diff --git a/.gitea/workflows/ci-cd.yml b/.gitea/workflows/ci-cd.yml
index 91909a6aa..9bd9f0333 100644
--- a/.gitea/workflows/ci-cd.yml
+++ b/.gitea/workflows/ci-cd.yml
@@ -61,16 +61,15 @@ jobs:
 
       - name: Run code quality checks
         run: |
-          python -m black --version
-          python -m isort --version-number
-          python -m flake8 --version
-          bandit --version
-          echo "✅ Code quality environment is ready"
+          python -m compileall -q apps packages tests
+          python -m black --check apps packages tests
+          python -m isort --check-only apps packages tests
+          python -m flake8 apps packages tests --count --statistics
+          bandit -r apps packages -q
 
       - name: Run tests
         run: |
-          pytest --version
-          echo "✅ Test environment is ready"
+          python -m pytest tests -q
 
       - name: Build summary
         if: github.ref == 'refs/heads/develop' || github.ref == 'refs/heads/main'
diff --git a/.github/workflows/ci-cd.yml b/.github/workflows/ci-cd.yml
index 91909a6aa..9bd9f0333 100644
--- a/.github/workflows/ci-cd.yml
+++ b/.github/workflows/ci-cd.yml
@@ -61,16 +61,15 @@ jobs:
 
       - name: Run code quality checks
         run: |
-          python -m black --version
-          python -m isort --version-number
-          python -m flake8 --version
-          bandit --version
-          echo "✅ Code quality environment is ready"
+          python -m compileall -q apps packages tests
+          python -m black --check apps packages tests
+          python -m isort --check-only apps packages tests
+          python -m flake8 apps packages tests --count --statistics
+          bandit -r apps packages -q
 
       - name: Run tests
         run: |
-          pytest --version
-          echo "✅ Test environment is ready"
+          python -m pytest tests -q
 
       - name: Build summary
         if: github.ref == 'refs/heads/develop' || github.ref == 'refs/heads/main'
diff --git a/docs/全面代码审计报告-2026-06-21.md b/docs/全面代码审计报告-2026-06-21.md
index e25b51221..fd89a9158 100644
--- a/docs/全面代码审计报告-2026-06-21.md
+++ b/docs/全面代码审计报告-2026-06-21.md
@@ -119,6 +119,24 @@
 - 误导入时立即抛出清晰错误，而不是深层 ImportError。
 - 后续只能在重建 DI composition root 后重新启用。
 
+### 7. P1：CI 质量门禁只打印版本，不执行检查
+
+**涉及文件**：`.gitea/workflows/ci-cd.yml`、`.github/workflows/ci-cd.yml`
+
+**问题**：
+- CI 安装/验证工具版本后直接成功。
+- `black/isort/flake8/bandit/pytest` 没有实际检查代码。
+- develop/main 可能在红线问题未暴露时继续部署。
+
+**根因**：
+- 早期为了验证 CI 环境可用，留下了占位命令。
+- 后续没有升级为真实质量门禁。
+
+**修复**：
+- CI 改为执行 `compileall`、`black --check`、`isort --check-only`、`flake8`、`bandit`。
+- 测试步骤改为 `python -m pytest tests -q`。
+- Gitea 与 GitHub workflow 保持一致，避免 CI 双轨漂移。
+
 ## 三、已补充测试
 
 ### 新增