diff --git a/.github/workflows/cmd-publish-pr-on-npm.yml b/.github/workflows/cmd-publish-pr-on-npm.yml
index f3149593a7..98f6f5dcc1 100644
--- a/.github/workflows/cmd-publish-pr-on-npm.yml
+++ b/.github/workflows/cmd-publish-pr-on-npm.yml
@@ -8,9 +8,6 @@ on:
     secrets:
       NPM_CANARY_PR_PUBLISH_TOKEN:
         required: true
-    outputs:
-      replyMessage:
-        value: ${{ jobs.publish-canary.outputs.replyMessage }}
 jobs:
   build-npm-dist:
     runs-on: ubuntu-latest
@@ -43,8 +40,6 @@ jobs:
     runs-on: ubuntu-latest
     name: Publish Canary
     environment: canary-pr-npm
-    outputs:
-      replyMessage: ${{ steps.set_replyMessage.outputs.replyMessage }}
     needs: [build-npm-dist]
     steps:
       - name: Checkout repo
@@ -99,22 +94,23 @@ jobs:
               'utf-8',
             );
 
-            core.exportVariable('NPM_TAG', packageJSON.publishConfig.tag);
-            core.exportVariable('NPM_VERSION', packageJSON.version);
+            const replyMessage = `
+            The latest changes of this PR are available on NPM as
+            [graphql@${packageJSON.version}](https://www.npmjs.com/package/graphql/v/${packageJSON.version})
+            **Note: no gurantees provided so please use your own discretion.**
+
+            Also you can depend on latest version built from this PR:
+            \`npm install --save graphql@${packageJSON.publishConfig.tag}\`
+            `;
+            fs.writeFileSync('./replyMessage.txt', replyMessage.trim(), 'utf-8');
 
       - name: Publish NPM package
         run: npm publish --ignore-scripts ./npmDist
         env:
           NODE_AUTH_TOKEN: ${{ secrets.NPM_CANARY_PR_PUBLISH_TOKEN }}
 
-      - name: Set 'replyMessage' output variable
-        id: set_replyMessage
-        run: echo "::set-output replyMessage=$REPLY_MESSAGE"
-        env:
-          REPLY_MESSAGE: |
-            The latest changes of this PR are available on NPM as
-            [graphql@${{env.NPM_VERSION}}](https://www.npmjs.com/package/graphql/v/${{env.NPM_VERSION}})
-            **Note: no gurantees provided so please use your own discretion.**
-
-            Also you can depend on latest version built from this PR:
-            `npm install --save graphql@${{env.NPM_TAG}}`
+      - name: Upload replyMessage
+        uses: actions/upload-artifact@v2
+        with:
+          name: replyMessage
+          path: ./replyMessage.txt
diff --git a/.github/workflows/cmd-run-benchmark.yml b/.github/workflows/cmd-run-benchmark.yml
index 2064d5b5be..7a9469e5a6 100644
--- a/.github/workflows/cmd-run-benchmark.yml
+++ b/.github/workflows/cmd-run-benchmark.yml
@@ -5,14 +5,9 @@ on:
       pullRequestJSON:
         required: true
         type: string
-    outputs:
-      replyMessage:
-        value: ${{ jobs.benchmark.outputs.replyMessage }}
 jobs:
   benchmark:
     name: Run benchmark
-    outputs:
-      replyMessage: ${{ steps.set_replyMessage.outputs.replyMessage }}
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repo
@@ -37,21 +32,17 @@ jobs:
 
       - name: Run Benchmark
         run: |
-          npm run benchmark -- --revs HEAD BASE | tee benchmark.log
+          cat <<EOF >> replyMessage.txt
+          <details>
+          <summary> Benchmark output </summary>
+          EOF
+          npm run benchmark -- --revs HEAD BASE | tee -a replyMessage.txt
+          cat <<EOF >> replyMessage.txt
+          </details>
+          EOF
 
-      - name: Set 'replyMessage' output variable
-        id: set_replyMessage
-        uses: actions/github-script@v5
+      - name: Upload replyMessage
+        uses: actions/upload-artifact@v2
         with:
-          github-token: ${{secrets.GITHUB_TOKEN}}
-          script: |
-            const fs = require('fs');
-
-            const replyMessage = `
-            <details>
-            <summary> Benchmark output </summary>
-
-            ${ fs.readFileSync('./benchmark.log', 'utf-8') }
-            </details>
-            `;
-            core.setOutput('replyMessage', replyMessage);
+          name: replyMessage
+          path: ./replyMessage.txt
diff --git a/.github/workflows/github-actions-bot.yml b/.github/workflows/github-actions-bot.yml
index 8427bd072d..6d130a1296 100644
--- a/.github/workflows/github-actions-bot.yml
+++ b/.github/workflows/github-actions-bot.yml
@@ -56,7 +56,6 @@ jobs:
     runs-on: ubuntu-latest
     outputs:
       cmd: ${{ steps.parse-cmd.outputs.cmd }}
-      replyMessage: ${{ steps.parse-cmd.outputs.replyMessage }}
       pullRequestJSON: ${{ steps.parse-cmd.outputs.pullRequestJSON }}
     steps:
       - uses: actions/github-script@v5
@@ -103,26 +102,42 @@ jobs:
     if: needs.accept-cmd.result != 'skipped' && always()
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/github-script@v5
+      - uses: actions/download-artifact@v2
+        with:
+          name: replyMessage
+
+      - if: failure()
+        uses: actions/github-script@v5
         with:
           script: |
-            const { issue, comment, sender } = context.payload;
+            const fs = require('fs');
+
             const needs = JSON.parse(process.env.NEEDS);
 
-            let replyMessage;
             let allSkipped = true;
             for (const [ name, job ] of Object.entries(needs)) {
               if (name.startsWith('cmd-')) {
                 allSkipped = allSkipped && job.result === 'skipped';
               }
-              replyMessage = replyMessage || job.outputs.replyMessage;
             }
 
-            if (!replyMessage) {
-              replyMessage = allSkipped
-                ? 'Unknown command 😕\n\n' + process.env.SUPPORTED_COMMANDS
-                : `Something went wrong, [please check log](${process.env.RUN_URL}).`;
-            }
+            const replyMessage = allSkipped
+              ? 'Unknown command 😕\n\n' + process.env.SUPPORTED_COMMANDS
+              : `Something went wrong, [please check log](${process.env.RUN_URL}).`;
+
+            fs.writeFileSync('./replyMessage.txt', replyMessage, 'utf-8');
+        env:
+          NEEDS: ${{ toJSON(needs) }}
+          RUN_URL: ${{github.server_url}}/${{github.repository}}/actions/runs/${{github.run_id}}
+
+      - if: always()
+        uses: actions/github-script@v5
+        with:
+          script: |
+            const fs = require('fs');
+
+            const replyMessage = fs.readFileSync('./replyMessage.txt', 'utf-8');
+            const { issue, comment, sender } = context.payload;
 
             const quoteRequest = comment.body
               .split('\n')
@@ -142,6 +157,3 @@ jobs:
                   { __typename }
               }
             `, { subjectId: comment.node_id });
-        env:
-          RUN_URL: ${{github.server_url}}/${{github.repository}}/actions/runs/${{github.run_id}}
-          NEEDS: ${{ toJSON(needs) }}