diff --git a/scripts/ci/pr_auto_scan.py b/scripts/ci/pr_auto_scan.py
index fc422893e..37626c916 100644
--- a/scripts/ci/pr_auto_scan.py
+++ b/scripts/ci/pr_auto_scan.py
@@ -303,9 +303,10 @@ def main():
         "CI/CD Pipeline / CI Gate (pull_request)",
     ]
     REQUIRED_CONTEXTS_APPROVE = [
-        "CI/CD Pipeline / Validate - Code Quality (pull_request)",
-        "CI/CD Pipeline / Validate - Type Check (mypy) (pull_request)",
-        "CI/CD Pipeline / Validate - Migration (alembic) (pull_request)",
+        # CI 优化后 job 名称（2026-08）：Code Quality 拆分为 Style+Security，Type Check+Migration 合并为 Python
+        "CI/CD Pipeline / Validate - Style (pull_request)",
+        "CI/CD Pipeline / Validate - Security (pull_request)",
+        "CI/CD Pipeline / Validate - Python (mypy + alembic) (pull_request)",
         "CI/CD Pipeline / Frontend Lint (pull_request)",
     ]
     FRONTEND_ONLY_CONTEXT = [