diff --git a/.github/workflows/claude-pr-review.yml b/.github/workflows/claude-pr-review.yml
index 4d3d78b..9d151ff 100644
--- a/.github/workflows/claude-pr-review.yml
+++ b/.github/workflows/claude-pr-review.yml
@@ -22,11 +22,9 @@ jobs:
         with:
           fetch-depth: 1
 
-      - name: Auto-approve Dependabot bump
+      - name: Skip review for Dependabot bump
         if: github.event.pull_request.user.login == 'dependabot[bot]'
-        run: gh pr review ${{ github.event.pull_request.number }} --approve --body "Automated dependency bump — auto-approved."
-        env:
-          GH_TOKEN: ${{ github.token }}
+        run: echo "Dependabot bump — skipping Claude review."
 
       - name: Generate GitHub App token
         if: github.event.pull_request.user.login != 'dependabot[bot]'