubStage(Stage):
                             user_aborted=agent_runner.was_aborted(),
                         )
 
-                    asyncio.create_task(
+                    asyncio.create_task(  # noqa: RUF006
                         Metric.upload(
                             llm_tick=1,
                             model_name=agent_runner.provider.get_model(),
diff --git a/astrbot/core/pipeline/process_stage/method/agent_sub_stages/third_party.py b/astrbot/core/pipeline/process_stage/method/agent_sub_stages/third_party.py
index 746317d3d..66e60c30c 100644
--- a/astrbot/core/pipeline/process_stage/method/agent_sub_stages/third_party.py
+++ b/astrbot/core/pipeline/process_stage/method/agent_sub_stages/third_party.py
@@ -32,6 +32,8 @@ from astrbot.core.persona_error_reply import (
 if TYPE_CHECKING:
     from astrbot.core.agent.runners.base import BaseAgentRunner
     from astrbot.core.provider.entities import LLMResponse
+from astrbot.core.astr_agent_context import AgentContextWrapper, AstrAgentContext
+from astrbot.core.pipeline.context import PipelineContext, call_event_hook
 from astrbot.core.pipeline.stage import Stage
 from astrbot.core.platform.astr_message_event import AstrMessageEvent
 from astrbot.core.provider.entities import (
@@ -41,9 +43,6 @@ from astrbot.core.star.star_handler import EventType
 from astrbot.core.utils.config_number import coerce_int_config
 from astrbot.core.utils.metrics import Metric
 
-from .....astr_agent_context import AgentContextWrapper, AstrAgentContext
-from ....context import PipelineContext, call_event_hook
-
 AGENT_RUNNER_TYPE_KEY = {
     "dify": "dify_agent_runner_provider_id",
     "coze": "coze_agent_runner_provider_id",
@@ -164,6 +163,9 @@ async def _close_runner_if_supported(runner: "BaseAgentRunner") -> None:
 class ThirdPartyAgentSubStage(Stage):
     async def initialize(self, ctx: PipelineContext) -> None:
         self.ctx = ctx
+        self.provider_wake_prefix: str = ctx.astrbot_config["provider_settings"][
+            "wake_prefix"
+        ]
         self.conf = ctx.astrbot_config
         self.runner_type = self.conf["provider_settings"]["agent_runner_type"]
         self.prov_id = self.conf["provider_settings"].get(
@@ -287,12 +289,13 @@ class ThirdPartyAgentSubStage(Stage):
         yield
 
     async def process(
-        self, event: AstrMessageEvent, provider_wake_prefix: str
-    ) -> AsyncGenerator[None, None]:
+        self,
+        event: AstrMessageEvent,
+    ) -> None | AsyncGenerator[None, None]:
         req: ProviderRequest | None = None
 
-        if provider_wake_prefix and not event.message_str.startswith(
-            provider_wake_prefix
+        if self.provider_wake_prefix and not event.message_str.startswith(
+            self.provider_wake_prefix
         ):
             return
 
@@ -312,7 +315,7 @@ class ThirdPartyAgentSubStage(Stage):
         # make provider request
         req = ProviderRequest()
         req.session_id = event.unified_msg_origin
-        req.prompt = event.message_str[len(provider_wake_prefix) :]
+        req.prompt = event.message_str[len(self.provider_wake_prefix) :]
         for comp in event.message_obj.message:
             if isinstance(comp, Image):
                 image_path = await comp.convert_to_base64()
@@ -417,7 +420,7 @@ class ThirdPartyAgentSubStage(Stage):
             if not streaming_used:
                 await close_runner_once()
 
-        asyncio.create_task(
+        asyncio.create_task(  # noqa: RUF006
             Metric.upload(
                 llm_tick=1,
                 model_name=self.runner_type,