diff --git a/.github/scripts/report-scheduled-failure.sh b/.github/scripts/report-scheduled-failure.sh
deleted file mode 100755
index 1a0f5f7..0000000
--- a/.github/scripts/report-scheduled-failure.sh
+++ /dev/null
@@ -1,27 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-LABEL="scheduled-failure"
-TITLE="Scheduled dependency check failed"
-
-# Ensure the label exists. --force makes this idempotent: creates if absent,
-# updates color/description without error if present.
-gh label create "$LABEL" \
-  --color "FBCA04" \
-  --description "Scheduled dependency check failures" \
-  --force
-
-# Find an open issue with our label, if any. --jq '.[0].number // empty'
-# yields the first number or an empty string when there are no matches.
-existing=$(gh issue list --label "$LABEL" --state open --json number --jq '.[0].number // empty')
-
-if [ -z "$existing" ]; then
-  body=$(printf '%s\n\n%s\n\n%s\n\n%s' \
-    "The scheduled dependency check failed." \
-    "First failing run: ${RUN_URL}" \
-    "Likely cause: a transitive dev or lint dependency (ruff, ty, eof-fixer, pytest, typing-extensions) released a breaking change. Reproduce locally with \`just install\` then \`just lint\` and \`just test\`." \
-    "Close this issue once fixed. The next scheduled failure will open a fresh issue.")
-  gh issue create --title "$TITLE" --label "$LABEL" --body "$body"
-else
-  gh issue comment "$existing" --body "Failed again: ${RUN_URL}"
-fi
diff --git a/.github/workflows/scheduled.yml b/.github/workflows/scheduled.yml
index c7a7001..a26df52 100644
--- a/.github/workflows/scheduled.yml
+++ b/.github/workflows/scheduled.yml
@@ -15,14 +15,6 @@ jobs:
   report-failure:
     needs: checks
     if: failure() && github.event_name == 'schedule'
-    runs-on: ubuntu-latest
     permissions:
-      contents: read
       issues: write
-    steps:
-      - uses: actions/checkout@v6
-      - name: Open or update tracking issue
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
-        run: bash .github/scripts/report-scheduled-failure.sh
+    uses: modern-python/.github/.github/workflows/report-scheduled-failure.yml@main