diff --git a/.gitea/workflows/code-review.yml b/.gitea/workflows/code-review.yml
index c835a1be8..23f3c1eb0 100644
--- a/.gitea/workflows/code-review.yml
+++ b/.gitea/workflows/code-review.yml
@@ -25,15 +25,10 @@ jobs:
         with:
           fetch-depth: 0
 
-      - name: Setup Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: "3.11"
-
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip
-          pip install requests
+          python3 -m pip install --upgrade pip
+          python3 -m pip install requests
 
       - name: Run AI Code Review
         env:
@@ -53,6 +48,6 @@ jobs:
           MAX_DIFF_CHARS: "30000"
           LLM_TIMEOUT: "120"
         run: |
-          python scripts/ci_code_review.py
+          python3 scripts/ci_code_review.py
         # 审查脚本异常不影响 CI 通过
         continue-on-error: true