diff --git a/.github/workflows/dynamic-scheduled-fork-maintenance.yml b/.github/workflows/dynamic-scheduled-fork-maintenance.yml
new file mode 100644
index 00000000000000..4bb7502744d3bd
--- /dev/null
+++ b/.github/workflows/dynamic-scheduled-fork-maintenance.yml
@@ -0,0 +1,71 @@
+name: Dynamic Schedule Workflow
+
+on:
+  schedule:
+    - cron: '0 * * * *' # Runs every hour
+
+jobs:
+  schedule_job:
+    runs-on: ubuntu-latest
+    env:
+      SCHEDULE_CONFIG: ${{ secrets.SCHEDULE_CONFIG }} # Secret storing the schedule JSON
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Read schedule configuration
+        id: read_config
+        run: |
+          echo "${{ env.SCHEDULE_CONFIG }}" > schedule.json
+
+      - name: Parse and use schedule data
+        id: parse_schedule
+        run: |
+          SCHEDULE_FILE=schedule.json
+          SCHEDULE=$(cat $SCHEDULE_FILE)
+          echo "Schedule: $SCHEDULE"
+
+          # Loop through each event in the schedule
+          for row in $(jq -c '.events[]' $SCHEDULE_FILE); do
+            NAME=$(echo $row | jq -r '.name')
+            LAST_RUN=$(echo $row | jq -r '.last_run')
+            BRANCHING_DATE=$(echo $row | jq -r '.branching_date')
+
+            # Get the current date
+            CURRENT_DATE=$(date -u +"%Y-%m-%dT%H:%M:%SZ")
+
+            if [[ "$CURRENT_DATE" > "$BRANCHING_DATE" && "$LAST_RUN" < "$BRANCHING_DATE" ]]; then
+              echo "Event $NAME needs to run. Last run: $LAST_RUN, Branching date: $BRANCHING_DATE, Current date: $CURRENT_DATE"
+              echo "::set-output name=event::$NAME"
+              SCHEDULE_JSON=$(echo $row | jq -c '{upstream_main_branch, upstream_release_branch, downstream_testing_branch, downstream_develop_branch, commits}')
+              echo "::set-output name=schedule_json::$SCHEDULE_JSON"
+              break
+            fi
+          done
+
+      - name: Fork Maintenance System
+        if: steps.parse_schedule.outputs.event != ''
+        uses: Cemberk/Fork-Maintenance-System@main 
+        with:
+          github_token: ${{ secrets.CRED_TOKEN }}
+          upstream_repo: "https://github.com/huggingface/transformers"
+          schedule_json: ${{ steps.parse_schedule.outputs.schedule_json }}
+          pr_branch_prefix: "scheduled-merge"
+          unit_test_command: "your-unit-test-command"
+          performance_test_command: "your-performance-test-command"
+
+      - name: Remove completed event from schedule
+        if: success() && steps.parse_schedule.outputs.event != ''
+        run: |
+          SCHEDULE_FILE=schedule.json
+          EVENT_NAME=${{ steps.parse_schedule.outputs.event }}
+          jq 'del(.events[] | select(.name == "'$EVENT_NAME'"))' $SCHEDULE_FILE > tmp.$$.json && mv tmp.$$.json $SCHEDULE_FILE
+
+      - name: Update secret with new schedule configuration
+        if: success() && steps.parse_schedule.outputs.event != ''
+        run: |
+          SCHEDULE_JSON=$(cat schedule.json)
+          gh secret set SCHEDULE_CONFIG --body "$SCHEDULE_JSON"
+        env:
+          GITHUB_TOKEN: ${{ secrets.CRED_TOKEN }}