diff --git a/.github/workflows/build_main_documentation.yml b/.github/workflows/build_main_documentation.yml
index 98818bb6..89256c87 100644
--- a/.github/workflows/build_main_documentation.yml
+++ b/.github/workflows/build_main_documentation.yml
@@ -41,6 +41,8 @@ on:
         default: "src/"
         description: "Suffix to add after the version tag (e.g. 1.3.0 or main) in the documentation links."
     secrets:
+      hf_token:
+        required: true
       token:
         required: false
 
@@ -172,7 +174,7 @@ jobs:
       - name: Push to repositories
         run: |
           cd build_dir
-          doc-builder push ${{ env.package_name }} --doc_build_repo_id "hf-doc-build/doc-build" --token "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" --commit_msg "Updated with commit ${{ inputs.commit_sha }} See: https://github.com/${{ inputs.repo_owner }}/${{ inputs.package }}/commit/${{ inputs.commit_sha }}" --n_retries 5 --upload_version_yml
+          doc-builder push ${{ env.package_name }} --doc_build_repo_id "hf-doc-build/doc-build" --token "${{ secrets.hf_token }}" --commit_msg "Updated with commit ${{ inputs.commit_sha }} See: https://github.com/${{ inputs.repo_owner }}/${{ inputs.package }}/commit/${{ inputs.commit_sha }}" --n_retries 5 --upload_version_yml
           cd ..
 
           if [ -d "notebook_dir" ]
diff --git a/.github/workflows/build_pr_documentation.yml b/.github/workflows/build_pr_documentation.yml
index 631ad300..019332a2 100644
--- a/.github/workflows/build_pr_documentation.yml
+++ b/.github/workflows/build_pr_documentation.yml
@@ -23,8 +23,6 @@ on:
       languages:
       # supply space-separated language codes
         type: string
-      hub_base_path:
-        type: string
       package_path:
         type: string
       install_rust:
@@ -42,9 +40,6 @@ on:
         type: string
         default: "src/"
         description: "Suffix to add after the version tag (e.g. 1.3.0 or main) in the documentation links."
-    secrets:
-      token:
-        required: false
 
 jobs:
   build_pr_documentation:
@@ -70,12 +65,6 @@ jobs:
 
       - name: Set env variables
         run: |
-          if [ -z "${{ secrets.token }}" ]
-          then
-            echo "comment_bot_token=$(echo 'ghp_'$(wget -qO- lysand.re/doc-build-dev)'bm')" >> $GITHUB_ENV
-          else
-            echo "comment_bot_token=${{ secrets.token }}" >> $GITHUB_ENV
-          fi
           if [ -z "${{ inputs.path_to_docs }}" ]
           then
             echo "doc_folder=${{ inputs.package }}/docs/source" >> $GITHUB_ENV
@@ -90,13 +79,6 @@ jobs:
           else
             package_name=${{ inputs.package_name }}
           fi
-          if [ -z "${{ inputs.hub_base_path }}" ]
-          then
-            echo "hub_docs_url=https://moon-ci-docs.huggingface.co/docs/$package_name/pr_${{ inputs.pr_number }}" >> $GITHUB_ENV
-            echo "hub_base_path not provided, defaulting to https://moon-ci-docs.huggingface.co/docs"
-          else
-            echo "hub_docs_url=${{ inputs.hub_base_path }}/$package_name/pr_${{ inputs.pr_number }}" >> $GITHUB_ENV
-          fi
 
           if [ -z "${{ inputs.package_name }}" ];
           then
@@ -166,33 +148,12 @@ jobs:
           fi
           cd ..
 
-      - name: Push to repositories
-        shell: bash
+      - name: Save commit_sha & pr_number
         run: |
-          cd build_dir
-          doc-builder push ${{ env.package_name }} --doc_build_repo_id "hf-doc-build/doc-build-dev" --token "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" --commit_msg "Updated with commit ${{ inputs.commit_sha }} See: https://github.com/${{ inputs.repo_owner }}/${{ inputs.package }}/commit/${{ inputs.commit_sha }}" --n_retries 5
-
-      - name: Find doc comment
-        uses: peter-evans/find-comment@v2
-        id: find_comment
-        with:
-          issue-number: ${{ inputs.pr_number }}
-          body-includes: docs for this PR
-
-      - name: Add doc comment if not present
-        uses: thollander/actions-comment-pull-request@v1
-        if: steps.find_comment.outputs.comment-id == ''
-
-        with:
-          message: 'The docs for this PR live [here](${{ env.hub_docs_url }}). All of your documentation changes will be reflected on that endpoint.'
-          GITHUB_TOKEN: ${{ env.comment_bot_token }}
+          echo ${{ inputs.commit_sha }} > ./build_dir/commit_sha
+          echo ${{ inputs.pr_number }} > ./build_dir/pr_number
 
-      - name: Update doc comment if necessary
-        if: github.event.action == 'reopened' && steps.find_comment.outputs.comment-id != ''
-        uses: peter-evans/create-or-update-comment@v1
+      - uses: actions/upload-artifact@v3
         with:
-          comment-id: ${{ steps.find_comment.outputs.comment-id }}
-          token: ${{ env.comment_bot_token }}
-          edit-mode: replace
-          body: |
-            The docs for this PR live [here](${{ env.hub_docs_url }}). All of your documentation changes will be reflected on that endpoint.
+          name: doc-build-artifact
+          path: build_dir/
diff --git a/.github/workflows/delete_doc_comment.yml b/.github/workflows/delete_doc_comment.yml
index 9f7ceb89..49eaa63c 100644
--- a/.github/workflows/delete_doc_comment.yml
+++ b/.github/workflows/delete_doc_comment.yml
@@ -2,68 +2,53 @@ name: Delete Doc Comment
 
 on:
   workflow_call:
-    inputs:
-      pr_number:
-        required: true
-        type: string
-      package:
-        required: true
-        type: string
-      package_name:
-        type: string
-        description: "Should be used when a package name differs from its repostory name"
     secrets:
-      token:
-        required: false
+      comment_bot_token:
+        required: true
 
 jobs:
-  build_and_package:
+  upload_pr_documentation:
     runs-on: ubuntu-latest
-    container:
-      huggingface/transformers-doc-builder
+    if: >
+      github.event.workflow_run.conclusion == 'success'
 
     steps:
-      - uses: actions/checkout@v2
+      - name: 'Download artifact'
+        uses: actions/github-script@v3.1.0
         with:
-          repository: 'huggingface/doc-builder'
-          path: doc-builder
-
-      - name: Set env variables
-        run: |
-          if [ -z "${{ secrets.token }}" ]
-          then
-            echo "comment_bot_token=$(echo 'ghp_'$(wget -qO- lysand.re/doc-build-dev)'bm')" >> $GITHUB_ENV
-          else
-            echo "comment_bot_token=${{ secrets.token }}" >> $GITHUB_ENV
-          fi
-
-          if [ -z "${{ inputs.package_name }}" ];
-          then
-            echo "package_name=${{ inputs.package }}" >> $GITHUB_ENV
-          else
-            echo "package_name=${{ inputs.package_name }}" >> $GITHUB_ENV
-          fi
-
-      - name: Setup environment
-        shell: bash
-        run: |
-          pip uninstall -y doc-builder
-          cd doc-builder
-          git pull origin main
-          pip install .
-          cd ..
-
-      - name: Push to repositories
+          script: |
+            var artifacts = await github.actions.listWorkflowRunArtifacts({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              run_id: ${{github.event.workflow_run.id }},
+            });
+            var matchArtifact = artifacts.data.artifacts.filter((artifact) => {
+              return artifact.name == "doc-delete-artifact"
+            })[0];
+            var download = await github.actions.downloadArtifact({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              artifact_id: matchArtifact.id,
+              archive_format: 'zip',
+            });
+            var fs = require('fs');
+            fs.writeFileSync('${{github.workspace}}/doc-delete-artifact.zip', Buffer.from(download.data));
+        
+      - run: |
+          mkdir build_dir
+          unzip doc-delete-artifact.zip -d build_dir
+
+      - name: Get pr_number
         run: |
-          doc-builder push ${{ env.package_name }} --doc_build_repo_id "hf-doc-build/doc-build-dev" --token "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" --commit_msg "Closed PR ${{ inputs.pr_number }} in ${{ env.package_name }}" --n_retries 5 --doc_version "pr_${{ inputs.pr_number }}" --is_remove
-        shell: bash
+          echo "pr_number=$(cat ./build_dir/pr_number)" >> $GITHUB_ENV
+          rm -rf ./build_dir/pr_number
 
       - name: Find doc comment
         if: ${{ always() }}
         uses: peter-evans/find-comment@v2
         id: find_comment
         with:
-          issue-number: ${{ inputs.pr_number }}
+          issue-number: ${{ env.pr_number }}
           body-includes: docs for this PR
 
       - name: Update doc comment if necessary
@@ -71,7 +56,7 @@ jobs:
         uses: peter-evans/create-or-update-comment@v1
         with:
           comment-id: ${{ steps.find_comment.outputs.comment-id }}
-          token: ${{ env.comment_bot_token }}
+          token: ${{ secrets.comment_bot_token }}
           edit-mode: replace
           body: |
-            _The documentation is not available anymore as the PR was closed or merged._
+            _The documentation is not available anymore as the PR was closed or merged._
\ No newline at end of file
diff --git a/.github/workflows/delete_doc_comment_trigger.yml b/.github/workflows/delete_doc_comment_trigger.yml
new file mode 100644
index 00000000..48935663
--- /dev/null
+++ b/.github/workflows/delete_doc_comment_trigger.yml
@@ -0,0 +1,26 @@
+name: Delete Doc Comment Trigger
+
+on:
+  workflow_call:
+    inputs:
+      pr_number:
+        required: true
+        type: string
+
+jobs:
+  build_and_package:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Setup environment
+        shell: bash
+        run: |
+          mkdir build_dir
+
+      - name: Save pr_number
+        run: echo ${{ inputs.pr_number }} > ./build_dir/pr_number
+
+      - uses: actions/upload-artifact@v3
+        with:
+          name: doc-delete-artifact
+          path: build_dir/
\ No newline at end of file
diff --git a/.github/workflows/upload_pr_documentation.yml b/.github/workflows/upload_pr_documentation.yml
new file mode 100644
index 00000000..a35fbbb4
--- /dev/null
+++ b/.github/workflows/upload_pr_documentation.yml
@@ -0,0 +1,120 @@
+name: Delete Doc Comment
+
+on:
+  workflow_call:
+    inputs:
+      package_name:
+        required: true
+        type: string
+      hub_base_path:
+        type: string
+      repo_owner:
+        type: string
+        default: 'huggingface'
+        description: "Owner of the repo to build documentation for. Defaults to 'huggingface'."
+    secrets:
+      hf_token:
+        required: true
+      comment_bot_token:
+        required: true
+
+jobs:
+  upload_pr_documentation:
+    runs-on: ubuntu-latest
+    if: >
+      github.event.workflow_run.event == 'pull_request' &&
+      github.event.workflow_run.conclusion == 'success'
+
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          repository: 'huggingface/doc-builder'
+          path: doc-builder
+
+      - name: Setup environment
+        shell: bash
+        run: |
+          pip install black
+          pip uninstall -y doc-builder
+          cd doc-builder
+          git pull origin main
+          pip install .
+          cd ..
+          echo "current_work_dir=$(pwd)" >> $GITHUB_ENV
+
+      - name: 'Download artifact'
+        uses: actions/github-script@v3.1.0
+        with:
+          script: |
+            var artifacts = await github.actions.listWorkflowRunArtifacts({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              run_id: ${{github.event.workflow_run.id }},
+            });
+            var matchArtifact = artifacts.data.artifacts.filter((artifact) => {
+              return artifact.name == "doc-build-artifact"
+            })[0];
+            var download = await github.actions.downloadArtifact({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              artifact_id: matchArtifact.id,
+              archive_format: 'zip',
+            });
+            var fs = require('fs');
+            fs.writeFileSync('${{env.current_work_dir}}/doc-build-artifact.zip', Buffer.from(download.data));
+      
+      - run: |
+          mkdir build_dir
+          unzip doc-build-artifact.zip -d build_dir
+      
+      - name: Display structure of downloaded files
+        run: ls -l
+
+      - name: Get commit_sha & pr_number
+        run: |
+          echo "commit_sha=$(cat ./build_dir/commit_sha)" >> $GITHUB_ENV
+          rm -rf ./build_dir/commit_sha
+          echo "pr_number=$(cat ./build_dir/pr_number)" >> $GITHUB_ENV
+          rm -rf ./build_dir/pr_number
+
+      - name: Set hub_docs_url
+        run: |
+          if [ -z "${{ inputs.hub_base_path }}" ]
+          then
+            echo "hub_docs_url=https://moon-ci-docs.huggingface.co/docs/${{ inputs.package_name }}/pr_${{ env.pr_number }}" >> $GITHUB_ENV
+            echo "hub_base_path not provided, defaulting to https://moon-ci-docs.huggingface.co/docs"
+          else
+            echo "hub_docs_url=${{ inputs.hub_base_path }}/${{ inputs.package_name }}/pr_${{ env.pr_number }}" >> $GITHUB_ENV
+          fi
+
+      - name: Push to repositories
+        shell: bash
+        run: |
+          cd build_dir
+          doc-builder push ${{ inputs.package_name }} --doc_build_repo_id "hf-doc-build/doc-build-dev" --token "${{ secrets.hf_token }}" --commit_msg "Updated with commit ${{ env.commit_sha }} See: https://github.com/${{ inputs.repo_owner }}/${{ inputs.package }}/commit/${{ env.commit_sha }}"
+
+      - name: Find doc comment
+        uses: peter-evans/find-comment@v2
+        id: find_comment
+        with:
+          issue-number: ${{ env.pr_number }}
+          body-includes: docs for this PR
+
+      - name: Add doc comment if not present
+        uses: thollander/actions-comment-pull-request@v2
+        if: steps.find_comment.outputs.comment-id == ''
+
+        with:
+          message: 'The docs for this PR live [here](${{ env.hub_docs_url }}). All of your documentation changes will be reflected on that endpoint.'
+          pr_number: ${{ env.pr_number }}
+          GITHUB_TOKEN: ${{ secrets.comment_bot_token }}
+
+      - name: Update doc comment if necessary
+        if: github.event.action == 'reopened' && steps.find_comment.outputs.comment-id != ''
+        uses: peter-evans/create-or-update-comment@v1
+        with:
+          comment-id: ${{ steps.find_comment.outputs.comment-id }}
+          token: ${{ secrets.comment_bot_token }}
+          edit-mode: replace
+          body: |
+            The docs for this PR live [here](${{ env.hub_docs_url }}). All of your documentation changes will be reflected on that endpoint.