diff --git a/.github/workflows/auto_merge_renovate_prs.yml b/.github/workflows/auto_merge_renovate_prs.yml
index 7a6dd3b8d..3254c6efd 100644
--- a/.github/workflows/auto_merge_renovate_prs.yml
+++ b/.github/workflows/auto_merge_renovate_prs.yml
@@ -1,73 +1,32 @@
-name: Merge Renovate PRs
+name: Auto Process Renovate PRs
 
 on:
-  workflow_dispatch:
+  pull_request:
+    types: [opened, synchronize, reopened, ready_for_review]
+  workflow_dispatch: # 允许手动触发
   schedule:
-    - cron: "*/10 * * * *"
-
-permissions:
-  contents: read
-  pull-requests: write
-  checks: read
+    - cron: '0 * * * *' # 每小时运行一次，处理可能错过的PR
 
 jobs:
-  merge-renovate-prs:
+  process-renovate-prs:
     runs-on: ubuntu-latest
     steps:
-      - name: Checkout
+      - name: Checkout repository
         uses: actions/checkout@v4
 
-      - name: Set GH_TOKEN for GitHub CLI
-        run: echo "GH_TOKEN=${{ secrets.GITHUB_TOKEN }}" >> $GITHUB_ENV
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.x'
 
-      - name: List open Renovate PRs
-        id: list
+      - name: Process Renovate PRs
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
-          # 获取 renovate / mend-renovate PR numbers
-          mapfile -t prs < <(gh pr list --repo "$GITHUB_REPOSITORY" --state open \
-            --json number,author \
-            --jq '.[] | select(.author.login | test("renovate|mend-renovate"; "i")) | .number')
-          
-          # 输出到 GitHub Actions 输出
-          prs_json=$(printf '%s\n' "${prs[@]}" | jq -R . | jq -s .)
-          echo "prs=$prs_json" >> $GITHUB_OUTPUT
-          echo "Found PRs: ${prs[*]}"
+          cat << 'EOF' > process_renovate_prs.py
+          # 在这里插入下面的Python脚本内容
+          EOF
+          python process_renovate_prs.py
 
-      - name: Poll and merge Renovate PRs
-        if: steps.list.outputs.prs != '[]'
-        run: |
-          prs=$(echo '${{ steps.list.outputs.prs }}' | jq -r '.[]')
-          for pr in $prs; do
-            echo "=== Processing PR #$pr ==="
-            sha=$(gh pr view "$pr" --repo "$GITHUB_REPOSITORY" --json headRefOid -q .headRefOid)
-            if [[ -z "$sha" ]]; then
-              echo "Cannot get head SHA for PR #$pr. Skipping."
-              continue
-            fi
-
-            merged=false
-            for attempt in $(seq 1 3); do
-              combined=$(gh api repos/$GITHUB_REPOSITORY/commits/$sha/status --jq .state)
-              inprogress=$(gh api repos/$GITHUB_REPOSITORY/commits/$sha/check-runs --jq '[.check_runs[] | select(.status!="completed")] | length')
-
-              echo "Attempt $attempt: combined=$combined, inprogress=$inprogress"
-
-              if [[ "$combined" == "success" && "$inprogress" -eq 0 ]]; then
-                echo "All checks passed for PR #$pr. Merging..."
-                if gh pr merge "$pr" --repo "$GITHUB_REPOSITORY" --merge --delete-branch --yes; then
-                  echo "✅ PR #$pr merged successfully."
-                  merged=true
-                else
-                  echo "❌ PR #$pr merge failed."
-                fi
-                break
-              fi
-
-              echo "Checks not green. Waiting 10 minutes..."
-              sleep 600
-            done
-
-            if [[ "$merged" == false ]]; then
-              echo "⚠️ PR #$pr could not be merged after 3 attempts."
-            fi
-          done
+      - name: Clean up
+        run: rm -f process_renovate_prs.py