diff --git a/.github/workflows/check-url-2.yml b/.github/workflows/check-url-2.yml
new file mode 100644
index 00000000..1ff59879
--- /dev/null
+++ b/.github/workflows/check-url-2.yml
@@ -0,0 +1,121 @@
+name: Periodic URL Check 2
+
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 0 1 * *'
+
+jobs:
+  set-up:
+    name: Load user automation choices
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+        with:
+          fetch-depth: 0
+
+        # Use the yaml-env-action action.
+      - name: Load environment from YAML
+        uses: doughepi/yaml-env-action@v1.0.0
+        with:
+            files: config_automation.yml # Pass a space-separated list of configuration files. Rightmost files take precedence.
+    outputs:
+      toggle_url_check_periodically: "${{ env.URL_CHECK_PERIODICALLY }}"
+
+  url-check:
+    name: Check URLs
+    needs: set-up
+    if: ${{needs.set-up.outputs.toggle_url_check_periodically == 'true'}}
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v3
+      with:
+        fetch-depth: 0
+
+    # Delete the branch if this has been run before
+    - name: Delete branch locally and remotely
+      run: git push origin --delete preview-spell-error || echo "No branch to delete"
+
+    # Make the branch fresh
+    - name: Make the branch fresh
+      run: |
+        git config --global --add safe.directory $GITHUB_WORKSPACE
+        git config --global user.name 'github-actions[bot]'
+        git config --global user.email 'github-actions[bot]@users.noreply.github.com'
+
+        echo branch doesnt exist
+        git checkout -b preview-spell-error || echo branch exists
+        git push --set-upstream origin preview-spell-error || echo echo branch exists remotely
+      shell: bash
+
+    - name: Run the check
+      uses: ottrproject/ottr-reports@main
+      id: check_results
+      continue-on-error: true
+      with:
+        check_spelling: false
+        spelling_error_min: 1
+        check_urls: true
+        url_error_min: 1
+        check_quiz_form: false
+        quiz_error_min: 1
+        sort_dictionary: false
+
+    - name: Declare file path and time
+      id: check-report
+      run: |
+        error_num=$(cat check_reports/url_checks.tsv | wc -l)
+        error_num="$((error_num-1))"
+        echo "error_num=$error_num" >> $GITHUB_OUTPUT
+        echo "error_url=https://github.com/${GITHUB_REPOSITORY}/blob/preview-spell-error/check_reports/url_checks.tsv" >> $GITHUB_OUTPUT
+      shell: bash
+
+    - name: Stop if failure
+      if: steps.check_results.outcome == 'failure'
+      run: exit 1
+
+    - name: Print out error variables
+      run: |
+        echo ${{ steps.check-report.outputs.error_url }}
+        echo ${{ steps.check-report.outputs.error_num }}
+
+      # Commit file
+    - name: Commit tocless bookdown files
+      if: ${{ steps.check-report.outputs.error_num >= 1 }}
+      env:
+        GH_PAT: ${{ secrets.GH_PAT }}
+      run: |
+        git add --force check_reports/url_checks.tsv
+        git commit -m 'Add spell check file' || echo "No changes to commit"
+        git push --set-upstream origin preview-spell-error || echo echo branch exists remotely
+
+    - name: Find issues
+      id: find-issue
+      env:
+        GH_PAT: ${{ secrets.GH_PAT }}
+      run: |
+        echo "$GITHUB_REPOSITORY"
+        curl -o find_issue.R https://raw.githubusercontent.com/ottrproject/ottr-reports/main/scripts/find_issue.R
+        issue_exists=$(Rscript --vanilla find_issue.R --repo $GITHUB_REPOSITORY --git_pat $GH_PAT)
+        echo URL issue exists: $issue_exists
+        echo "issue_existence=$issue_exists" >> $GITHUB_OUTPUT
+
+    - name: If too many URL errors, then make an issue
+      if: ${{ steps.check-report.outputs.error_num >= 1 && steps.find-issue.outputs.issue_existence == 0}}
+      uses: JasonEtco/create-an-issue@v2
+      with:
+        filename: .github/ISSUE_TEMPLATE/url-error.md
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        FILE_URL: ${{ steps.check-report.outputs.error_url }}
+        ERROR_NUM: ${{ steps.check-report.outputs.error_num }}
+
+    - name: If no URL errors than delete the branch we made
+      if: ${{ steps.check-report.outputs.error_num < 1 }}
+      run: |
+        git config --system --add safe.directory "$GITHUB_WORKSPACE"
+        git push origin --delete preview-spell-error || echo "No branch to delete"
diff --git a/.github/workflows/check-url.yml b/.github/workflows/check-url.yml
index a4370498..6cfef1a6 100644
--- a/.github/workflows/check-url.yml
+++ b/.github/workflows/check-url.yml
@@ -26,7 +26,7 @@ jobs:
   url-check:
     name: Check URLs
     needs: set-up
-    if: ${{needs.set-up.outputs.toggle_url_check_periodically == 'yes'}}
+    if: ${{needs.set-up.outputs.toggle_url_check_periodically == 'true'}}
     runs-on: ubuntu-latest
     container:
       image: jhudsl/base_ottr:main
@@ -54,12 +54,17 @@ jobs:
       shell: bash
 
     - name: Run the check
-      uses: jhudsl/ottr-reports@main
+      uses: ottrproject/ottr-reports@main
       id: check_results
       continue-on-error: true
       with:
-        check_type: urls
-        error_min: 1
+        check_spelling: false
+        spelling_error_min: 1
+        check_urls: true
+        url_error_min: 1
+        check_quiz_form: false
+        quiz_error_min: 1
+        sort_dictionary: false
 
     - name: Declare file path and time
       id: check-report
@@ -79,13 +84,23 @@ jobs:
         echo ${{ steps.check-report.outputs.error_url }}
         echo ${{ steps.check-report.outputs.error_num }}
 
+      # Commit file
+    - name: Commit tocless bookdown files
+      if: ${{ steps.check-report.outputs.error_num >= 1 }}
+      env:
+        GH_PAT: ${{ secrets.GH_PAT }}
+      run: |
+        git add --force check_reports/url_checks.tsv
+        git commit -m 'Add spell check file' || echo "No changes to commit"
+        git push --set-upstream origin preview-spell-error || echo echo branch exists remotely
+
     - name: Find issues
       id: find-issue
       env:
         GH_PAT: ${{ secrets.GH_PAT }}
       run: |
         echo "$GITHUB_REPOSITORY"
-        curl -o find_issue.R https://raw.githubusercontent.com/jhudsl/ottr-reports/main/scripts/find_issue.R
+        curl -o find_issue.R https://raw.githubusercontent.com/ottrproject/ottr-reports/main/scripts/find_issue.R
         issue_exists=$(Rscript --vanilla find_issue.R --repo $GITHUB_REPOSITORY --git_pat $GH_PAT)
         echo URL issue exists: $issue_exists
         echo "issue_existence=$issue_exists" >> $GITHUB_OUTPUT
diff --git a/.github/workflows/pull_request.yml b/.github/workflows/pull_request.yml
index 2e122ba7..9b3ece7a 100644
--- a/.github/workflows/pull_request.yml
+++ b/.github/workflows/pull_request.yml
@@ -1,5 +1,5 @@
 # Candace Savonen 2021
-# Updated Jan 2023
+# Updated May 2025
 
 name: Pull Request
 
@@ -17,7 +17,6 @@ jobs:
         uses: actions/checkout@v4
         with:
           fetch-depth: 0
-          token: ${{ secrets.GH_PAT }}
 
         # Use the yaml-env-action action.
       - name: Load environment from YAML
@@ -39,58 +38,58 @@ jobs:
           branch_name='preview-${{ github.event.pull_request.number }}'
           echo branch doesnt exist
           git checkout -b $branch_name || echo branch exists
-          git push --set-upstream origin $branch_name || echo echo branch exists remotely
+          git push --set-upstream origin $branch_name || echo branch exists remotely
         shell: bash
 
 
     outputs:
+      toggle_website: "${{ env.RENDER_WEBSITE }}"
       toggle_spell_check: "${{ env.SPELL_CHECK }}"
+      spell_error_min: "${{ env.SPELL_ERROR_MIN }}"
       toggle_style_code: "${{ env.STYLE_CODE }}"
       toggle_url_check: "${{ env.URL_CHECKER }}"
+      url_error_min: "${{ env.URL_ERROR_MIN }}"
       toggle_quiz_check: "${{ env.CHECK_QUIZZES }}"
+      quiz_error_min: "${{ env.QUIZ_ERROR_MIN }}"
+      toggle_md_linter: "${{ env.MARKDOWN_LINTER }}"
+      toggle_readability: "${{ env.READABILITY_REPORT }}"
       toggle_render_preview: "${{ env.RENDER_PREVIEW }}"
+      toggle_dictionary_sort: "${{ env.DICTIONARY_SORT }}"
       rendering_docker_image: "${{ env.RENDERING_DOCKER_IMAGE }}"
 
 ########################## Make the error reports ##############################
-  spell-check:
-    name: Check spelling
+  ottr-reports:
+    name: Run Reports
     needs: yaml-check
-    if: ${{needs.yaml-check.outputs.toggle_spell_check == 'yes'}}
-    uses: jhudsl/ottr-reports/.github/workflows/report-maker.yml@main
-    with:
-      check_type: spelling
-      error_min: 3
-      gh_pat: secrets.GH_PAT
-      branch_name: ${GITHUB_HEAD_REF}
-
-  url-check:
-    name: Check URLs
-    needs: yaml-check
-    if: ${{needs.yaml-check.outputs.toggle_url_check == 'yes'}}
-    uses: jhudsl/ottr-reports/.github/workflows/report-maker.yml@main
-    with:
-      check_type: urls
-      error_min: 0
-      gh_pat: secrets.GH_PAT
-      branch_name: ${GITHUB_HEAD_REF}
-
-  quiz-check:
-    name: Check quiz formatting
-    if: ${{needs.yaml-check.outputs.toggle_quiz_check == 'yes'}}
-    needs: yaml-check
-    uses: jhudsl/ottr-reports/.github/workflows/report-maker.yml@main
-    with:
-      check_type: quiz_format
-      error_min: 0
-      gh_pat: secrets.GH_PAT
-      branch_name: ${GITHUB_HEAD_REF}
+    if: ${{needs.yaml-check.outputs.toggle_spell_check == 'true' || needs.yaml-check.outputs.toggle_url_check == 'true' || needs.yaml-check.outputs.toggle_quiz_check == 'true'}}
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+
+    steps:
+    - name: Checkout Actions Repository
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Run Reports
+      id: run-reports
+      uses: ottrproject/ottr-reports@main
+      with:
+        check_spelling: ${{needs.yaml-check.outputs.toggle_spell_check}}
+        spelling_error_min: ${{needs.yaml-check.outputs.spell_error_min}}
+        check_urls: ${{needs.yaml-check.outputs.toggle_url_check}}
+        url_error_min: ${{needs.yaml-check.outputs.url_error_min}}
+        check_quiz_form: ${{needs.yaml-check.outputs.toggle_quiz_check}}
+        quiz_error_min: ${{needs.yaml-check.outputs.quiz_error_min}}
+        sort_dictionary: ${{needs.yaml-check.outputs.toggle_dictionary_sort}}
 
 ############################# Style the code ###################################
   style-code:
     name: Style code
     needs: yaml-check
     runs-on: ubuntu-latest
-    if: ${{needs.yaml-check.outputs.toggle_style_code == 'yes'}}
+    if: ${{needs.yaml-check.outputs.toggle_style_code == 'true'}}
     container:
       image: jhudsl/base_ottr:main
 
@@ -101,130 +100,53 @@ jobs:
           fetch-depth: 0
 
       - name: Run styler
-        run: Rscript -e "styler::style_file(list.files(pattern = 'Rmd$', recursive = TRUE, full.names = TRUE));warnings()"
+        run: Rscript -e "styler::style_file(list.files(pattern = '(R|q)md$', recursive = FALSE, full.names = TRUE));warnings()"
 
       - name: Commit styled files
         run: |
           git config --system --add safe.directory "$GITHUB_WORKSPACE"
-          git add \*.Rmd
-          git commit -m 'Style Rmds' || echo "No changes to commit"
+          git add \*md
+          git commit -m 'Style *mds' || echo "No changes to commit"
           git push origin || echo "No changes to commit"
 
-############################# Render Preview ###################################
+############################# Readability Report ###################################
 
-  render-preview:
-    name: Render preview
+  readability-report:
+    name: Readability report
     needs: yaml-check
     runs-on: ubuntu-latest
-    container:
-      image: ${{needs.yaml-check.outputs.rendering_docker_image}}
-    if: ${{needs.yaml-check.outputs.toggle_render_preview == 'yes'}}
+    if: ${{needs.yaml-check.outputs.toggle_readability == 'true'}}
 
     steps:
-      - name: Checkout files
+      - name: Checkout repo
         uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
-      # Set up git checkout
-      - name: Set up git checkout
-        run: |
-          git config --global --add safe.directory $GITHUB_WORKSPACE
-          git config --global user.name 'github-actions[bot]'
-          git config --global user.email 'github-actions[bot]@users.noreply.github.com'
-
-          branch_name='preview-${{ github.event.pull_request.number }}'
-          git fetch --all
-          git checkout $branch_name
-          git merge -s recursive --strategy-option=theirs origin/${{ github.head_ref }} --allow-unrelated-histories
-        shell: bash
-
-      # Run bookdown rendering
-      - name: Run bookdown render
-        id: bookdown
-        run: Rscript -e "bookdown::render_book('index.Rmd', output_format = 'all')"
-
-      # Run TOC-less version
-      # Rendered content for Leanpub and Coursera is very similar.
-      # This job creates a shared scaffold for both.
-      - name: Run TOC-less version of render
-        id: tocless
-        run: Rscript -e "ottrpal::render_without_toc()"
-
-      # This checks on the steps before it and makes sure that they completed.
-      # If the renders didn't complete we don't want to commit the file changes
-      - name: Check on render steps
-        if: steps.bookdown.outcome != 'success' || steps.tocless.outcome != 'success'
-        run: |
-          echo Bookdown status ${{steps.bookdown.outcome}}
-          echo Toc-less status ${{steps.tocless.outcome}}
-          exit 1
-
-      - name: Website preview for download
-        run: zip website-preview.zip docs/* -r
-
-      # Commit the rendered bookdown files
-      - name: Commit rendered bookdown files to preview branch
-        id: commit
-        run: |
-          branch_name='preview-${{ github.event.pull_request.number }}'
-          git diff origin/main -- docs >/dev/null && changes=true || changes=false
-          echo "changes=$changes" >> $GITHUB_OUTPUT
-          git add . --force
-          git commit -m 'Render preview' || echo "No changes to commit"
-          git pull --rebase --set-upstream origin $branch_name --allow-unrelated-histories --strategy-option=ours
-          git push --force || echo "No changes to commit"
-        shell: bash
-
-      - name: Find Comment
-        uses: peter-evans/find-comment@v2
-        id: fc
+      - name: Readability report
+        uses: Rebilly/lexi@v2
         with:
-          issue-number: ${{ github.event.pull_request.number }}
-          comment-author: 'github-actions[bot]'
-          body-includes: latest commit
+          github-token: ${{ secrets.GH_PAT }}
+          glob: '**/*.md'
 
-      - name: Build components of the comment
-        id: build-components
-        run: |
-          course_name=$(head -n 1 _bookdown.yml | cut -d'"' -f 2| tr " " "-")
-          bookdown_link=$(echo "https://htmlpreview.github.io/?https://raw.githubusercontent.com/$GITHUB_REPOSITORY/preview-${{ github.event.pull_request.number }}/docs/index.html")
-          tocless_link=$(echo "https://htmlpreview.github.io/?https://raw.githubusercontent.com/$GITHUB_REPOSITORY/preview-${{ github.event.pull_request.number }}/docs/no_toc/index.html")
-          docx_link=$(echo "https://github.com/$GITHUB_REPOSITORY/raw/preview-${{ github.event.pull_request.number }}/docs/$course_name.docx")
-          zip_link=$(echo "https://github.com/$GITHUB_REPOSITORY/raw/preview-${{ github.event.pull_request.number }}/website-preview.zip")
-          echo "zip_link=$zip_link" >> $GITHUB_OUTPUT
-          echo "bookdown_link=$bookdown_link" >> $GITHUB_OUTPUT
-          echo "tocless_link=$tocless_link" >> $GITHUB_OUTPUT
-          echo "docx_link=$docx_link" >> $GITHUB_OUTPUT
-          echo "time=$(date +'%Y-%m-%d')" >> $GITHUB_OUTPUT
-          echo "commit_id=$GITHUB_SHA" >> $GITHUB_OUTPUT
-          echo ${{steps.commit.outputs.changes}}
-
-      - name: Create or update comment
-        if: steps.commit.outputs.changes == 'true'
-        uses: peter-evans/create-or-update-comment@v2
-        with:
-          comment-id: ${{ steps.fc.outputs.comment-id }}
-          issue-number: ${{ github.event.pull_request.number }}
-          body: |
-            Re-rendered previews from the latest commit:
-            - :eyes: Quick [preview of course website here](${{ steps.build-components.outputs.bookdown_link }}) \*
-            - :microscope: Comprehensive [download of the course website here](${{ steps.build-components.outputs.zip_link }})
-            - Download the [.docx file](${{ steps.build-components.outputs.docx_link }})
-
-            \* note not all html features will be properly displayed in the "quick preview" but it will give you a rough idea.
-
-            _Updated at ${{ steps.build-components.outputs.time }} with changes from the latest commit ${{ steps.build-components.outputs.commit_id }}_
-          edit-mode: replace
-
-      - name: Comment if no changes
-        if: steps.commit.outputs.changes == 'false'
-        uses: peter-evans/create-or-update-comment@v2
-        with:
-          comment-id: ${{ steps.fc.outputs.comment-id }}
-          issue-number: ${{ github.event.pull_request.number }}
-          body: |
-            The latest commit did not produce rendering changes.
+############################# Render Preview ###################################
+  render-preview:
+    name: Render preview
+    needs: yaml-check
+    runs-on: ubuntu-latest
+    if: ${{needs.yaml-check.outputs.toggle_render_preview == 'true'}}
+    permissions:
+      pull-requests: write
+      contents: write
 
-            _Updated at ${{ steps.build-components.outputs.time }} with changes from ${{ steps.build-components.outputs.commit_id }}_
-          edit-mode: replace
+    steps:
+    - name: Checkout repo
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Run render
+      uses: ottrproject/ottr-preview@main
+      with:
+        toggle_website: ${{needs.yaml-check.outputs.toggle_website}}
+        docker_image: ${{needs.yaml-check.outputs.rendering_docker_image}}
diff --git a/.github/workflows/render-all.yml b/.github/workflows/render-all.yml
index d1fa46ae..e404e09b 100644
--- a/.github/workflows/render-all.yml
+++ b/.github/workflows/render-all.yml
@@ -1,5 +1,5 @@
-
-# Candace Savonen Apr 2021
+# Candace Savonen 2021
+# Updated April 2025
 
 name: Render all output courses
 
@@ -8,7 +8,8 @@ on:
   push:
     branches: [ main, staging ]
     paths:
-      - '**.Rmd'
+      - '*.qmd'
+      - '*.Rmd'
       - assets/*
       - quizzes/*
 
@@ -27,20 +28,17 @@ jobs:
         with:
             files: config_automation.yml # Pass a space-separated list of configuration files. Rightmost files take precedence.
     outputs:
-      toggle_bookdown: "${{ env.RENDER_BOOKDOWN }}"
+      toggle_website: "${{ env.RENDER_WEBSITE }}"
       toggle_coursera: "${{ env.RENDER_COURSERA }}"
       toggle_leanpub: "${{ env.RENDER_LEANPUB }}"
       make_book_txt: "${{ env.MAKE_BOOK_TXT }}"
       rendering_docker_image: "${{ env.RENDERING_DOCKER_IMAGE }}"
       toggle_quiz_check: "${{ env.CHECK_QUIZZES }}"
 
-  render-bookdown:
-    name: Render bookdown
+  render-course:
+    name: Render course preview
     needs: yaml-check
     runs-on: ubuntu-latest
-    container:
-      image: ${{needs.yaml-check.outputs.rendering_docker_image}}
-    if: ${{needs.yaml-check.outputs.toggle_bookdown == 'yes'}}
 
     steps:
       - name: checkout
@@ -49,50 +47,22 @@ jobs:
           fetch-depth: 0
           token: ${{ secrets.GH_PAT }}
 
-      - name: Login as github actions bot
-        run: |
-          git config --global --add safe.directory $GITHUB_WORKSPACE
-          git config --global user.name 'github-actions[bot]'
-          git config --global user.email 'github-actions[bot]@users.noreply.github.com'
-
-      # We want a fresh run of the renders each time
-      - name: Delete old docs/*
-        run: rm -rf docs/*
-
-      # Run bookdown rendering
-      - name: Run bookdown render
-        id: bookdown
-        run: |
-          Rscript -e "bookdown::render_book('index.Rmd', output_format = 'all');
-          file.copy(from = 'assets', to = 'docs/assets', overwrite = TRUE)"
-
-      # This checks on the steps before it and makes sure that they completed.
-      # If the renders didn't complete we don't want to commit the file changes
-      - name: Check on render step
-        if: steps.bookdown.outcome != 'success'
-        run: |
-          echo Bookdown status ${{steps.bookdown.outcome}}
-          exit 1
-
-      # Commit the rendered bookdown files
-      - name: Commit rendered bookdown files
-        env:
-          GH_PAT: ${{ secrets.GH_PAT }}
-        run: |
-          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
-          git fetch origin
-          git add --force docs/*
-          git commit -m 'Render bookdown' || echo "No changes to commit"
-          git pull --allow-unrelated-histories --strategy-option=ours
-          git push -u origin main  || echo "No changes to push"
+      - name: Run render
+        id: render
+        uses: ottrproject/ottr-preview@main
+        with:
+          toggle_website: ${{needs.yaml-check.outputs.toggle_website}}
+          preview: false
+          token: ${{ secrets.GH_PAT }}
+          docker_image: ${{needs.yaml-check.outputs.rendering_docker_image}}
 
   render-tocless:
     name: Render TOC-less version for Leanpub or Coursera
-    needs: [yaml-check, render-bookdown]
+    needs: [yaml-check, render-course]
     runs-on: ubuntu-latest
     container:
       image: ${{needs.yaml-check.outputs.rendering_docker_image}}
-    if: ${{needs.yaml-check.outputs.toggle_coursera == 'yes' || needs.yaml-check.outputs.toggle_leanpub == 'yes'}}
+    if: ${{needs.yaml-check.outputs.toggle_coursera == 'true' || needs.yaml-check.outputs.toggle_leanpub == 'true'}}
 
     steps:
       - name: checkout
@@ -106,32 +76,41 @@ jobs:
           git config --global --add safe.directory $GITHUB_WORKSPACE
           git config --global user.name 'github-actions[bot]'
           git config --global user.email 'github-actions[bot]@users.noreply.github.com'
+          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
+          git fetch origin
+          git pull --rebase --allow-unrelated-histories --strategy-option=ours
 
       # Rendered content for Leanpub and Coursera is very similar.
       # This job creates a shared scaffold for both.
-      - name: Run TOC-less version of render
-        id: tocless
+      - name: Run TOC-less version of render -- Rmd version
+        if: ${{needs.yaml-check.outputs.toggle_website == 'rmd' }}
+        id: tocless_rmd
         run: Rscript -e "ottrpal::render_without_toc()"
 
+      - name: Run TOC-less version of render -- quarto version
+        id: tocless_quarto
+        if: ${{needs.yaml-check.outputs.toggle_website == 'quarto' }}
+        run: |
+          Rscript -e "quarto::quarto_render('.', metadata = list(sidebar = F, toc = F),
+          quarto_args = c('--output-dir', 'docs/no_toc/'))"
+
       # Commit the TOC-less version files
       - name: Commit tocless bookdown files
         env:
           GH_PAT: ${{ secrets.GH_PAT }}
         run: |
-          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
-          git fetch origin
           git add --force docs/no_toc*
           git commit -m 'Render toc-less' || echo "No changes to commit"
-          git pull --set-upstream origin $branch_name --allow-unrelated-histories --strategy-option=ours
-          git push -u origin main  || echo "No changes to push"
+          git status docs/no_toc*
+          git push --force -u origin main  || echo "No changes to push"
 
   render-leanpub:
     name: Finish Leanpub prep
     needs: [yaml-check, render-tocless]
     runs-on: ubuntu-latest
     container:
-      image: jhudsl/ottrpal:main
-    if: ${{needs.yaml-check.outputs.toggle_leanpub == 'yes'}}
+      image: jhudsl/base_ottr:dev
+    if: ${{needs.yaml-check.outputs.toggle_leanpub == 'true'}}
 
     steps:
       - name: checkout
@@ -145,6 +124,10 @@ jobs:
           git config --global --add safe.directory $GITHUB_WORKSPACE
           git config --global user.name 'github-actions[bot]'
           git config --global user.email 'github-actions[bot]@users.noreply.github.com'
+          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
+          git fetch origin
+          git pull --rebase --allow-unrelated-histories --strategy-option=ours
+          ls docs/no_toc
 
       # Create screenshots
       - name: Run the screenshot creation
@@ -153,11 +136,12 @@ jobs:
           rm -rf resources/chapt_screen_images
 
           # Make new screenshots
-          curl -o make_screenshots.R https://raw.githubusercontent.com/jhudsl/ottr-reports/main/scripts/make_screenshots.R
-          chapt_urls=$(Rscript --vanilla make_screenshots.R \
-            --git_pat ${{ secrets.GH_PAT }} \
-            --repo $GITHUB_REPOSITORY \
-            --output_dir resources/chapt_screen_images)
+          chapt_urls=$(Rscript -e " \
+           Sys.setenv(CHROMOTE_CHROME = '/usr/bin/vivaldi'); \
+           ottrpal::make_screenshots( \
+            token = '${{ secrets.GH_PAT }}', \
+            repo = '$GITHUB_REPOSITORY' )" \
+            )
 
       # We want a fresh run of the renders each time
       - name: Delete manuscript/
@@ -165,41 +149,38 @@ jobs:
           GH_PAT: ${{ secrets.GH_PAT }}
         run: |
           rm -rf manuscript/
-          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
-          git fetch origin
           git add .
           git commit -m 'Delete manuscript folder' || echo "No changes to commit"
-          git pull --set-upstream origin $branch_name --allow-unrelated-histories --strategy-option=ours
           git push -u origin main || echo "No changes to push"
 
-      - name: Run ottrpal::bookdown_to_embed_leanpub
-        if: ${{ needs.yaml-check.outputs.toggle_quiz_check == 'no'}}
+      - name: Run ottrpal::bookdown_to_embed_leanpub -- No Quiz
+        if: ${{ needs.yaml-check.outputs.toggle_quiz_check != 'true'}}
         run: |
-          Rscript -e "ottrpal::bookdown_to_embed_leanpub(
+          Rscript -e "ottrpal::website_to_embed_leanpub(
             render = FALSE, \
             chapt_img_key = 'resources/chapt_screen_images/chapter_urls.tsv', \
-            make_book_txt = as.logical('${{needs.yaml-check.outputs.make_book_txt}}'), \
+            make_book_txt = as.logical('${{needs.yaml-check.outputs.make_book_txt == 'true'}}'), \
             quiz_dir = NULL)"
 
-      - name: Run ottrpal::bookdown_to_embed_leanpub
-        if: ${{ needs.yaml-check.outputs.toggle_quiz_check == 'yes'}}
+      - name: Run ottrpal::bookdown_to_embed_leanpub -- with Quiz
+        if: ${{ needs.yaml-check.outputs.toggle_quiz_check == 'true'}}
         run: |
-          Rscript -e "ottrpal::bookdown_to_embed_leanpub(
+          Rscript -e "ottrpal::website_to_embed_leanpub(
             render = FALSE, \
             chapt_img_key = 'resources/chapt_screen_images/chapter_urls.tsv', \
-            make_book_txt = as.logical('${{needs.yaml-check.outputs.make_book_txt}}'))"
+            make_book_txt = as.logical('${{needs.yaml-check.outputs.make_book_txt == 'true'}}'))"
 
       # Commit the rendered Leanpub files
       - name: Commit rendered Leanpub files
         env:
           GH_PAT: ${{ secrets.GH_PAT }}
         run: |
-          mkdir -p manuscript
-          git add --force manuscript/*
-          git add --force resources/*
-          git add --force docs/*
+          git add --force manuscript/* || "No files to add"
+          git add --force resources/* || "No files to add"
+          git add --force docs/* || "No files to add"
           git commit -m 'Render Leanpub' || echo "No changes to commit"
-          git pull --allow-unrelated-histories --strategy-option=ours
+          git status docs/*
+          git pull --rebase --allow-unrelated-histories --strategy-option=ours --autostash
           git push --force --set-upstream origin main || echo "No changes to push"
 
   render-coursera:
@@ -208,7 +189,7 @@ jobs:
     runs-on: ubuntu-latest
     container:
       image: ${{needs.yaml-check.outputs.rendering_docker_image}}
-    if: ${{needs.yaml-check.outputs.toggle_coursera == 'yes'}}
+    if: ${{needs.yaml-check.outputs.toggle_coursera == 'true'}}
 
     steps:
       - name: checkout
@@ -222,27 +203,27 @@ jobs:
           git config --global --add safe.directory $GITHUB_WORKSPACE
           git config --global user.name 'github-actions[bot]'
           git config --global user.email 'github-actions[bot]@users.noreply.github.com'
+          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
+          git fetch origin
+          git pull --rebase --allow-unrelated-histories --strategy-option=ours
 
       # Run Coursera version
       - name: Convert Leanpub quizzes to Coursera
-        if: needs.yaml-check.outputs.toggle_leanpub == 'yes' && needs.yaml-check.outputs.toggle_quiz_check == 'yes'
+        if: needs.yaml-check.outputs.toggle_leanpub == 'true' && needs.yaml-check.outputs.toggle_quiz_check == 'true'
         id: coursera
         run: Rscript -e "ottrpal::convert_coursera_quizzes()"
 
-      # Commit the rendered bookdown files
+      # Commit the rendered files
       # Only commit coursera quizzes if the directory is present
       - name: Commit rendered Coursera files
         env:
           GH_PAT: ${{ secrets.GH_PAT }}
         run: |
-          git remote set-url origin https://${GH_PAT}@github.com/${GITHUB_REPOSITORY}
-          git fetch origin
           if [ -d 'coursera_quizzes' ]; then
             git add --force coursera_quizzes/*
           fi
-          git add --force manuscript/*
           git add --force resources/*
           git add --force docs/*
           git commit -m 'Render Coursera quizzes' || echo "No changes to commit"
-          git pull --rebase --allow-unrelated-histories --strategy-option=ours
-          git push -u origin main  || echo "No changes to push"
+          git status
+          git push --force -u origin main  || echo "No changes to push"
diff --git a/02-ethics.Rmd b/02-ethics.Rmd
index e2e9461c..81c20804 100644
--- a/02-ethics.Rmd
+++ b/02-ethics.Rmd
@@ -42,7 +42,7 @@ Note that this is an incomplete list; additional ethical concerns will become ap
 :::{.ethics}
 Be transparent about what AI tools you use to write code. This help others to better understand how you created your code, as well as the possible sources that the AI tools might have used when helping you write code. It may also help with future unknown issues related to the use of these tools.
 
-Some organizations and scientific societies have created guidelines or requirements for using AI in journal articles and conference submissions, like the [International Society for Computational Biology](https://www.iscb.org/iscb-policy-statements/iscb-policy-for-acceptable-use-of-large-language-models). Be aware of the requirements/guidelines for your field.
+Some organizations and scientific societies have created guidelines or requirements for using AI in journal articles and conference submissions, like the [International Society for Computational Biology](https://www.iscb.org/about-iscb/policy-statements-bylaws-and-legal-documents/acceptable-use-of-large-language-models-policy). Be aware of the requirements/guidelines for your field.
 :::
 
 **It is essential to address these ethical concerns and ensure that the use of AI in coding is done in a responsible and transparent manner.** This could be done through ensuring the quality of the data used to train AI systems, promoting transparency in AI-generated code, and implementing safeguards against the creation of harmful or biased code. By doing so, we can harness the potential of AI to improve and transform the way we write and optimize code while maintaining ethical standards.
diff --git a/assets/style_config_default.css b/assets/style_config_default.css
new file mode 100644
index 00000000..1c7f4bdd
--- /dev/null
+++ b/assets/style_config_default.css
@@ -0,0 +1,8 @@
+:root {
+    --link-color: #0b5b9d;
+    --accent-color: #012d72;   /* book title, first letter of chapter, toc text */
+    --highlight-color: #68ace5;   /* toc highlight, callout box borders */
+    --caption-color: #595959;
+    --background-color: white;
+    --callout-background-color: #e8ebee;
+  }
\ No newline at end of file
diff --git a/config_automation.yml b/config_automation.yml
index 12d9dd08..3c7941e6 100644
--- a/config_automation.yml
+++ b/config_automation.yml
@@ -1,23 +1,39 @@
 
+### Render preview of content with changes (Rmd's and md's are checked)
+render-preview: true
+
 ##### Checks run at pull request #####
 # Check quiz formatting
-check-quizzes: no
+check-quizzes: false
+quiz_error_min: 0
 # Check that urls in the content are not broken
-url-checker: yes
-# Render preview of content with changes (Rmd's and md's are checked)
-render-preview: yes
+url-checker: true
+url_error_min: 0
 # Spell check Rmds and quizzes
-spell-check: yes
+spell-check: true
+spell_error_min: 0
+
+#### Other options
 # Style any R code
-style-code: yes
+style-code: true
+# Would you like your markdown files to be checked for formatting
+markdown-linter: true
+# Would you like a readability report on your markdowns?
+readability-report: true
 # Test build the docker image if any docker-relevant files have been changed
-docker-test: no
+docker-test: false
+# Should URLs be tested periodically?
+url-check-periodically: true
 
 ##### Renderings run upon merge to main branch #####
 # Rendering each platform's content
-render-bookdown: yes
-render-leanpub: yes
-render-coursera: no
+render-website: rmd
+render-leanpub: true
+render-coursera: true
+
+## Automate the creation of Book.txt file? yes/no
+## This is only relevant if render-leanpub is yes, otherwise it will be ignored
+make-book-txt: true
 
 # What docker image should be used for rendering?
 # The default is jhudsl/base_ottr:main