diff --git a/src/DjangoBlog/.gitignore b/src/DjangoBlog/.gitignore
index 76302b1..bf9277b 100644
--- a/src/DjangoBlog/.gitignore
+++ b/src/DjangoBlog/.gitignore
@@ -77,3 +77,5 @@ uploads/
 settings_production.py
 werobot_session.db
 bin/datas/
+
+.env
\ No newline at end of file
diff --git a/src/DjangoBlog/accounts/forms.py b/src/DjangoBlog/accounts/forms.py
index 3f52c3b..163dacf 100644
--- a/src/DjangoBlog/accounts/forms.py
+++ b/src/DjangoBlog/accounts/forms.py
@@ -10,7 +10,6 @@ from django.core.exceptions import ValidationError
 from django.forms import widgets
 #shw 导入Django的国际化和翻译工具
 from django.utils.translation import gettext_lazy as _
-
 from . import utils
 #shw 导入本地的BlogUser模型
 from .models import BlogUser
diff --git a/src/DjangoBlog/accounts/migrations/0001_initial.py b/src/DjangoBlog/accounts/migrations/0001_initial.py
index 884428e..d2fbcab 100644
--- a/src/DjangoBlog/accounts/migrations/0001_initial.py
+++ b/src/DjangoBlog/accounts/migrations/0001_initial.py
@@ -2,8 +2,8 @@
 
 import django.contrib.auth.models
 import django.contrib.auth.validators
-import django.utils.timezone
 from django.db import migrations, models
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/accounts/migrations/0002_alter_bloguser_options_remove_bloguser_created_time_and_more.py b/src/DjangoBlog/accounts/migrations/0002_alter_bloguser_options_remove_bloguser_created_time_and_more.py
index 854d366..1a9f509 100644
--- a/src/DjangoBlog/accounts/migrations/0002_alter_bloguser_options_remove_bloguser_created_time_and_more.py
+++ b/src/DjangoBlog/accounts/migrations/0002_alter_bloguser_options_remove_bloguser_created_time_and_more.py
@@ -1,7 +1,7 @@
 # Generated by Django 4.2.5 on 2023-09-06 13:13
 
-import django.utils.timezone
 from django.db import migrations, models
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/accounts/models.py b/src/DjangoBlog/accounts/models.py
index 89b8e78..3a2cb46 100644
--- a/src/DjangoBlog/accounts/models.py
+++ b/src/DjangoBlog/accounts/models.py
@@ -8,7 +8,6 @@ from django.urls import reverse
 from django.utils.timezone import now
 #shw 导入Django的国际化和翻译工具
 from django.utils.translation import gettext_lazy as _
-
 from djangoblog.utils import get_current_site
 
 
diff --git a/src/DjangoBlog/accounts/tests.py b/src/DjangoBlog/accounts/tests.py
index c8811cf..00440c5 100644
--- a/src/DjangoBlog/accounts/tests.py
+++ b/src/DjangoBlog/accounts/tests.py
@@ -4,6 +4,7 @@ from django.test import Client, RequestFactory, TestCase
 from django.urls import reverse
 #shw 导入Django的时区工具
 from django.utils import timezone
+from django.utils.translation import gettext_lazy as _
 
 #shw 导入本地的BlogUser模型
 from accounts.models import BlogUser
@@ -35,12 +36,12 @@ class AccountTest(TestCase):
         self.new_test = "xxx123--=" #shw 定义一个测试用的新密码
 
     def test_validate_account(self):
-        get_current_site().domain
+        site = get_current_site().domain
         user = BlogUser.objects.create_superuser(
             email="liangliangyy1@gmail.com",
             username="liangliangyy1",
             password="qwer!@#$ggg")
-        BlogUser.objects.get(username='liangliangyy1') #shw 从数据库中获取刚创建的超级用户
+        testuser = BlogUser.objects.get(username='liangliangyy1') #shw 从数据库中获取刚创建的超级用户
 
         #shw 使用client模拟登录
         loginresult = self.client.login(
@@ -78,7 +79,7 @@ class AccountTest(TestCase):
             0, len(
                 BlogUser.objects.filter(
                     email='user123@user.com')))
-        self.client.post(reverse('account:register'), {
+        response = self.client.post(reverse('account:register'), {
             'username': 'user1233',
             'email': 'user123@user.com',
             'password1': 'password123!q@wE#R$T',
diff --git a/src/DjangoBlog/accounts/utils.py b/src/DjangoBlog/accounts/utils.py
index 5d25076..f8372d8 100644
--- a/src/DjangoBlog/accounts/utils.py
+++ b/src/DjangoBlog/accounts/utils.py
@@ -49,7 +49,6 @@ def verify(email: str, code: str) -> typing.Optional[str]:
     if cache_code != code:
         #shw 如果不一致，返回一个翻译后的错误信息字符串
         return gettext("Verification code error")
-    return None
 
 
 def set_code(email: str, code: str):
diff --git a/src/DjangoBlog/accounts/views.py b/src/DjangoBlog/accounts/views.py
index 462d60a..b878b50 100644
--- a/src/DjangoBlog/accounts/views.py
+++ b/src/DjangoBlog/accounts/views.py
@@ -1,6 +1,6 @@
 #shw 导入日志模块
 import logging
-
+from django.utils.translation import gettext_lazy as _
 from django.conf import settings
 #shw 导入Django的认证模块
 from django.contrib import auth
diff --git a/src/DjangoBlog/blog/admin.py b/src/DjangoBlog/blog/admin.py
index cede537..58941c8 100644
--- a/src/DjangoBlog/blog/admin.py
+++ b/src/DjangoBlog/blog/admin.py
@@ -7,7 +7,7 @@ from django.utils.html import format_html
 from django.utils.translation import gettext_lazy as _
 
 # Register your models here.
-from .models import Article
+from .models import Article, Category, Tag, Links, SideBar, BlogSettings
 
 
 # bjy: 为Article模型创建一个自定义的ModelForm
@@ -23,25 +23,25 @@ class ArticleForm(forms.ModelForm):
 
 
 # bjy: 定义一个admin动作，用于将选中的文章发布
-def makr_article_publish(queryset):
+def makr_article_publish(modeladmin, request, queryset):
     # bjy: 批量更新查询集中所有文章的状态为'p'（已发布）
     queryset.update(status='p')
 
 
 # bjy: 定义一个admin动作，用于将选中的文章设为草稿
-def draft_article(queryset):
+def draft_article(modeladmin, request, queryset):
     # bjy: 批量更新查询集中所有文章的状态为'd'（草稿）
     queryset.update(status='d')
 
 
 # bjy: 定义一个admin动作，用于关闭选中文章的评论功能
-def close_article_commentstatus(queryset):
+def close_article_commentstatus(modeladmin, request, queryset):
     # bjy: 批量更新查询集中所有文章的评论状态为'c'（关闭）
     queryset.update(comment_status='c')
 
 
 # bjy: 定义一个admin动作，用于开启选中文章的评论功能
-def open_article_commentstatus(queryset):
+def open_article_commentstatus(modeladmin, request, queryset):
     # bjy: 批量更新查询集中所有文章的评论状态为'o'（开启）
     queryset.update(comment_status='o')
 
diff --git a/src/DjangoBlog/blog/documents.py b/src/DjangoBlog/blog/documents.py
index f5f935a..f662223 100644
--- a/src/DjangoBlog/blog/documents.py
+++ b/src/DjangoBlog/blog/documents.py
@@ -232,26 +232,23 @@ class ArticleDocument(Document):
 
 
 # bjy: 定义一个管理类，用于操作ArticleDocument索引
-class ArticleDocumentManager:
+class ArticleDocumentManager():
 
     def __init__(self):
         # bjy: 初始化时创建索引
         self.create_index()
 
-    @staticmethod
-    def create_index():
+    def create_index(self):
         # bjy: 创建'blog'索引
         ArticleDocument.init()
 
-    @staticmethod
-    def delete_index():
+    def delete_index(self):
         # bjy: 删除'blog'索引
         from elasticsearch import Elasticsearch
         es = Elasticsearch(settings.ELASTICSEARCH_DSL['default']['hosts'])
         es.indices.delete(index='blog', ignore=[400, 404])
 
-    @staticmethod
-    def convert_to_doc(articles):
+    def convert_to_doc(self, articles):
         # bjy: 将Django的Article查询集转换为ArticleDocument对象列表
         return [
             ArticleDocument(
@@ -285,8 +282,7 @@ class ArticleDocumentManager:
         for doc in docs:
             doc.save()
 
-    @staticmethod
-    def update_docs(docs):
+    def update_docs(self, docs):
         # bjy: 更新一组文档
         for doc in docs:
             doc.save()
diff --git a/src/DjangoBlog/blog/management/commands/ping_baidu.py b/src/DjangoBlog/blog/management/commands/ping_baidu.py
index 90665f8..e35df7d 100644
--- a/src/DjangoBlog/blog/management/commands/ping_baidu.py
+++ b/src/DjangoBlog/blog/management/commands/ping_baidu.py
@@ -1,10 +1,10 @@
 # bjy: 从Django核心管理模块导入BaseCommand基类，用于创建自定义管理命令
 from django.core.management.base import BaseCommand
 
-from blog.models import Article, Tag, Category
 from djangoblog.spider_notify import SpiderNotify
 # bjy: 从项目工具模块导入get_current_site函数，用于获取当前站点域名等信息
 from djangoblog.utils import get_current_site
+from blog.models import Article, Tag, Category
 
 # bjy: 获取当前站点的域名，用于拼接完整URL
 site = get_current_site().domain
diff --git a/src/DjangoBlog/blog/middleware.py b/src/DjangoBlog/blog/middleware.py
index b6899a9..16c9983 100644
--- a/src/DjangoBlog/blog/middleware.py
+++ b/src/DjangoBlog/blog/middleware.py
@@ -45,7 +45,7 @@ class OnlineMiddleware(object):
                 # bjy: 如果启用了Elasticsearch
                 if ELASTICSEARCH_ENABLED:
                     # bjy: 将耗时转换为毫秒并四舍五入
-                    time_taken = round(cast_time * 1000, 2)
+                    time_taken = round((cast_time) * 1000, 2)
                     # bjy: 获取请求的URL路径
                     url = request.path
                     # bjy: 导入Django的时区工具
diff --git a/src/DjangoBlog/blog/migrations/0001_initial.py b/src/DjangoBlog/blog/migrations/0001_initial.py
index 525c125..3d391b6 100644
--- a/src/DjangoBlog/blog/migrations/0001_initial.py
+++ b/src/DjangoBlog/blog/migrations/0001_initial.py
@@ -1,9 +1,10 @@
 # Generated by Django 4.1.7 on 2023-03-02 07:14
 
-import django.utils.timezone
-import mdeditor.fields
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
+import mdeditor.fields
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/blog/migrations/0005_alter_article_options_alter_category_options_and_more.py b/src/DjangoBlog/blog/migrations/0005_alter_article_options_alter_category_options_and_more.py
index 398a9c7..d08e853 100644
--- a/src/DjangoBlog/blog/migrations/0005_alter_article_options_alter_category_options_and_more.py
+++ b/src/DjangoBlog/blog/migrations/0005_alter_article_options_alter_category_options_and_more.py
@@ -1,9 +1,10 @@
 # Generated by Django 4.2.5 on 2023-09-06 13:13
 
-import django.utils.timezone
-import mdeditor.fields
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
+import mdeditor.fields
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/blog/templatetags/blog_tags.py b/src/DjangoBlog/blog/templatetags/blog_tags.py
index eb0800f..024f2c8 100644
--- a/src/DjangoBlog/blog/templatetags/blog_tags.py
+++ b/src/DjangoBlog/blog/templatetags/blog_tags.py
@@ -1,5 +1,7 @@
+import hashlib
 import logging
 import random
+import urllib
 
 from django import template
 from django.conf import settings
@@ -12,11 +14,11 @@ from django.utils.safestring import mark_safe
 
 from blog.models import Article, Category, Tag, Links, SideBar, LinkShowType
 from comments.models import Comment
-from djangoblog.plugin_manage import hooks
 from djangoblog.utils import CommonMarkdown, sanitize_html
 from djangoblog.utils import cache
 from djangoblog.utils import get_current_site
 from oauth.models import OAuthUser
+from djangoblog.plugin_manage import hooks
 
 logger = logging.getLogger(__name__)
 
@@ -166,7 +168,7 @@ def load_breadcrumb(article):
     names = article.get_category_tree()
     from djangoblog.utils import get_blog_setting
     blogsetting = get_blog_setting()
-    get_current_site().domain
+    site = get_current_site().domain
     names.append((blogsetting.site_name, '/'))
     names = names[::-1]
 
@@ -361,7 +363,7 @@ def load_article_detail(article, isindex, user):
 # 返回用户头像URL
 # 模板使用方法:  {{ email|gravatar_url:150 }}
 @register.filter
-def gravatar_url(email):
+def gravatar_url(email, size=40):
     """获得用户头像 - 优先使用OAuth头像，否则使用默认头像"""
     cachekey = 'avatar/' + email
     url = cache.get(cachekey)
@@ -398,7 +400,7 @@ def gravatar_url(email):
 @register.filter
 def gravatar(email, size=40):
     """获得用户头像HTML标签"""
-    url = gravatar_url(email)
+    url = gravatar_url(email, size)
     return mark_safe(
         '<img src="%s" height="%d" width="%d" class="avatar" alt="用户头像">' %
         (url, size, size))
diff --git a/src/DjangoBlog/blog/tests.py b/src/DjangoBlog/blog/tests.py
index 93c5b4d..57b07e3 100644
--- a/src/DjangoBlog/blog/tests.py
+++ b/src/DjangoBlog/blog/tests.py
@@ -34,7 +34,7 @@ class ArticleTest(TestCase):
 
     # bjy: 定义一个测试方法，用于验证文章相关的功能
     def test_validate_article(self):
-        get_current_site().domain
+        site = get_current_site().domain
         user = BlogUser.objects.get_or_create(
             email="liangliangyy@gmail.com",
             username="liangliangyy")[0]
@@ -47,8 +47,8 @@ class ArticleTest(TestCase):
         # bjy: 测试用户详情页是否能正常访问
         response = self.client.get(user.get_absolute_url())
         self.assertEqual(response.status_code, 200)
-        self.client.get('/admin/servermanager/emailsendlog/')
-        self.client.get('admin/admin/logentry/')
+        response = self.client.get('/admin/servermanager/emailsendlog/')
+        response = self.client.get('admin/admin/logentry/')
         s = SideBar()
         s.sequence = 1
         s.name = 'test'
@@ -160,8 +160,8 @@ class ArticleTest(TestCase):
 
         # bjy: 测试获取Gravatar头像的模板标签
         from blog.templatetags.blog_tags import gravatar_url, gravatar
-        gravatar_url('liangliangyy@gmail.com')
-        gravatar('liangliangyy@gmail.com')
+        u = gravatar_url('liangliangyy@gmail.com')
+        u = gravatar('liangliangyy@gmail.com')
 
         # bjy: 创建并保存一个友情链接
         link = Links(
diff --git a/src/DjangoBlog/blog/views.py b/src/DjangoBlog/blog/views.py
index 63d0f3d..617b99c 100644
--- a/src/DjangoBlog/blog/views.py
+++ b/src/DjangoBlog/blog/views.py
@@ -22,6 +22,7 @@ from haystack.views import SearchView
 from blog.models import Article, Category, LinkShowType, Links, Tag
 from comments.forms import CommentForm
 from djangoblog.plugin_manage import hooks
+from djangoblog.plugin_manage.hook_constants import ARTICLE_CONTENT_HOOK_NAME
 from djangoblog.utils import cache, get_blog_setting, get_sha256
 
 # bjy: 获取一个名为__name__的logger实例，用于记录日志
@@ -72,11 +73,11 @@ class ArticleListView(ListView):
 
     # bjy: 从缓存中获取数据集，如果缓存不存在则查询数据库并存入缓存
     def get_queryset_from_cache(self, cache_key):
-        """
+        '''
         缓存页面数据
         :param cache_key: 缓存key
         :return:
-        """
+        '''
         value = cache.get(cache_key)
         if value:
             logger.info('get view cache.key:{key}'.format(key=cache_key))
@@ -90,10 +91,10 @@ class ArticleListView(ListView):
 
     # bjy: 重写父类方法，从缓存中获取queryset
     def get_queryset(self):
-        """
+        '''
         重写默认，从缓存获取数据
         :return:
-        """
+        '''
         key = self.get_queryset_cache_key()
         value = self.get_queryset_from_cache(key)
         return value
@@ -106,9 +107,9 @@ class ArticleListView(ListView):
 
 # bjy: 首页视图，继承自ArticleListView
 class IndexView(ArticleListView):
-    """
+    '''
     首页
-    """
+    '''
     # 友情链接类型
     link_type = LinkShowType.I
 
@@ -125,9 +126,9 @@ class IndexView(ArticleListView):
 
 # bjy: 文章详情页视图
 class ArticleDetailView(DetailView):
-    """
+    '''
     文章详情页面
-    """
+    '''
     template_name = 'blog/article_detail.html'
     model = Article
     pk_url_kwarg = 'article_id'
@@ -197,9 +198,9 @@ class ArticleDetailView(DetailView):
 
 # bjy: 分类详情页视图
 class CategoryDetailView(ArticleListView):
-    """
+    '''
     分类目录列表
-    """
+    '''
     page_type = "分类目录归档"
 
     # bjy: 实现父类的抽象方法，获取分类下的文章数据
@@ -244,9 +245,9 @@ class CategoryDetailView(ArticleListView):
 
 # bjy: 作者详情页视图
 class AuthorDetailView(ArticleListView):
-    """
+    '''
     作者详情页
-    """
+    '''
     page_type = '作者文章归档'
 
     # bjy: 实现父类的抽象方法，生成作者页的缓存键
@@ -274,9 +275,9 @@ class AuthorDetailView(ArticleListView):
 
 # bjy: 标签详情页视图
 class TagDetailView(ArticleListView):
-    """
+    '''
     标签列表页面
-    """
+    '''
     page_type = '分类标签归档'
 
     # bjy: 实现父类的抽象方法，获取标签下的文章数据
@@ -310,9 +311,9 @@ class TagDetailView(ArticleListView):
 
 # bjy: 文章归档页视图
 class ArchivesView(ArticleListView):
-    """
+    '''
     文章归档页面
-    """
+    '''
     page_type = '文章归档'
     # bjy: 归档页不分页
     paginate_by = None
@@ -420,7 +421,7 @@ def page_not_found_view(
         template_name='blog/error_page.html'):
     if exception:
         logger.error(exception)
-    request.get_full_path()
+    url = request.get_full_path()
     return render(request,
                   template_name,
                   {'message': _('Sorry, the page you requested is not found, please click the home page to see other?'),
@@ -451,6 +452,6 @@ def permission_denied_view(
 
 
 # bjy: 清除缓存的视图
-def clean_cache_view():
+def clean_cache_view(request):
     cache.clear()
     return HttpResponse('ok')
diff --git a/src/DjangoBlog/comments/admin.py b/src/DjangoBlog/comments/admin.py
index 9a0e75a..54fea33 100644
--- a/src/DjangoBlog/comments/admin.py
+++ b/src/DjangoBlog/comments/admin.py
@@ -6,13 +6,13 @@ from django.utils.translation import gettext_lazy as _
 
 
 # zy: 禁用评论状态 - 管理员动作函数，用于批量禁用评论
-def disable_commentstatus(queryset):
+def disable_commentstatus(modeladmin, request, queryset):
     # zy: 将选中的评论集的is_enable字段更新为False（禁用）
     queryset.update(is_enable=False)
 
 
 # zy: 启用评论状态 - 管理员动作函数，用于批量启用评论
-def enable_commentstatus(queryset):
+def enable_commentstatus(modeladmin, request, queryset):
     # zy: 将选中的评论集的is_enable字段更新为True（启用）
     queryset.update(is_enable=True)
 
diff --git a/src/DjangoBlog/comments/migrations/0001_initial.py b/src/DjangoBlog/comments/migrations/0001_initial.py
index eec9566..61d1e53 100644
--- a/src/DjangoBlog/comments/migrations/0001_initial.py
+++ b/src/DjangoBlog/comments/migrations/0001_initial.py
@@ -1,8 +1,9 @@
 # Generated by Django 4.1.7 on 2023-03-02 07:14
 
-import django.utils.timezone
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/comments/migrations/0003_alter_comment_options_remove_comment_created_time_and_more.py b/src/DjangoBlog/comments/migrations/0003_alter_comment_options_remove_comment_created_time_and_more.py
index 6507ae1..a1ca970 100644
--- a/src/DjangoBlog/comments/migrations/0003_alter_comment_options_remove_comment_created_time_and_more.py
+++ b/src/DjangoBlog/comments/migrations/0003_alter_comment_options_remove_comment_created_time_and_more.py
@@ -1,8 +1,9 @@
 # Generated by Django 4.2.5 on 2023-09-06 13:13
 
-import django.utils.timezone
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/djangoblog/blog_signals.py b/src/DjangoBlog/djangoblog/blog_signals.py
index d331d76..779a267 100644
--- a/src/DjangoBlog/djangoblog/blog_signals.py
+++ b/src/DjangoBlog/djangoblog/blog_signals.py
@@ -45,7 +45,7 @@ send_email_signal = django.dispatch.Signal(
 
 
 @receiver(send_email_signal)
-def send_email_signal_handler(**kwargs):
+def send_email_signal_handler(sender, **kwargs):
     """`xjj`
 
     发送邮件信号的处理函数
@@ -85,7 +85,7 @@ def send_email_signal_handler(**kwargs):
 
 
 @receiver(oauth_user_login_signal)
-def oauth_user_login_signal_handler(**kwargs):
+def oauth_user_login_signal_handler(sender, **kwargs):
     """`xjj`
 
     OAuth 用户登录信号处理函数
@@ -109,8 +109,13 @@ def oauth_user_login_signal_handler(**kwargs):
 
 @receiver(post_save)
 def model_post_save_callback(
+        sender,
         instance,
-        update_fields):
+        created,
+        raw,
+        using,
+        update_fields,
+        **kwargs):
     """`xjj`
 
     模型保存后的回调函数，用于处理缓存清理和搜索引擎通知等操作
@@ -166,7 +171,7 @@ def model_post_save_callback(
 
 @receiver(user_logged_in)
 @receiver(user_logged_out)
-def user_auth_callback(user):
+def user_auth_callback(sender, request, user, **kwargs):
     if user and user.username:
         logger.info(user)
         delete_sidebar_cache()
diff --git a/src/DjangoBlog/djangoblog/elasticsearch_backend.py b/src/DjangoBlog/djangoblog/elasticsearch_backend.py
index c049ad2..f22ab2c 100644
--- a/src/DjangoBlog/djangoblog/elasticsearch_backend.py
+++ b/src/DjangoBlog/djangoblog/elasticsearch_backend.py
@@ -73,8 +73,7 @@ class ElasticSearchBackend(BaseSearchBackend):
         docs = self._get_models(models)
         self.manager.rebuild(docs)
 
-    @staticmethod
-    def _delete(models):
+    def _delete(self, models):
         """`xjj`
 
         删除指定模型对象。
@@ -207,8 +206,7 @@ class ElasticSearchBackend(BaseSearchBackend):
 
 
 class ElasticSearchQuery(BaseSearchQuery):
-    @staticmethod
-    def _convert_datetime(date):
+    def _convert_datetime(self, date):
         """`xjj`
 
         将日期时间对象转换为字符串格式
diff --git a/src/DjangoBlog/djangoblog/feeds.py b/src/DjangoBlog/djangoblog/feeds.py
index 18e2dbb..cb5bcb3 100644
--- a/src/DjangoBlog/djangoblog/feeds.py
+++ b/src/DjangoBlog/djangoblog/feeds.py
@@ -36,8 +36,7 @@ class DjangoBlogFeed(Feed):
     title = "且听风吟 大巧无工,重剑无锋. "
     link = "/feed/"
 
-    @staticmethod
-    def author_name():
+    def author_name(self):
         """`xjj`
 
         获取 RSS 订阅源的作者名称
@@ -47,8 +46,7 @@ class DjangoBlogFeed(Feed):
         """
         return get_user_model().objects.first().nickname
 
-    @staticmethod
-    def author_link():
+    def author_link(self):
         """`xjj`
 
         获取 RSS 订阅源作者的链接地址
@@ -58,8 +56,7 @@ class DjangoBlogFeed(Feed):
         """
         return get_user_model().objects.first().get_absolute_url()
 
-    @staticmethod
-    def items():
+    def items(self):
         """`xjj`
 
         获取 RSS 订阅源的文章列表
@@ -95,8 +92,7 @@ class DjangoBlogFeed(Feed):
         """
         return CommonMarkdown.get_markdown(item.body)
 
-    @staticmethod
-    def feed_copyright():
+    def feed_copyright(self):
         """`xjj`
 
         获取 RSS 订阅源的版权信息
diff --git a/src/DjangoBlog/djangoblog/plugin_manage/base_plugin.py b/src/DjangoBlog/djangoblog/plugin_manage/base_plugin.py
index e7e1ed6..df1ce0b 100644
--- a/src/DjangoBlog/djangoblog/plugin_manage/base_plugin.py
+++ b/src/DjangoBlog/djangoblog/plugin_manage/base_plugin.py
@@ -112,28 +112,23 @@ class BasePlugin:
         """渲染文章底部组件"""
         return None
 
-    @staticmethod
-    def render_article_top_widget():
+    def render_article_top_widget(self, context, **kwargs):
         """渲染文章顶部组件"""
         return None
 
-    @staticmethod
-    def render_header_widget():
+    def render_header_widget(self, context, **kwargs):
         """渲染页头组件"""
         return None
 
-    @staticmethod
-    def render_footer_widget():
+    def render_footer_widget(self, context, **kwargs):
         """渲染页脚组件"""
         return None
 
-    @staticmethod
-    def render_comment_before_widget():
+    def render_comment_before_widget(self, context, **kwargs):
         """渲染评论前组件"""
         return None
 
-    @staticmethod
-    def render_comment_after_widget():
+    def render_comment_after_widget(self, context, **kwargs):
         """渲染评论后组件"""
         return None
 
@@ -174,13 +169,11 @@ class BasePlugin:
         """获取插件JavaScript文件列表"""
         return []
 
-    @staticmethod
-    def get_head_html():
+    def get_head_html(self, context=None):
         """获取需要插入到<head>中的HTML内容"""
         return ""
 
-    @staticmethod
-    def get_body_html():
+    def get_body_html(self, context=None):
         """获取需要插入到<body>底部的HTML内容"""
         return ""
 
diff --git a/src/DjangoBlog/djangoblog/plugin_manage/loader.py b/src/DjangoBlog/djangoblog/plugin_manage/loader.py
index 096c1c1..ee750d0 100644
--- a/src/DjangoBlog/djangoblog/plugin_manage/loader.py
+++ b/src/DjangoBlog/djangoblog/plugin_manage/loader.py
@@ -1,6 +1,5 @@
-import logging
 import os
-
+import logging
 from django.conf import settings
 
 logger = logging.getLogger(__name__)
diff --git a/src/DjangoBlog/djangoblog/settings.py b/src/DjangoBlog/djangoblog/settings.py
index 5a10d78..dfeaa74 100644
--- a/src/DjangoBlog/djangoblog/settings.py
+++ b/src/DjangoBlog/djangoblog/settings.py
@@ -15,6 +15,11 @@ from pathlib import Path
 
 from django.utils.translation import gettext_lazy as _
 
+import environ
+from dotenv import load_dotenv
+
+load_dotenv()
+env = environ.Env()
 
 def env_to_bool(env, default):
     """`xjj`
@@ -120,14 +125,17 @@ WSGI_APPLICATION = 'djangoblog.wsgi.application'
 DATABASES = {
     'default': {
         'ENGINE': 'django.db.backends.mysql',
-        'NAME': os.environ.get('DJANGO_MYSQL_DATABASE') or 'djangoblog',
-        'USER': os.environ.get('DJANGO_MYSQL_USER') or 'root',
-        'PASSWORD': os.environ.get('DJANGO_MYSQL_PASSWORD') or 'root',
-        'HOST': os.environ.get('DJANGO_MYSQL_HOST') or '127.0.0.1',
+        'NAME': env('DJANGO_MYSQL_DATABASE'),
+        'USER': env('DJANGO_MYSQL_USER'),
+        'PASSWORD': env('DJANGO_MYSQL_PASSWORD'),
+        'HOST': env('DJANGO_MYSQL_HOST'),
         'PORT': int(
-            os.environ.get('DJANGO_MYSQL_PORT') or 3306),
+            env('DJANGO_MYSQL_PORT')),
         'OPTIONS': {
-            'charset': 'utf8mb4'},
+            'charset': 'utf8mb4',
+            'ssl_mode': 'VERIFY_IDENTITY',
+            'ssl': {'ca': env('DJANGO_MYSQL_SSL_CA')}
+        },
     }}
 
 # Password validation
diff --git a/src/DjangoBlog/djangoblog/sitemap.py b/src/DjangoBlog/djangoblog/sitemap.py
index 80dd4a8..4fc8b78 100644
--- a/src/DjangoBlog/djangoblog/sitemap.py
+++ b/src/DjangoBlog/djangoblog/sitemap.py
@@ -82,8 +82,7 @@ class ArticleSiteMap(Sitemap):
         """
         return Article.objects.filter(status='p')
 
-    @staticmethod
-    def lastmod(obj):
+    def lastmod(self, obj):
         """`xjj`
 
         获取指定文章对象的最后修改时间
@@ -118,8 +117,7 @@ class CategorySiteMap(Sitemap):
         """
         return Category.objects.all()
 
-    @staticmethod
-    def lastmod(obj):
+    def lastmod(self, obj):
         """`xjj`
 
         获取分类对象的最后修改时间
@@ -154,8 +152,7 @@ class TagSiteMap(Sitemap):
         """
         return Tag.objects.all()
 
-    @staticmethod
-    def lastmod(obj):
+    def lastmod(self, obj):
         """`xjj`
 
         获取指定标签对象的最后修改时间
@@ -193,8 +190,7 @@ class UserSiteMap(Sitemap):
         """
         return list(set(map(lambda x: x.author, Article.objects.all())))
 
-    @staticmethod
-    def lastmod(obj):
+    def lastmod(self, obj):
         """`xjj`
 
         获取指定用户对象的最后修改时间
diff --git a/src/DjangoBlog/djangoblog/spider_notify.py b/src/DjangoBlog/djangoblog/spider_notify.py
index 1032ff3..bfe1d09 100644
--- a/src/DjangoBlog/djangoblog/spider_notify.py
+++ b/src/DjangoBlog/djangoblog/spider_notify.py
@@ -26,7 +26,7 @@ from django.conf import settings
 logger = logging.getLogger(__name__)
 
 
-class SpiderNotify:
+class SpiderNotify():
     """`xjj`
 
     爬虫通知类，用于向搜索引擎提交 URL 通知
diff --git a/src/DjangoBlog/djangoblog/urls.py b/src/DjangoBlog/djangoblog/urls.py
index 11474cf..6a9e1de 100644
--- a/src/DjangoBlog/djangoblog/urls.py
+++ b/src/DjangoBlog/djangoblog/urls.py
@@ -13,16 +13,15 @@ Including another URLconf
     1. Import the include() function: from django.conf.urls import url, include
     2. Add a URL to urlpatterns:  url(r'^blog/', include('blog.urls'))
 """
-import time
-
 from django.conf import settings
 from django.conf.urls.i18n import i18n_patterns
 from django.conf.urls.static import static
 from django.contrib.sitemaps.views import sitemap
-from django.http import JsonResponse
 from django.urls import path, include
 from django.urls import re_path
 from haystack.views import search_view_factory
+from django.http import JsonResponse
+import time
 
 from blog.views import EsSearchView
 from djangoblog.admin_site import admin_site
@@ -44,7 +43,7 @@ handler500 = 'blog.views.server_error_view'
 handle403 = 'blog.views.permission_denied_view'
 
 
-def health_check():
+def health_check(request):
     """
     健康检查接口
     简单返回服务健康状态
diff --git a/src/DjangoBlog/djangoblog/utils.py b/src/DjangoBlog/djangoblog/utils.py
index 1294385..045264e 100644
--- a/src/DjangoBlog/djangoblog/utils.py
+++ b/src/DjangoBlog/djangoblog/utils.py
@@ -52,7 +52,7 @@ def get_max_articleid_commentid():
     """
     from blog.models import Article
     from comments.models import Comment
-    return Article.objects.latest().pk, Comment.objects.latest().pk
+    return (Article.objects.latest().pk, Comment.objects.latest().pk)
 
 
 def get_sha256(str):
@@ -138,14 +138,14 @@ def cache_decorator(expiration=3 * 60):
 
 
 def expire_view_cache(path, servername, serverport, key_prefix=None):
-    """
+    '''
     刷新视图缓存
     :param path:url路径
     :param servername:host
     :param serverport:端口
     :param key_prefix:前缀
     :return:是否成功
-    """
+    '''
     from django.http import HttpRequest
     from django.utils.cache import get_cache_key
 
@@ -332,11 +332,11 @@ def get_blog_setting():
 
 
 def save_user_avatar(url):
-    """
+    '''
     保存用户头像
     :param url:头像url
     :return: 本地路径
-    """
+    '''
     logger.info(url)
 
     try:
@@ -418,7 +418,7 @@ ALLOWED_CLASSES = [
     's1', 'ss', 'bp', 'vc', 'vg', 'vi', 'il'
 ]
 
-def class_filter(name, value):
+def class_filter(tag, name, value):
     """`xjj`
 
     自定义 class 属性过滤器
diff --git a/src/DjangoBlog/djangoblog/whoosh_cn_backend.py b/src/DjangoBlog/djangoblog/whoosh_cn_backend.py
index 7d75681..ac6cd4e 100644
--- a/src/DjangoBlog/djangoblog/whoosh_cn_backend.py
+++ b/src/DjangoBlog/djangoblog/whoosh_cn_backend.py
@@ -29,11 +29,11 @@ import re
 import shutil
 import threading
 import warnings
-from datetime import datetime
 
 import six
 from django.conf import settings
 from django.core.exceptions import ImproperlyConfigured
+from datetime import datetime
 from django.utils.encoding import force_str
 from haystack.backends import BaseEngine, BaseSearchBackend, BaseSearchQuery, EmptyResults, log_query
 from haystack.constants import DJANGO_CT, DJANGO_ID, ID
@@ -155,7 +155,7 @@ class WhooshSearchBackend(BaseSearchBackend):
             connections[self.connection_alias].get_unified_index().all_searchfields())
         self.parser = QueryParser(self.content_field_name, schema=self.schema)
 
-        if new_index:
+        if new_index is True:
             self.index = self.storage.create_index(self.schema)
         else:
             try:
@@ -230,7 +230,7 @@ class WhooshSearchBackend(BaseSearchBackend):
             raise SearchBackendError(
                 "No fields were found in any search_indexes. Please correct this before attempting to search.")
 
-        return content_field_name, Schema(**schema_fields)
+        return (content_field_name, Schema(**schema_fields))
 
     def update(self, index, iterable, commit=True):
         """`xjj`
@@ -389,8 +389,7 @@ class WhooshSearchBackend(BaseSearchBackend):
         self.index = self.index.refresh()
         self.index.optimize()
 
-    @staticmethod
-    def calculate_page(start_offset=0, end_offset=None):
+    def calculate_page(self, start_offset=0, end_offset=None):
         """`xjj`
 
         根据偏移量计算分页信息。
@@ -699,7 +698,7 @@ class WhooshSearchBackend(BaseSearchBackend):
 
         # Deferred models will have a different class ("RealClass_Deferred_fieldname")
         # which won't be in our registry:
-        model_instance._meta.concrete_model
+        model_klass = model_instance._meta.concrete_model
 
         field_name = self.content_field_name
         narrow_queries = set()
@@ -944,8 +943,7 @@ class WhooshSearchBackend(BaseSearchBackend):
         spelling_suggestion = ' '.join(suggested_words)
         return spelling_suggestion
 
-    @staticmethod
-    def _from_python(value):
+    def _from_python(self, value):
         """
         Converts Python values to a string for Whoosh.
 
@@ -968,8 +966,7 @@ class WhooshSearchBackend(BaseSearchBackend):
             value = force_str(value)
         return value
 
-    @staticmethod
-    def _to_python(value):
+    def _to_python(self, value):
         """
         Converts values from Whoosh to native Python values.
 
@@ -1021,8 +1018,7 @@ class WhooshSearchBackend(BaseSearchBackend):
 
 
 class WhooshSearchQuery(BaseSearchQuery):
-    @staticmethod
-    def _convert_datetime(date):
+    def _convert_datetime(self, date):
         """`xjj`
 
         将日期时间对象转换为 Whoosh 可识别的字符串格式。
@@ -1079,7 +1075,7 @@ class WhooshSearchQuery(BaseSearchQuery):
             str: 构建好的查询片段字符串。
         """
         from haystack import connections
-        ''
+        query_frag = ''
         is_datetime = False
 
         if not hasattr(value, 'input_type_name'):
@@ -1124,7 +1120,7 @@ class WhooshSearchQuery(BaseSearchQuery):
             'fuzzy': u'%s~',
         }
 
-        if not value.post_process:
+        if value.post_process is False:
             query_frag = prepared_value
         else:
             if filter_type in [
@@ -1143,7 +1139,7 @@ class WhooshSearchQuery(BaseSearchQuery):
                     if isinstance(prepared_value, six.string_types):
                         possible_values = prepared_value.split(' ')
                     else:
-                        if is_datetime:
+                        if is_datetime is True:
                             prepared_value = self._convert_datetime(
                                 prepared_value)
 
@@ -1169,7 +1165,7 @@ class WhooshSearchQuery(BaseSearchQuery):
 
                     pv = self.backend._from_python(possible_value)
 
-                    if is_datetime:
+                    if is_datetime is True:
                         pv = self._convert_datetime(pv)
 
                     if isinstance(pv, six.string_types) and not is_datetime:
@@ -1196,7 +1192,7 @@ class WhooshSearchQuery(BaseSearchQuery):
                     prepared_value = Exact(prepared_value).prepare(self)
                     query_frag = filter_types[filter_type] % prepared_value
             else:
-                if is_datetime:
+                if is_datetime is True:
                     prepared_value = self._convert_datetime(prepared_value)
 
                 query_frag = filter_types[filter_type] % prepared_value
diff --git a/src/DjangoBlog/oauth/admin.py b/src/DjangoBlog/oauth/admin.py
index 352856f..8d2976d 100644
--- a/src/DjangoBlog/oauth/admin.py
+++ b/src/DjangoBlog/oauth/admin.py
@@ -97,7 +97,6 @@ class OAuthUserAdmin(admin.ModelAdmin):
             return format_html(
                 u'<a href="%s">%s</a>' %
                 (link, obj.author.nickname if obj.author.nickname else obj.author.email))
-        return None
 
     def show_user_image(self, obj):
         """lrj：
@@ -113,7 +112,7 @@ class OAuthUserAdmin(admin.ModelAdmin):
         img = obj.picture  # 获取头像URL
         return format_html(
             u'<img src="%s" style="width:50px;height:50px"></img>' %
-            img)
+            (img))
 
     # 设置自定义方法在Admin中的显示名称
     link_to_usermodel.short_description = '用户'  # 关联用户列标题
diff --git a/src/DjangoBlog/oauth/migrations/0001_initial.py b/src/DjangoBlog/oauth/migrations/0001_initial.py
index 3497554..3aa3e03 100644
--- a/src/DjangoBlog/oauth/migrations/0001_initial.py
+++ b/src/DjangoBlog/oauth/migrations/0001_initial.py
@@ -1,8 +1,9 @@
 # Generated by Django 4.1.7 on 2023-03-07 09:53
 
-import django.utils.timezone
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/oauth/migrations/0002_alter_oauthconfig_options_alter_oauthuser_options_and_more.py b/src/DjangoBlog/oauth/migrations/0002_alter_oauthconfig_options_alter_oauthuser_options_and_more.py
index ba857da..d5cc70e 100644
--- a/src/DjangoBlog/oauth/migrations/0002_alter_oauthconfig_options_alter_oauthuser_options_and_more.py
+++ b/src/DjangoBlog/oauth/migrations/0002_alter_oauthconfig_options_alter_oauthuser_options_and_more.py
@@ -1,8 +1,9 @@
 # Generated by Django 4.2.5 on 2023-09-06 13:13
 
-import django.utils.timezone
 from django.conf import settings
 from django.db import migrations, models
+import django.db.models.deletion
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/oauth/migrations/0004_alter_oauthconfig_options.py b/src/DjangoBlog/oauth/migrations/0004_alter_oauthconfig_options.py
new file mode 100644
index 0000000..36b2e21
--- /dev/null
+++ b/src/DjangoBlog/oauth/migrations/0004_alter_oauthconfig_options.py
@@ -0,0 +1,17 @@
+# Generated by Django 5.2.7 on 2025-11-11 10:33
+
+from django.db import migrations
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('oauth', '0003_alter_oauthuser_nickname'),
+    ]
+
+    operations = [
+        migrations.AlterModelOptions(
+            name='oauthconfig',
+            options={'ordering': ['-creation_time'], 'verbose_name': 'OAuth配置', 'verbose_name_plural': 'OAuth配置'},
+        ),
+    ]
diff --git a/src/DjangoBlog/oauth/oauthmanager.py b/src/DjangoBlog/oauth/oauthmanager.py
index e8e598d..eb0c627 100644
--- a/src/DjangoBlog/oauth/oauthmanager.py
+++ b/src/DjangoBlog/oauth/oauthmanager.py
@@ -20,9 +20,9 @@ logger = logging.getLogger(__name__)
 
 
 class OAuthAccessTokenException(Exception):
-    """
+    '''
     oauth授权失败异常
-    """
+    '''
 
 
 class BaseOauthManager(metaclass=ABCMeta):
@@ -113,8 +113,7 @@ class BaseOauthManager(metaclass=ABCMeta):
         """
         pass
 
-    @staticmethod
-    def do_get(url, params, headers=None):
+    def do_get(self, url, params, headers=None):
         """lrj：
         执行GET请求到第三方API
 
@@ -130,8 +129,7 @@ class BaseOauthManager(metaclass=ABCMeta):
         logger.info(rsp.text)  # lrj：记录响应日志
         return rsp.text
 
-    @staticmethod
-    def do_post(url, params, headers=None):
+    def do_post(self, url, params, headers=None):
         """lrj：
         执行POST请求到第三方API
 
@@ -364,7 +362,6 @@ class QQOauthManager(BaseOauthManager):
                 token = d['access_token']
                 self.access_token = token[0]
                 return token
-            return None
         else:
             raise OAuthAccessTokenException(rsp)
 
@@ -383,7 +380,6 @@ class QQOauthManager(BaseOauthManager):
                 openid = str(obj['openid'])
                 self.openid = openid
                 return openid
-        return None
 
     def get_oauth_userinfo(self):
         openid = self.get_open_id()
@@ -407,7 +403,6 @@ class QQOauthManager(BaseOauthManager):
             if 'figureurl' in obj:
                 user.picture = str(obj['figureurl'])
             return user
-        return None
 
     def get_picture(self, metadata):
         datas = json.loads(metadata)
diff --git a/src/DjangoBlog/oauth/tests.py b/src/DjangoBlog/oauth/tests.py
index c822f6d..cf1bfb1 100644
--- a/src/DjangoBlog/oauth/tests.py
+++ b/src/DjangoBlog/oauth/tests.py
@@ -60,8 +60,7 @@ class OauthLoginTest(TestCase):
         self.factory = RequestFactory()  # lrj：请求工厂
         self.apps = self.init_apps()  # lrj：初始化所有OAuth应用配置
 
-    @staticmethod
-    def init_apps():
+    def init_apps(self):
         """lrj：初始化所有OAuth平台配置"""
         # lrj：获取所有OAuth管理器子类并实例化
         applications = [p() for p in BaseOauthManager.__subclasses__()]
@@ -79,7 +78,6 @@ class OauthLoginTest(TestCase):
         for app in self.apps:
             if app.ICON_NAME.lower() == type:
                 return app
-        return None
 
     @patch("oauth.oauthmanager.WBOauthManager.do_post")
     @patch("oauth.oauthmanager.WBOauthManager.do_get")
@@ -90,7 +88,7 @@ class OauthLoginTest(TestCase):
         assert weibo_app  #lrj： 验证应用存在
 
         # lrj：测试授权URL生成
-        weibo_app.get_authorization_url()
+        url = weibo_app.get_authorization_url()
 
         # lrj：模拟微博API响应
         mock_do_post.return_value = json.dumps({"access_token": "access_token",
@@ -117,7 +115,7 @@ class OauthLoginTest(TestCase):
         assert google_app  # lrj：验证应用存在
 
         # lrj：测试授权URL生成
-        google_app.get_authorization_url()
+        url = google_app.get_authorization_url()
 
         # lrj：模拟Google API响应
         mock_do_post.return_value = json.dumps({
@@ -130,7 +128,7 @@ class OauthLoginTest(TestCase):
             "sub": "sub",
             "email": "email",
         })
-        google_app.get_access_token_by_code('code')
+        token = google_app.get_access_token_by_code('code')
         userinfo = google_app.get_oauth_userinfo()
         self.assertEqual(userinfo.token, 'access_token')  # lrj：验证访问令牌
         self.assertEqual(userinfo.openid, 'sub')  # lrj：验证用户OpenID
@@ -156,7 +154,7 @@ class OauthLoginTest(TestCase):
             "id": "id",
             "email": "email",
         })
-        github_app.get_access_token_by_code('code')
+        token = github_app.get_access_token_by_code('code')
         userinfo = github_app.get_oauth_userinfo()
         self.assertEqual(userinfo.token, 'gho_16C7e42F292c6912E7710c838347Ae178B4a')  # lrj：验证访问令牌
         self.assertEqual(userinfo.openid, 'id')  # lrj：验证用户OpenID
@@ -187,7 +185,7 @@ class OauthLoginTest(TestCase):
                 }
             }
         })
-        facebook_app.get_access_token_by_code('code')
+        token = facebook_app.get_access_token_by_code('code')
         userinfo = facebook_app.get_oauth_userinfo()
         self.assertEqual(userinfo.token, 'access_token')  # lrj：验证访问令牌
 
@@ -201,7 +199,7 @@ class OauthLoginTest(TestCase):
             "openid": "openid",
         })  # lrj：获取用户信息响应
     ])
-    def test_qq_login(self):
+    def test_qq_login(self, mock_do_get):
         """lrj：测试QQ OAuth登录流程"""
         # lrj：获取QQ OAuth应用
         qq_app = self.get_app_by_type('qq')
@@ -212,7 +210,7 @@ class OauthLoginTest(TestCase):
         self.assertTrue("qq.com" in url)  # lrj：验证QQ域名
 
         # lrj：测试获取访问令牌和用户信息（使用side_effect模拟多次调用）
-        qq_app.get_access_token_by_code('code')
+        token = qq_app.get_access_token_by_code('code')
         userinfo = qq_app.get_oauth_userinfo()
         self.assertEqual(userinfo.token, 'access_token')  # lrj：验证访问令牌
 
diff --git a/src/DjangoBlog/owntracks/migrations/0001_initial.py b/src/DjangoBlog/owntracks/migrations/0001_initial.py
index 19bfec2..9eee55c 100644
--- a/src/DjangoBlog/owntracks/migrations/0001_initial.py
+++ b/src/DjangoBlog/owntracks/migrations/0001_initial.py
@@ -1,7 +1,7 @@
 # Generated by Django 4.1.7 on 2023-03-02 07:14
 
-import django.utils.timezone
 from django.db import migrations, models
+import django.utils.timezone
 
 
 class Migration(migrations.Migration):
diff --git a/src/DjangoBlog/owntracks/tests.py b/src/DjangoBlog/owntracks/tests.py
index 6c12be6..3b4b9d8 100644
--- a/src/DjangoBlog/owntracks/tests.py
+++ b/src/DjangoBlog/owntracks/tests.py
@@ -42,7 +42,7 @@ class OwnTrackLogTest(TestCase):
         rsp = self.client.get('/owntracks/show_maps')
         self.assertEqual(rsp.status_code, 302)
 
-        BlogUser.objects.create_superuser(
+        user = BlogUser.objects.create_superuser(
             email="liangliangyy1@gmail.com",
             username="liangliangyy1",
             password="liangliangyy1")
diff --git a/src/DjangoBlog/plugins/article_copyright/plugin.py b/src/DjangoBlog/plugins/article_copyright/plugin.py
index a51f128..5dba3b3 100644
--- a/src/DjangoBlog/plugins/article_copyright/plugin.py
+++ b/src/DjangoBlog/plugins/article_copyright/plugin.py
@@ -1,5 +1,5 @@
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.hook_constants import ARTICLE_CONTENT_HOOK_NAME
 
 
@@ -14,8 +14,7 @@ class ArticleCopyrightPlugin(BasePlugin):
         # 在这里将插件的方法注册到指定的钩子上
         hooks.register(ARTICLE_CONTENT_HOOK_NAME, self.add_copyright_to_content)
 
-    @staticmethod
-    def add_copyright_to_content(content, **kwargs):
+    def add_copyright_to_content(self, content, *args, **kwargs):
         """
         这个方法会被注册到 'the_content' 过滤器钩子上。
         它接收原始内容，并返回添加了版权信息的新内容。
diff --git a/src/DjangoBlog/plugins/article_recommendation/plugin.py b/src/DjangoBlog/plugins/article_recommendation/plugin.py
index 05c4bb9..6656a07 100644
--- a/src/DjangoBlog/plugins/article_recommendation/plugin.py
+++ b/src/DjangoBlog/plugins/article_recommendation/plugin.py
@@ -1,9 +1,8 @@
 import logging
-
-from blog.models import Article
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.hook_constants import ARTICLE_DETAIL_LOAD
+from blog.models import Article
 
 logger = logging.getLogger(__name__)
 
@@ -34,7 +33,7 @@ class ArticleRecommendationPlugin(BasePlugin):
         """注册钩子"""
         hooks.register(ARTICLE_DETAIL_LOAD, self.on_article_detail_load)
     
-    def on_article_detail_load(self, article, context):
+    def on_article_detail_load(self, article, context, request, *args, **kwargs):
         """文章详情页加载时的处理"""
         # 可以在这里预加载推荐数据到context中
         recommendations = self.get_recommendations(article)
@@ -195,8 +194,7 @@ class ArticleRecommendationPlugin(BasePlugin):
         
         return valid_recommendations[:count]
     
-    @staticmethod
-    def get_popular_articles(count=3):
+    def get_popular_articles(self, count=3):
         """获取热门文章"""
         return list(Article.objects.filter(
             status='p'
diff --git a/src/DjangoBlog/plugins/external_links/plugin.py b/src/DjangoBlog/plugins/external_links/plugin.py
index 35456b3..5b2ef14 100644
--- a/src/DjangoBlog/plugins/external_links/plugin.py
+++ b/src/DjangoBlog/plugins/external_links/plugin.py
@@ -1,8 +1,7 @@
 import re
 from urllib.parse import urlparse
-
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.hook_constants import ARTICLE_CONTENT_HOOK_NAME
 
 
@@ -15,8 +14,7 @@ class ExternalLinksPlugin(BasePlugin):
     def register_hooks(self):
         hooks.register(ARTICLE_CONTENT_HOOK_NAME, self.process_external_links)
 
-    @staticmethod
-    def process_external_links(content):
+    def process_external_links(self, content, *args, **kwargs):
         from djangoblog.utils import get_current_site
         site_domain = get_current_site().domain
 
diff --git a/src/DjangoBlog/plugins/image_lazy_loading/plugin.py b/src/DjangoBlog/plugins/image_lazy_loading/plugin.py
index 3c66728..b4b9e0a 100644
--- a/src/DjangoBlog/plugins/image_lazy_loading/plugin.py
+++ b/src/DjangoBlog/plugins/image_lazy_loading/plugin.py
@@ -1,9 +1,8 @@
-import hashlib
 import re
+import hashlib
 from urllib.parse import urlparse
-
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.hook_constants import ARTICLE_CONTENT_HOOK_NAME
 
 
@@ -28,7 +27,7 @@ class ImageOptimizationPlugin(BasePlugin):
     def register_hooks(self):
         hooks.register(ARTICLE_CONTENT_HOOK_NAME, self.optimize_images)
 
-    def optimize_images(self, content):
+    def optimize_images(self, content, *args, **kwargs):
         """
         优化文章中的图片标签
         """
@@ -64,8 +63,7 @@ class ImageOptimizationPlugin(BasePlugin):
         
         return optimized_content
 
-    @staticmethod
-    def _parse_img_attributes(attr_string):
+    def _parse_img_attributes(self, attr_string):
         """
         解析 img 标签的属性
         """
@@ -152,8 +150,7 @@ class ImageOptimizationPlugin(BasePlugin):
 
         return attrs
 
-    @staticmethod
-    def _build_img_tag(attrs):
+    def _build_img_tag(self, attrs):
         """
         重新构建 img 标签
         """
@@ -170,8 +167,7 @@ class ImageOptimizationPlugin(BasePlugin):
         
         return f'<img {" ".join(attr_strings)}>'
 
-    @staticmethod
-    def _get_current_domain():
+    def _get_current_domain(self):
         """
         获取当前网站域名
         """
diff --git a/src/DjangoBlog/plugins/reading_time/plugin.py b/src/DjangoBlog/plugins/reading_time/plugin.py
index 4d3a6ad..4b929d8 100644
--- a/src/DjangoBlog/plugins/reading_time/plugin.py
+++ b/src/DjangoBlog/plugins/reading_time/plugin.py
@@ -1,8 +1,7 @@
 import math
 import re
-
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.hook_constants import ARTICLE_CONTENT_HOOK_NAME
 
 
@@ -15,8 +14,7 @@ class ReadingTimePlugin(BasePlugin):
     def register_hooks(self):
         hooks.register(ARTICLE_CONTENT_HOOK_NAME, self.add_reading_time)
 
-    @staticmethod
-    def add_reading_time(content, **kwargs):
+    def add_reading_time(self, content, *args, **kwargs):
         """
         计算阅读时间并添加到内容开头。
         只在文章详情页显示，首页（文章列表页）不显示。
diff --git a/src/DjangoBlog/plugins/seo_optimizer/plugin.py b/src/DjangoBlog/plugins/seo_optimizer/plugin.py
index c3df658..de12c15 100644
--- a/src/DjangoBlog/plugins/seo_optimizer/plugin.py
+++ b/src/DjangoBlog/plugins/seo_optimizer/plugin.py
@@ -1,10 +1,9 @@
 import json
-
 from django.utils.html import strip_tags
-
-from blog.models import Article, Category
-from djangoblog.plugin_manage import hooks
+from django.template.defaultfilters import truncatewords
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
+from blog.models import Article, Category, Tag
 from djangoblog.utils import get_blog_setting
 
 
@@ -17,8 +16,7 @@ class SeoOptimizerPlugin(BasePlugin):
     def register_hooks(self):
         hooks.register('head_meta', self.dispatch_seo_generation)
 
-    @staticmethod
-    def _get_article_seo_data(context, request, blog_setting):
+    def _get_article_seo_data(self, context, request, blog_setting):
         article = context.get('article')
         if not isinstance(article, Article):
             return None
@@ -63,8 +61,7 @@ class SeoOptimizerPlugin(BasePlugin):
             "json_ld": structured_data
         }
 
-    @staticmethod
-    def _get_category_seo_data(context, request, blog_setting):
+    def _get_category_seo_data(self, context, request, blog_setting):
         category_name = context.get('tag_name')
         if not category_name:
             return None
@@ -95,8 +92,7 @@ class SeoOptimizerPlugin(BasePlugin):
             "json_ld": structured_data
         }
 
-    @staticmethod
-    def _get_default_seo_data(request, blog_setting):
+    def _get_default_seo_data(self, context, request, blog_setting):
         # Homepage and other default pages
         structured_data = {
             "@context": "https://schema.org",
@@ -133,7 +129,7 @@ class SeoOptimizerPlugin(BasePlugin):
             seo_data = self._get_category_seo_data(context, request, blog_setting)
         
         if not seo_data:
-             seo_data = self._get_default_seo_data(request, blog_setting)
+             seo_data = self._get_default_seo_data(context, request, blog_setting)
 
         json_ld_script = f'<script type="application/ld+json">{json.dumps(seo_data.get("json_ld", {}), ensure_ascii=False, indent=4)}</script>'
 
diff --git a/src/DjangoBlog/plugins/view_count/plugin.py b/src/DjangoBlog/plugins/view_count/plugin.py
index 5d02b4f..15e9d94 100644
--- a/src/DjangoBlog/plugins/view_count/plugin.py
+++ b/src/DjangoBlog/plugins/view_count/plugin.py
@@ -1,5 +1,5 @@
-from djangoblog.plugin_manage import hooks
 from djangoblog.plugin_manage.base_plugin import BasePlugin
+from djangoblog.plugin_manage import hooks
 
 
 class ViewCountPlugin(BasePlugin):
@@ -11,8 +11,7 @@ class ViewCountPlugin(BasePlugin):
     def register_hooks(self):
         hooks.register('after_article_body_get', self.record_view)
 
-    @staticmethod
-    def record_view(article):
+    def record_view(self, article, *args, **kwargs):
         article.viewed()
 
 
diff --git a/src/DjangoBlog/requirements.txt b/src/DjangoBlog/requirements.txt
index e5878ab..7f0cd8e 100644
Binary files a/src/DjangoBlog/requirements.txt and b/src/DjangoBlog/requirements.txt differ
diff --git a/src/DjangoBlog/servermanager/api/blogapi.py b/src/DjangoBlog/servermanager/api/blogapi.py
index 5fe3249..8a4d6ac 100644
--- a/src/DjangoBlog/servermanager/api/blogapi.py
+++ b/src/DjangoBlog/servermanager/api/blogapi.py
@@ -14,8 +14,7 @@ class BlogApi:
         sqs = sqs.load_all()
         return sqs[:self.__max_takecount__]
 
-    @staticmethod
-    def get_category_lists():
+    def get_category_lists(self):
         return Category.objects.all()
 
     def get_category_articles(self, categoryname):
diff --git a/src/DjangoBlog/servermanager/api/commonapi.py b/src/DjangoBlog/servermanager/api/commonapi.py
index ccc9de4..83ad9ff 100644
--- a/src/DjangoBlog/servermanager/api/commonapi.py
+++ b/src/DjangoBlog/servermanager/api/commonapi.py
@@ -44,8 +44,7 @@ class CommandHandler:
         else:
             return "未找到相关命令，请输入hepme获得帮助。"
 
-    @staticmethod
-    def __run_command__(cmd):
+    def __run_command__(self, cmd):
         try:
             res = os.popen(cmd).read()
             return res
diff --git a/src/DjangoBlog/servermanager/robot.py b/src/DjangoBlog/servermanager/robot.py
index 6801bc6..7b45736 100644
--- a/src/DjangoBlog/servermanager/robot.py
+++ b/src/DjangoBlog/servermanager/robot.py
@@ -47,7 +47,7 @@ def convert_to_article_reply(articles, message):
 
 
 @robot.filter(re.compile(r"^\?.*"))
-def search(message):
+def search(message, session):
     s = message.content
     searchstr = str(s).replace('?', '')
     result = blogapi.search_articles(searchstr)
@@ -60,14 +60,14 @@ def search(message):
 
 
 @robot.filter(re.compile(r'^category\s*$', re.I))
-def category():
+def category(message, session):
     categorys = blogapi.get_category_lists()
     content = ','.join(map(lambda x: x.name, categorys))
     return '所有文章分类目录：' + content
 
 
 @robot.filter(re.compile(r'^recent\s*$', re.I))
-def recents(message):
+def recents(message, session):
     articles = blogapi.get_recent_articles()
     if articles:
         reply = convert_to_article_reply(articles, message)
@@ -77,7 +77,7 @@ def recents(message):
 
 
 @robot.filter(re.compile('^help$', re.I))
-def help():
+def help(message, session):
     return '''欢迎关注!
             默认会与图灵机器人聊天~~
         你可以通过下面这些命令来获得信息
@@ -99,12 +99,12 @@ def help():
 
 
 @robot.filter(re.compile(r'^weather\:.*$', re.I))
-def weather():
+def weather(message, session):
     return "建设中..."
 
 
 @robot.filter(re.compile(r'^idcard\:.*$', re.I))
-def idcard():
+def idcard(message, session):
     return "建设中..."
 
 
@@ -123,7 +123,7 @@ class MessageHandler:
         try:
             info = session[userid]
             self.userinfo = jsonpickle.decode(info)
-        except Exception:
+        except Exception as e:
             userinfo = WxUserInfo()
             self.userinfo = userinfo
 
@@ -179,7 +179,7 @@ class MessageHandler:
         return ChatGPT.chat(info)
 
 
-class WxUserInfo:
+class WxUserInfo():
     def __init__(self):
         self.isAdmin = False
         self.isPasswordSet = False
diff --git a/src/DjangoBlog/servermanager/tests.py b/src/DjangoBlog/servermanager/tests.py
index fb856c4..22a6689 100644
--- a/src/DjangoBlog/servermanager/tests.py
+++ b/src/DjangoBlog/servermanager/tests.py
@@ -1,4 +1,5 @@
 from django.test import Client, RequestFactory, TestCase
+from django.utils import timezone
 from werobot.messages.messages import TextMessage
 
 from accounts.models import BlogUser
@@ -41,10 +42,10 @@ class ServerManagerTest(TestCase):
         article.save()
         s = TextMessage([])
         s.content = "nice"
-        search(s)
-        rsp = category()
+        rsp = search(s, None)
+        rsp = category(None, None)
         self.assertIsNotNone(rsp)
-        rsp = recents(None)
+        rsp = recents(None, None)
         self.assertTrue(rsp != '暂时还没有文章')
 
         cmd = commands()