diff --git a/src/aipass/seedgo/apps/handlers/aipass_standards/readme_check.py b/src/aipass/seedgo/apps/handlers/aipass_standards/readme_check.py
index 5f6aa521..f691dc28 100644
--- a/src/aipass/seedgo/apps/handlers/aipass_standards/readme_check.py
+++ b/src/aipass/seedgo/apps/handlers/aipass_standards/readme_check.py
@@ -30,7 +30,7 @@ from typing import Dict, List, Optional
 from aipass.prax import logger
 from aipass.seedgo.apps.handlers.json import json_handler
 from aipass.seedgo.apps.handlers.bypass.utils import is_bypassed
-from aipass.seedgo.apps.handlers.aipass_standards.skip_dirs import is_disabled_file
+from aipass.seedgo.apps.handlers.aipass_standards.skip_dirs import SOURCE_SKIP_DIRS, is_disabled_file
 
 # Audit scope: entry points only (apps/{name}.py)
 AUDIT_SCOPE = "entry_point"
@@ -505,6 +505,8 @@ def _count_test_functions(tests_dir: Path) -> int:
     count = 0
     test_func_pattern = re.compile(r"^\s*def\s+test_", re.MULTILINE)
     for test_file in tests_dir.rglob("test_*.py"):
+        if any(part in SOURCE_SKIP_DIRS for part in test_file.relative_to(tests_dir).parts):
+            continue
         if is_disabled_file(test_file.name):
             continue
         try:
diff --git a/src/aipass/seedgo/apps/handlers/aipass_standards/test_quality_check.py b/src/aipass/seedgo/apps/handlers/aipass_standards/test_quality_check.py
index 2735b4ba..c627cde0 100644
--- a/src/aipass/seedgo/apps/handlers/aipass_standards/test_quality_check.py
+++ b/src/aipass/seedgo/apps/handlers/aipass_standards/test_quality_check.py
@@ -195,7 +195,7 @@ def _find_test_files_broad(branch_path: Path) -> list[Path]:
         for py_file in sorted(tests_dir.rglob("*.py")):
             if py_file.name in ("__init__.py", "conftest.py"):
                 continue
-            if "__pycache__" in py_file.parts:
+            if any(_should_skip_dir(part) for part in py_file.relative_to(tests_dir).parts):
                 continue
             resolved = py_file.resolve()
             if resolved not in seen: