diff --git a/scripts/ci/auto_approve.sh b/scripts/ci/auto_approve.sh
index 5736898f1..4bfdb4209 100644
--- a/scripts/ci/auto_approve.sh
+++ b/scripts/ci/auto_approve.sh
@@ -28,15 +28,12 @@ if [ "$SKIP_BACKEND" = "true" ]; then
   CONTEXTS=("CI/CD Pipeline / Frontend Lint (pull_request)")
 else
   CONTEXTS=(
-    "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
+    # 与 pr_auto_scan.py 的 REQUIRED_CONTEXTS_APPROVE 保持一致
+    "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)"
-    "CI/CD Pipeline / Unit Tests (pull_request)"
-    "CI/CD Pipeline / Frontend Unit Tests (pull_request)"
-    "CI/CD Pipeline / PR Build API Image (pull_request)"
-    "CI/CD Pipeline / PR Build Web Image (pull_request)"
-    "CI/CD Pipeline / PR Build Worker Image (pull_request)"
   )
 fi