diff --git a/.github/workflows/coverage_test.yml b/.github/workflows/coverage_test.yml
index 4168f2f80..4d6a41857 100644
--- a/.github/workflows/coverage_test.yml
+++ b/.github/workflows/coverage_test.yml
@@ -31,6 +31,7 @@ jobs:
           mkdir data/plugins
           mkdir data/config
           mkdir data/temp
+          export TESTING=true
           export ZHIPU_API_KEY=${{ secrets.OPENAI_API_KEY }}
           PYTHONPATH=./ pytest --cov=. tests/ -v -o log_cli=true -o log_level=DEBUG
 
diff --git a/astrbot/core/__init__.py b/astrbot/core/__init__.py
index 5efeff30b..94e32224c 100644
--- a/astrbot/core/__init__.py
+++ b/astrbot/core/__init__.py
@@ -8,5 +8,9 @@ os.makedirs("data", exist_ok=True)
 
 html_renderer = HtmlRenderer()
 logger = LogManager.GetLogger(log_name='astrbot')
+
+if os.environ.get('TESTING', ""):
+    logger.setLevel('DEBUG')
+    
 db_helper = SQLiteDatabase(DB_PATH)
 WEBUI_SK = "Advanced_System_for_Text_Response_and_Bot_Operations_Tool"
\ No newline at end of file
diff --git a/astrbot/core/core_lifecycle.py b/astrbot/core/core_lifecycle.py
index 18ddc1b52..1a261bfae 100644
--- a/astrbot/core/core_lifecycle.py
+++ b/astrbot/core/core_lifecycle.py
@@ -29,7 +29,10 @@ class AstrBotCoreLifecycle:
     
     async def initialize(self):
         logger.info("AstrBot v"+ VERSION)
-        logger.setLevel(self.astrbot_config['log_level'])
+        if os.environ.get("TESTING", ""):
+            logger.setLevel("DEBUG")
+        else:
+            logger.setLevel(self.astrbot_config['log_level'])
         self.event_queue = Queue()
         self.event_queue.closed = False
         
diff --git a/tests/test_plugin_manager.py b/tests/test_plugin_manager.py
index 5a26a00a6..8d7b35568 100644
--- a/tests/test_plugin_manager.py
+++ b/tests/test_plugin_manager.py
@@ -17,7 +17,7 @@ db = SQLiteDatabase("data/data_v3.db")
 star_context = Context(event_queue, config, db)
 
 @pytest.fixture
-def plugin_manager_pm(star_context, config):
+def plugin_manager_pm():
     return PluginManager(star_context, config)
 
 def test_plugin_manager_initialization(plugin_manager_pm: PluginManager):