diff --git a/.github/workflows/auto-start-ci.yml b/.github/workflows/auto-start-ci.yml
index c7bfd56ae1732c..11ebd15d85ec5a 100644
--- a/.github/workflows/auto-start-ci.yml
+++ b/.github/workflows/auto-start-ci.yml
@@ -28,40 +28,17 @@ jobs:
       - name: Install node-core-utils
         run: npm install -g node-core-utils
 
-      - name: Set variables
-        run: |
-          echo "REPOSITORY=$(echo ${{ github.repository }} | cut -d/ -f2)" >> $GITHUB_ENV
-          echo "OWNER=${{ github.repository_owner }}" >> $GITHUB_ENV
-
-      # Get Pull Requests
-      - name: Get Pull Requests
-        uses: octokit/graphql-action@v2.x
-        id: get_prs_for_ci
-        with:
-          query: |
-            query prs($owner:String!, $repo:String!) {
-              repository(owner:$owner, name:$repo) {
-                pullRequests(labels: ["request-ci"], states: OPEN, last: 100) {
-                  nodes {
-                    number
-                  }
-                }
-              }
-            }
-          owner: ${{ env.OWNER }}
-          repo: ${{ env.REPOSITORY }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
       - name: Setup node-core-utils
         run: |
           ncu-config set username ${{ secrets.JENKINS_USER }}
           ncu-config set token none
           ncu-config set jenkins_token ${{ secrets.JENKINS_TOKEN }}
-          ncu-config set owner ${{ env.OWNER }}
-          ncu-config set repo ${{ env.REPOSITORY }}
+          ncu-config set owner "${{ github.repository_owner }}"
+          ncu-config set repo "$(echo ${{ github.repository }} | cut -d/ -f2)"
 
-      - name: Start CI
-        run: ./tools/actions/start-ci.sh $(echo '${{ steps.get_prs_for_ci.outputs.data }}' | jq '.repository.pullRequests.nodes | map(.number) | .[]')
+      - name: Start the CI
+        run: |
+          PRs=$(gh pr list --label 'request-ci' --json number --jq 'map(.number) | .[]' --limit 100)
+          ./tools/actions/start-ci.sh "$PRs"
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/comment-labeled.yml b/.github/workflows/comment-labeled.yml
index c2c700c38b8ca1..ad9b84122686ab 100644
--- a/.github/workflows/comment-labeled.yml
+++ b/.github/workflows/comment-labeled.yml
@@ -12,12 +12,9 @@ jobs:
     steps:
       - name: Post stalled comment
         env:
-          COMMENTS_URL: ${{ github.event.issue.comments_url || github.event.pull_request.comments_url }}
-        run: |
-          curl -X POST $COMMENTS_URL \
-          -H "Content-Type: application/json" \
-          -H "Authorization: token ${{ secrets.GITHUB_TOKEN }}" \
-          --data '{ "body": "This issue/PR was marked as stalled, it will be automatically closed in 30 days. If it should remain open, please leave a comment explaining why it should remain open." }'
+          NUMBER: ${{ github.event.issue.number || github.event.pull_request.number }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: gh pr comment "$NUMBER" --repo ${{ github.repository }} --body "This issue/PR was marked as stalled, it will be automatically closed in 30 days. If it should remain open, please leave a comment explaining why it should remain open."
 
   fastTrack:
     if: github.repository == 'nodejs/node' && github.event_name == 'pull_request_target' && github.event.label.name == 'fast-track'
diff --git a/.github/workflows/commit-queue.yml b/.github/workflows/commit-queue.yml
index 54b114b7b7e813..dbaf55dafc34fa 100644
--- a/.github/workflows/commit-queue.yml
+++ b/.github/workflows/commit-queue.yml
@@ -46,27 +46,6 @@ jobs:
           echo "OWNER=${{ github.repository_owner }}" >> $GITHUB_ENV
           echo "DEFAULT_BRANCH=${GITHUB_REF#refs/heads/}" >> $GITHUB_ENV
 
-      - name: Get Pull Requests
-        uses: octokit/graphql-action@v2.x
-        id: get_mergable_pull_requests
-        with:
-          query: |
-            query release($owner:String!,$repo:String!, $base_ref:String!) {
-              repository(owner:$owner, name:$repo) {
-                pullRequests(baseRefName: $base_ref, labels: ["commit-queue"], states: OPEN, last: 100) {
-                  nodes {
-                    number
-                  }
-                }
-              }
-            }
-          owner: ${{ env.OWNER }}
-          repo: ${{ env.REPOSITORY }}
-          # Commit queue is only enabled for the default branch on the repository
-          base_ref: ${{ env.DEFAULT_BRANCH }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
       - name: Configure node-core-utils
         run: |
           ncu-config set branch ${DEFAULT_BRANCH}
@@ -77,7 +56,13 @@ jobs:
           ncu-config set repo "${REPOSITORY}"
           ncu-config set owner "${OWNER}"
 
-      - name: Start the commit queue
-        run: ./tools/actions/commit-queue.sh ${OWNER} ${REPOSITORY} $(echo '${{ steps.get_mergable_pull_requests.outputs.data }}' | jq '.repository.pullRequests.nodes | map(.number) | .[]')
+      - name: Start the Commit Queue
+        run: |
+          PRs=$(gh pr list \
+                  --base ${{ env.DEFAULT_BRANCH }} \
+                  --label 'commit-queue' \
+                  --json number --jq 'map(.number) | .[]' \
+                  --limit 100)
+          ./tools/actions/commit-queue.sh ${{ env.OWNER }} ${{ env.REPOSITORY }} "$PRs"
         env:
           GITHUB_TOKEN: ${{ secrets.GH_USER_TOKEN }}