diff --git a/.github/workflows/check-url.yml b/.github/workflows/check-url.yml
index a437049..090f12f 100644
--- a/.github/workflows/check-url.yml
+++ b/.github/workflows/check-url.yml
@@ -78,6 +78,16 @@ jobs:
       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
diff --git a/.github/workflows/pull_request.yml b/.github/workflows/pull_request.yml
index 5cd835e..091af95 100644
--- a/.github/workflows/pull_request.yml
+++ b/.github/workflows/pull_request.yml
@@ -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
@@ -49,6 +48,8 @@ jobs:
       toggle_style_code: "${{ env.STYLE_CODE }}"
       toggle_url_check: "${{ env.URL_CHECKER }}"
       toggle_quiz_check: "${{ env.CHECK_QUIZZES }}"
+      toggle_md_linter: "${{ env.MARKDOWN_LINTER }}"
+      toggle_readability: "${{ env.READABILITY_REPORT }}"
       toggle_render_preview: "${{ env.RENDER_PREVIEW }}"
       rendering_docker_image: "${{ env.RENDERING_DOCKER_IMAGE }}"
 
@@ -61,8 +62,9 @@ jobs:
     with:
       check_type: spelling
       error_min: 3
-      gh_pat: secrets.GH_PAT
       branch_name: ${GITHUB_HEAD_REF}
+    secrets:
+      gh_pat: ${{ secrets.GH_PAT }}
 
   url-check:
     name: Check URLs
@@ -72,8 +74,9 @@ jobs:
     with:
       check_type: urls
       error_min: 0
-      gh_pat: secrets.GH_PAT
       branch_name: ${GITHUB_HEAD_REF}
+    secrets:
+      gh_pat: ${{ secrets.GH_PAT }}
 
   quiz-check:
     name: Check quiz formatting
@@ -83,8 +86,9 @@ jobs:
     with:
       check_type: quiz_format
       error_min: 0
-      gh_pat: secrets.GH_PAT
       branch_name: ${GITHUB_HEAD_REF}
+    secrets:
+      gh_pat: ${{ secrets.GH_PAT }}
 
 ############################# Style the code ###################################
   style-code:
@@ -111,6 +115,26 @@ jobs:
           git commit -m 'Style *mds' || echo "No changes to commit"
           git push origin || echo "No changes to commit"
 
+############################# Readability Report ###################################
+
+  readability-report:
+    name: Readability report
+    needs: yaml-check
+    runs-on: ubuntu-latest
+    if: ${{needs.yaml-check.outputs.toggle_readability == 'yes'}}
+
+    steps:
+      - name: Checkout repo
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Readability report
+        uses: Rebilly/lexi@v2
+        with:
+          github-token: ${{ secrets.GH_PAT }}
+          glob: '**/*.md'
+
 ############################# Render Preview ###################################
 
   render-preview:
diff --git a/.github/workflows/render-all.yml b/.github/workflows/render-all.yml
index b2e39b2..56dffb7 100644
--- a/.github/workflows/render-all.yml
+++ b/.github/workflows/render-all.yml
@@ -8,7 +8,8 @@ on:
   push:
     branches: [ main, staging ]
     paths:
-      - '**md$'
+      - '*.qmd'
+      - '*.Rmd'
       - assets/*
       - quizzes/*
 
@@ -101,7 +102,7 @@ jobs:
           git add --force docs/*
           git commit -m 'Render course' || echo "No changes to commit"
           git status docs/*
-          git push -u origin main  || echo "No changes to push"
+          git push --force -u origin main  || echo "No changes to push"
 
   render-tocless:
     name: Render TOC-less version for Leanpub or Coursera
@@ -149,7 +150,7 @@ jobs:
           git add --force docs/no_toc*
           git commit -m 'Render toc-less' || echo "No changes to commit"
           git status docs/no_toc*
-          git push -u origin main  || echo "No changes to push"
+          git push --force -u origin main  || echo "No changes to push"
 
   render-leanpub:
     name: Finish Leanpub prep
@@ -188,6 +189,7 @@ jobs:
             --git_pat ${{ secrets.GH_PAT }} \
             --repo $GITHUB_REPOSITORY \
             --output_dir resources/chapt_screen_images)
+          rm make_screenshots.R
 
       # We want a fresh run of the renders each time
       - name: Delete manuscript/
@@ -276,4 +278,4 @@ jobs:
           git add --force docs/*
           git commit -m 'Render Coursera quizzes' || echo "No changes to commit"
           git status
-          git push -u origin main  || echo "No changes to push"
+          git push --force -u origin main  || echo "No changes to push"
diff --git a/config_automation.yml b/config_automation.yml
index b54e4df..bcbe613 100644
--- a/config_automation.yml
+++ b/config_automation.yml
@@ -10,6 +10,10 @@ render-preview: yes
 spell-check: yes
 # Style any R code
 style-code: yes
+# Would you like your markdown files to be checked for formatting
+markdown-linter: yes
+# Would you like a readability report on your markdowns?
+readability-report: yes
 # Test build the docker image if any docker-relevant files have been changed
 docker-test: no
 # Should URLs be tested periodically?
@@ -27,4 +31,4 @@ make-book-txt: yes
 
 # What docker image should be used for rendering?
 # The default is jhudsl/base_ottr:main
-rendering-docker-image: 'jhudsl/ottr_python:main'
+rendering-docker-image: 'jhudsl/base_ottr:main'