diff --git a/app/core/plugin.py b/app/core/plugin.py
index b1fd0a5b..c5d90e50 100644
--- a/app/core/plugin.py
+++ b/app/core/plugin.py
@@ -339,6 +339,7 @@ class PluginManager(metaclass=Singleton):
         missing_dependencies = self.pluginhelper.find_missing_dependencies()
         if not missing_dependencies:
             return missing_dependencies
+        logger.debug(f"检测到缺失的依赖项: {missing_dependencies}")
         logger.info(f"开始安装缺失的依赖项，共 {len(missing_dependencies)} 个...")
         # 第二步：安装依赖项并返回结果
         total_start_time = time.time()
diff --git a/app/helper/plugin.py b/app/helper/plugin.py
index 0d92173c..e7c7171a 100644
--- a/app/helper/plugin.py
+++ b/app/helper/plugin.py
@@ -4,11 +4,10 @@ import traceback
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Tuple, Set
 
-import pkg_resources
 from cachetools import TTLCache, cached
 from packaging.specifiers import SpecifierSet, InvalidSpecifier
 from packaging.version import Version, InvalidVersion
-from pkg_resources import Requirement
+from pkg_resources import Requirement, working_set
 
 from app.core.config import settings
 from app.db.systemconfig_oper import SystemConfigOper
@@ -404,7 +403,7 @@ class PluginHelper(metaclass=Singleton):
         :return: 备份目录路径
         """
         plugin_dir = PLUGIN_DIR / pid
-        backup_dir = Path(settings.TEMP_PATH) / "plugins_backup" / pid
+        backup_dir = Path(settings.TEMP_PATH) / "plugin_backup" / pid
 
         if plugin_dir.exists():
             # 备份时清理已有的备份目录，防止残留文件影响
@@ -577,12 +576,12 @@ class PluginHelper(metaclass=Singleton):
         """
         try:
             # 收集所有插件的依赖项
-            missing_dependencies = self.__find_plugin_dependencies()  # 返回格式为 {package_name: version_specifier}
+            plugin_dependencies = self.__find_plugin_dependencies()  # 返回格式为 {package_name: version_specifier}
             # 获取已安装的包及其版本
             installed_packages = self.__get_installed_packages()  # 返回格式为 {package_name: Version}
             # 需要安装或更新的依赖项列表
             dependencies_to_install = []
-            for pkg_name, version_specifier in missing_dependencies.items():
+            for pkg_name, version_specifier in plugin_dependencies.items():
                 spec_set = SpecifierSet(version_specifier)
                 installed_version = installed_packages.get(pkg_name)
                 if installed_version is None:
@@ -620,7 +619,7 @@ class PluginHelper(metaclass=Singleton):
             requirements_temp_file.parent.mkdir(parents=True, exist_ok=True)
             with open(requirements_temp_file, "w", encoding="utf-8") as f:
                 for dep in dependencies:
-                    f.write(dep + '\n')
+                    f.write(dep + "\n")
 
             # 使用自动降级策略安装依赖
             success, message = self.__pip_install_with_fallback(requirements_temp_file)
@@ -640,7 +639,7 @@ class PluginHelper(metaclass=Singleton):
         """
         installed_packages = {}
         try:
-            for dist in pkg_resources.working_set:
+            for dist in working_set:
                 pkg_name = self.__standardize_pkg_name(dist.project_name)
                 try:
                     installed_packages[pkg_name] = Version(dist.version)
@@ -668,7 +667,6 @@ class PluginHelper(metaclass=Singleton):
                         # 解析当前插件的 requirements.txt，获取依赖项
                         plugin_deps = self.__parse_requirements(requirements_file)
                         for pkg_name, version_specifiers in plugin_deps.items():
-                            logger.debug(f"当前处理的包：{pkg_name}, 版本约束：{version_specifiers}")
                             if pkg_name in dependencies:
                                 # 更新已存在的包的版本约束集合
                                 dependencies[pkg_name].update(version_specifiers)
@@ -699,7 +697,6 @@ class PluginHelper(metaclass=Singleton):
                             req = Requirement(line)
                             pkg_name = self.__standardize_pkg_name(req.name)
                             version_specifier = str(req.specifier)
-                            logger.debug(f"解析到依赖项：包名={pkg_name}, 版本约束={version_specifier}")
                             if pkg_name in dependencies:
                                 dependencies[pkg_name].append(version_specifier)
                             else:
@@ -723,7 +720,6 @@ class PluginHelper(metaclass=Singleton):
         try:
             merged_dependencies = {}
             for pkg_name, version_specifiers in dependencies.items():
-                logger.debug(f"合并包：{pkg_name} 的版本约束：{version_specifiers}")
                 # 合并版本约束
                 spec_set = SpecifierSet()
                 for specifier in version_specifiers:
diff --git a/app/startup/plugins_initializer.py b/app/startup/plugins_initializer.py
index e1b270ee..abefda04 100644
--- a/app/startup/plugins_initializer.py
+++ b/app/startup/plugins_initializer.py
@@ -41,10 +41,13 @@ async def init_plugins_async():
 
 
 async def execute_task(loop, task_func, task_name):
+    """
+    执行后台任务
+    """
     try:
         result = await loop.run_in_executor(None, task_func)
         if isinstance(result, list) and result:
-            logger.info(f"{task_name} 已完成，共处理 {len(result)} 个项目")
+            logger.debug(f"{task_name} 已完成，共处理 {len(result)} 个项目")
         else:
             logger.debug(f"没有新的 {task_name} 需要处理")
         return result