diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index bf7fa6fe..08fe4867 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -27,4 +27,4 @@ jobs:
         pre-commit install
 
     - name: Run pre-commit
-      run: pre-commit run --all-files
\ No newline at end of file
+      run: pre-commit run --all-files
diff --git a/.github/workflows/run-pytest.yml b/.github/workflows/run-pytest.yml
index c06df2d1..f69e813b 100644
--- a/.github/workflows/run-pytest.yml
+++ b/.github/workflows/run-pytest.yml
@@ -47,4 +47,4 @@ jobs:
       uses: actions/upload-artifact@v3
       with:
         name: Pytest-test-report-${{ matrix.python-version }}
-        path: report
\ No newline at end of file
+        path: report
diff --git a/.gitignore b/.gitignore
index 8b89813b..0590cd9d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -179,4 +179,4 @@ config/
 .vscode/
 
 # macos finder
-.DS_Store
\ No newline at end of file
+.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c7f117c7..48feefd0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,9 +1,5 @@
 fail_fast: true
 repos:
-  - repo: https://github.com/timothycrosley/isort
-    rev: 5.13.2
-    hooks:
-      - id: isort
 
   - repo: https://github.com/psf/black
     rev: 24.4.2
diff --git a/README_DEV.md b/README_DEV.md
index 39c4eda9..1efd344a 100644
--- a/README_DEV.md
+++ b/README_DEV.md
@@ -20,4 +20,4 @@ pre-commit install
 
 ## 其他提示
 
-- 请勿在大小写不敏感的文件系统或操作系统中开发，否则可能会导致文件名大小写问题(例如Windows， APFS(不区分大小写)等)
\ No newline at end of file
+- 请勿在大小写不敏感的文件系统或操作系统中开发，否则可能会导致文件名大小写问题(例如Windows， APFS(不区分大小写)等)
diff --git a/nonebot_plugin_marshoai/azure.py b/nonebot_plugin_marshoai/azure.py
index b21744c3..957b698a 100644
--- a/nonebot_plugin_marshoai/azure.py
+++ b/nonebot_plugin_marshoai/azure.py
@@ -5,12 +5,16 @@ from typing import Optional
 
 import nonebot_plugin_localstore as store
 from arclet.alconna import Alconna, AllParam, Args
-from azure.ai.inference.models import (AssistantMessage,
-                                       ChatCompletionsToolCall,
-                                       CompletionsFinishReason,
-                                       ImageContentItem, ImageUrl,
-                                       TextContentItem, ToolMessage,
-                                       UserMessage)
+from azure.ai.inference.models import (
+    AssistantMessage,
+    ChatCompletionsToolCall,
+    CompletionsFinishReason,
+    ImageContentItem,
+    ImageUrl,
+    TextContentItem,
+    ToolMessage,
+    UserMessage,
+)
 from azure.core.credentials import AzureKeyCredential
 from nonebot import get_driver, logger, on_command, on_message
 from nonebot.adapters import Event, Message
diff --git a/nonebot_plugin_marshoai/models.py b/nonebot_plugin_marshoai/models.py
index e788e0c8..160b743d 100644
--- a/nonebot_plugin_marshoai/models.py
+++ b/nonebot_plugin_marshoai/models.py
@@ -2,6 +2,7 @@ import importlib
 import json
 import os
 import sys
+
 # import importlib.util
 import traceback
 
diff --git a/nonebot_plugin_marshoai/util.py b/nonebot_plugin_marshoai/util.py
index 7c7309e2..c1b89778 100644
--- a/nonebot_plugin_marshoai/util.py
+++ b/nonebot_plugin_marshoai/util.py
@@ -7,6 +7,7 @@ from typing import Any, Optional
 
 import httpx
 import nonebot_plugin_localstore as store
+
 # from zhDateTime import DateTime
 from azure.ai.inference.aio import ChatCompletionsClient
 from azure.ai.inference.models import SystemMessage
diff --git a/nonebot_plugin_marshoai/util_hunyuan.py b/nonebot_plugin_marshoai/util_hunyuan.py
index 43e1b86a..4d1fca39 100644
--- a/nonebot_plugin_marshoai/util_hunyuan.py
+++ b/nonebot_plugin_marshoai/util_hunyuan.py
@@ -2,12 +2,11 @@ import json
 import types
 
 from tencentcloud.common import credential  # type: ignore
-from tencentcloud.common.exception.tencent_cloud_sdk_exception import \
-    TencentCloudSDKException  # type: ignore
-from tencentcloud.common.profile.client_profile import \
-    ClientProfile  # type: ignore
-from tencentcloud.common.profile.http_profile import \
-    HttpProfile  # type: ignore
+from tencentcloud.common.exception.tencent_cloud_sdk_exception import (
+    TencentCloudSDKException,
+)  # type: ignore
+from tencentcloud.common.profile.client_profile import ClientProfile  # type: ignore
+from tencentcloud.common.profile.http_profile import HttpProfile  # type: ignore
 from tencentcloud.hunyuan.v20230901 import hunyuan_client  # type: ignore
 from tencentcloud.hunyuan.v20230901 import models  # type: ignore