diff --git a/.gitea/workflows/ci-pipeline.yml b/.gitea/workflows/ci-pipeline.yml
index 195721213..b2795ca80 100755
--- a/.gitea/workflows/ci-pipeline.yml
+++ b/.gitea/workflows/ci-pipeline.yml
@@ -323,6 +323,73 @@ jobs:
         [ -f /tmp/ci_job_start_time ] && START_TIME=$(cat /tmp/ci_job_start_time)
         python3 scripts/ci/ci_trace_report.py --service xiaoxia-saas-ci --status $STATUS --start-time "$START_TIME" || true
 
+  code-review:
+    name: AI Code Review
+    runs-on: ci-l2
+    timeout-minutes: 8
+    if: github.event_name == 'pull_request' && !github.event.pull_request.draft
+    steps:
+    - name: Checkout code
+      shell: sh
+      env:
+        GITHUB_TOKEN: ${{ github.token }}
+      run: |
+        curl -sH "Authorization: token $GITHUB_TOKEN"           "${GITHUB_API_URL}/repos/${GITHUB_REPOSITORY}/raw/scripts/ci/step_checkout.sh?ref=${GITHUB_SHA}"           | bash
+    - name: Record job start time
+      shell: sh
+      run: bash scripts/ci/step_timer_start.sh
+    - name: Install dependencies
+      shell: sh
+      run: |
+        if ! python3 -m pip --version >/dev/null 2>&1; then
+          apt-get update -qq && apt-get install -y -qq python3-pip python3-venv >/dev/null 2>&1
+        fi
+        if ! python3 -m pip --version >/dev/null 2>&1; then
+          python3 -m ensurepip --upgrade 2>/dev/null || curl -sS https://bootstrap.pypa.io/get-pip.py | python3
+        fi
+        python3 -m pip install --quiet requests
+    - name: Run AI Code Review
+      shell: sh
+      env:
+        GITEA_API_URL: ${{ gitea.server_url }}
+        GITEA_TOKEN: ${{ secrets.REVIEW_GITEA_TOKEN }}
+        REPO_NAME: ${{ gitea.repository }}
+        PR_NUMBER: ${{ gitea.event.pull_request.number }}
+        PR_HEAD_SHA: ${{ gitea.event.pull_request.head.sha }}
+        LLM_PROVIDER: "coze"
+        LLM_BASE_URL: ${{ secrets.LLM_BASE_URL }}
+        LLM_API_KEY: ${{ secrets.LLM_API_KEY }}
+        COZE_BOT_ID: ${{ secrets.COZE_BOT_ID }}
+        LLM_MODEL: ${{ secrets.LLM_MODEL }}
+        MAX_DIFF_CHARS: "30000"
+        LLM_TIMEOUT: "120"
+      run: |
+        python3 scripts/ci_code_review.py
+    - name: Job duration summary
+      if: always()
+      shell: sh
+      run: bash scripts/ci/step_timer_end.sh
+    - name: Notify on failure
+      continue-on-error: true
+      if: failure()
+      shell: sh
+      env:
+        CI_NOTIFY_WEBHOOK: ${{ secrets.CI_NOTIFY_WEBHOOK }}
+      run: |
+        set +e
+        NOTIFY_MODE=failure JOB_NAME="AI Code Review" python3 scripts/ci_notify.py
+    - name: Report CI trace
+      if: always()
+      shell: sh
+      env:
+        AGENTLOOP_LICENSE_KEY: ${{ secrets.AGENTLOOP_LICENSE_KEY }}
+      run: |
+        STATUS="ok"
+        [ ${{ job.status }} = "success" ] || STATUS="error"
+        START_TIME=""
+        [ -f /tmp/ci_job_start_time ] && START_TIME=$(cat /tmp/ci_job_start_time)
+        python3 scripts/ci/ci_trace_report.py --service xiaoxia-saas-ci --status $STATUS --start-time "$START_TIME" || true
+
   unit-tests:
     needs: check-frontend-only
     if: always() && needs.check-frontend-only.outputs.skip_backend != 'true'
@@ -1680,6 +1747,7 @@ jobs:
       - validate-code-quality
       - validate-type-check
       - validate-migration
+      - code-review
       - unit-tests
       - integration-tests
       - frontend-lint
@@ -1707,6 +1775,7 @@ jobs:
           RESULT_CODE_QUALITY: ${{ needs.validate-code-quality.result }}
           RESULT_TYPE_CHECK: ${{ needs.validate-type-check.result }}
           RESULT_MIGRATION: ${{ needs.validate-migration.result }}
+          RESULT_CODE_REVIEW: ${{ needs.code-review.result }}
           RESULT_UNIT_TESTS: ${{ needs.unit-tests.result }}
           RESULT_INTEGRATION: ${{ needs.integration-tests.result }}
           RESULT_FRONTEND_LINT: ${{ needs.frontend-lint.result }}
@@ -1721,6 +1790,7 @@ jobs:
           echo "  validate-code-quality: $RESULT_CODE_QUALITY"
           echo "  validate-type-check: $RESULT_TYPE_CHECK"
           echo "  validate-migration: $RESULT_MIGRATION"
+          echo "  code-review: $RESULT_CODE_REVIEW"
           echo "  unit-tests: $RESULT_UNIT_TESTS"
           echo "  integration-tests: $RESULT_INTEGRATION"
           echo "  frontend-lint: $RESULT_FRONTEND_LINT"
@@ -1739,6 +1809,7 @@ jobs:
             "validate-code-quality:$RESULT_CODE_QUALITY"
             "validate-type-check:$RESULT_TYPE_CHECK"
             "validate-migration:$RESULT_MIGRATION"
+            "code-review:$RESULT_CODE_REVIEW"
             "frontend-lint:$RESULT_FRONTEND_LINT"
             "build-pr:$RESULT_BUILD_PR"
           )