diff --git a/.github/workflows/delete-preview.yml b/.github/workflows/delete-preview.yml
index b910ad45..642fea0a 100644
--- a/.github/workflows/delete-preview.yml
+++ b/.github/workflows/delete-preview.yml
@@ -22,3 +22,15 @@ jobs:
         with:
           github_token: ${{ secrets.GH_PAT }}
           branches: preview-${{ github.event.pull_request.number }}
+
+      - name: Delete gist
+        id: gist
+        run: |
+          echo ${{ secrets.GH_PAT }} > docker/git_token.txt
+          gist_key=${GITHUB_REPOSITORY}_spell_check_${{ github.event.pull_request.number }}
+          gist_url=$(Rscript --vanilla scripts/get_the_gist.R \
+            --git_pat docker/git_token.txt \
+            --gist_key $gist_key \
+            --file resources/spell_check_results.tsv \
+            --delete)
+          rm docker/git_token.txt
diff --git a/.github/workflows/render-bookdown.yml b/.github/workflows/render-bookdown.yml
index 6b0d97a1..90d3cf3b 100644
--- a/.github/workflows/render-bookdown.yml
+++ b/.github/workflows/render-bookdown.yml
@@ -19,9 +19,10 @@ on:
       - assets/*
 jobs:
   # This workflow contains a single job called "build-all"
-  build-all:
-    # The type of runner that the job will run on
+  render-main:
     runs-on: ubuntu-latest
+    container:
+      image: jhudsl/course_template
     # Steps represent a sequence of tasks that will be executed as part of the job
     steps:
       # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
@@ -74,21 +75,13 @@ jobs:
       # Run bookdown rendering
       - name: Run bookdown render
         id: bookdown
-        run: |
-          docker run \
-          --mount type=bind,target=/home/rstudio,source=$PWD \
-          jhudsl/course_template \
-          Rscript -e "bookdown::render_book('index.Rmd', output_format = 'all')"
+        run: Rscript -e "bookdown::render_book('index.Rmd', output_format = 'all')"
 
 ##### If you do not wish to host your course on Coursera, you can delete this section #####
       # Run Coursera version
       - name: Run Coursera version of render
         id: coursera
-        run: |
-          docker run \
-          --mount type=bind,target=/home/rstudio,source=$PWD \
-          jhudsl/course_template \
-          Rscript -e "leanbuild::render_coursera()"
+        run: Rscript -e "leanbuild::render_coursera()"
 
 ##### End of Coursera rendering section ########################################
 
diff --git a/.github/workflows/render-preview.yml b/.github/workflows/render-preview.yml
index e68aa519..a21c7984 100644
--- a/.github/workflows/render-preview.yml
+++ b/.github/workflows/render-preview.yml
@@ -11,7 +11,7 @@ permissions: write-all
 
 jobs:
   # This workflow contains a single job called "build-all"
-  build-all:
+  render-preview:
     runs-on: ubuntu-latest
     container:
       image: jhudsl/course_template
diff --git a/.github/workflows/style-and-sp-check.yml b/.github/workflows/style-and-sp-check.yml
index 04510f4b..67b22215 100644
--- a/.github/workflows/style-and-sp-check.yml
+++ b/.github/workflows/style-and-sp-check.yml
@@ -41,31 +41,23 @@ jobs:
           name: spell-check-results
           path: resources/spell_check_results.tsv
 
-      - name: Spell check errors
+      - name: Upload to Gist
+        id: gist
         run: |
-          # Get on the preview branch if it exists. If it doesn't create it.
-          branch_name='preview-${{ github.event.pull_request.number }}'
-          git rev-parse --quiet --verify $branch_name >/dev/null && exists=true || exists=false
-
-          if [[ $exists == true ]];
-          then
-            git checkout $branch_name
-            git pull --set-upstream origin $branch_name --allow-unrelated-histories
-          else
-            git checkout -b $branch_name
-          fi
-
-          git add --force resources/spell_check_results.tsv
-          git commit -m 'Add spell check file'
-          git push --force --set-upstream origin $branch_name
+          echo ${{ secrets.GH_PAT }} > docker/git_token.txt
+          gist_key=${GITHUB_REPOSITORY}_spell_check_${{ github.event.pull_request.number }}
+          gist_url=$(Rscript --vanilla scripts/get_the_gist.R \
+            --git_pat docker/git_token.txt \
+            --gist_key $gist_key \
+            --file resources/spell_check_results.tsv)
+          echo "::set-output name=gist_url::$gist_url"
+          rm docker/git_token.txt
 
       - name: Build components of the spell check comment
         id: build-components
         env:
           GH_PAT: ${{ secrets.GH_PAT }}
         run: |
-          branch_name='preview-${{ github.event.pull_request.number }}'
-          sp_error_url=https://raw.githubusercontent.com/${GITHUB_REPOSITORY}/$branch_name/resources/spell_check_results.tsv
           echo ::set-output name=time::$(date +'%Y-%m-%d')
           echo ::set-output name=commit_id::$GITHUB_SHA
           echo ::set-output name=sp_error_url::$sp_error_url
@@ -88,7 +80,7 @@ jobs:
           body: |
             :warning: There are spelling errors that need to be addressed. [Read this guide for more info](https://github.com/jhudsl/OTTR_Template/wiki/Spell-check).
 
-            [Download the errors here.](${{ steps.build-components.outputs.sp_error_url }})
+            [Download the errors here.](${{ steps.gist.outputs.gist_url }})
             _Comment updated at ${{ steps.build-components.outputs.time }} with changes from ${{ steps.build-components.outputs.commit_id }}_
           edit-mode: replace
 
@@ -114,6 +106,5 @@ jobs:
       - name: Commit styled files
         run: |
           git add \*.Rmd
-          git add resources/spell_check_results.tsv
           git commit -m 'Style Rmds' || echo "No changes to commit"
           git push origin || echo "No changes to commit"
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 7eb6d1a6..d3c50bc9 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -11,7 +11,14 @@ RUN apt-get install -y --no-install-recommends \
     libxt6 \
     libpoppler-cpp-dev \
     vim \
-    libglpk40
+    libglpk40 \
+    curl \
+    gpg
+
+# Install gh
+RUN curl -fsSL https://cli.github.com/packages/githubcli-archive-keyring.gpg | gpg --dearmor -o /usr/share/keyrings/githubcli-archive-keyring.gpg;
+RUN echo "deb [arch=$(dpkg --print-architecture) signed-by=/usr/share/keyrings/githubcli-archive-keyring.gpg] https://cli.github.com/packages stable main" | tee /etc/apt/sources.list.d/github-cli.list > /dev/null;
+RUN apt update && apt install -y gh;
 
 # Remove old symlinks to old pandoc
 RUN unlink /usr/lib/rstudio-server/bin/pandoc/pandoc
diff --git a/docker/install_github.R b/docker/install_github.R
index 5c0822f3..45195a59 100644
--- a/docker/install_github.R
+++ b/docker/install_github.R
@@ -1,5 +1,9 @@
 #!/usr/bin/env Rscript
 
+if (!"optparse" %in% installed.packages()) {
+  install.packages("optparse")
+}
+
 library(optparse)
 
 ################################ Set up options ################################
diff --git a/scripts/get_the_gist.R b/scripts/get_the_gist.R
new file mode 100644
index 00000000..4beb79e9
--- /dev/null
+++ b/scripts/get_the_gist.R
@@ -0,0 +1,126 @@
+# Handle Gists!
+
+library(magrittr)
+
+# Find .git root directory
+root_dir <- rprojroot::find_root(rprojroot::has_dir(".git"))
+
+option_list <- list(
+  optparse::make_option(
+    opt_str = c("--gist_key"),
+    type = "character",
+    default = NULL,
+    help = "The key for what the spell check file for this pull request and repository is 
+    In github actions will be: e.g. ${{ github.repository }}_spell_check_${{ github.event.pull_request.number }}",
+  ), 
+  optparse::make_option(
+    c("--file"),
+    type = "character",
+    default = NULL,
+    help = "The file to be stored in the gist. Must be relative to base git repository",
+  ), 
+  optparse::make_option(
+    opt_str = "--delete", type = "character",
+    default = "FALSE", help = "Needs a 'TRUE/FALSE' whether the gist should be deleted after we find it"
+  ),
+  optparse::make_option(
+    c("--git_pat"),
+    type = "character",
+    default = NULL,
+    help = "GitHub personal access token stored in a text file",
+  ), 
+  optparse::make_option(
+    opt_str = c("-v", "--verbose"), type = "character",
+    default = "FALSE", help = "Needs a 'TRUE/FALSE' whether more messages should be printed"
+  )
+)
+
+# Read the arguments passed
+opt_parser <- optparse::OptionParser(option_list = option_list)
+opt <- optparse::parse_args(opt_parser)
+opt$delete <- as.logical(opt$delete)
+opt$verbose <- as.logical(opt$verbose)
+opt$file <- file.path(root_dir, opt$file)
+
+
+if (!file.exists(opt$file) && !opt$delete) {
+  stop(paste("Specified file:", opt$file, "does not exist"))
+}
+
+# Make sure we can login before we continue
+system(paste("gh auth login --with-token <", opt$git_pat))
+
+get_the_gist <- function(user = "jhudsl-robot",
+                         verbose = TRUE) {
+  
+  # Declare URL
+  url <- paste0("https://api.github.com/users/", user, "/gists?per_page=1000000")
+  
+  # Github api get
+  response <- httr::GET(
+    url,
+    httr::accept_json()
+    )
+  
+  if (httr::http_error(response)) {
+    warning(paste0("url: ", url, " failed"))
+  }
+  
+  # Get content as JSON
+  gists <- httr::content(response, as = "parsed")
+  
+  
+  description_key <- unlist(gists)[grep("description", names(unlist(gists)))]
+  id <- unlist(gists)[grep("^id$", names(unlist(gists)))]
+  gist_urls <- unlist(gists)[grep("files.spell_check_results.tsv.raw_url", names(unlist(gists)))]
+
+  gists_df <- data.frame(description_key, id, gist_urls)
+  
+  return(gists_df)
+}
+
+gist_df <- get_the_gist()
+
+
+if (nrow(gist_df) < 1 ){
+  if (opt$verbose) warning("No gists found at all")
+  gist_target <- gist_df
+} else {
+  gist_target <- gist_df %>% 
+    dplyr::filter(description_key == opt$gist_key)
+}
+
+if (nrow(gist_target) < 1 ) {
+  # If gist is not found:
+  if (opt$verbose) message(paste0("No gists match the key:", opt$gist_key))
+  if (opt$delete) {
+    # Warn that there isn't anything to delete
+    warning("No gist to delete.") 
+  } else {
+    # Create it
+    message(paste("Creating gist:", opt$gist_key))
+    system(paste("gh gist create --public", opt$file, "-d", opt$gist_key))
+  }
+} else {
+  # If gist is found:
+  if (opt$delete) {
+    # Delete it 
+    message(paste("Deleting gist:", opt$gist_key))
+    system(paste("gh gist delete", gist_target$id))
+  } else {
+    # Or update it
+    message(paste("Updating gist:", opt$gist_key))
+    system(paste("gh gist edit", gist_target$id, "-f", opt$file, "--add", opt$file))    
+  }
+}
+
+
+if (!opt$delete) {
+  # Print out the url
+  gist_target <- get_the_gist() %>% 
+      dplyr::filter(description_key == opt$gist_key) %>% 
+      dplyr::pull(gist_urls)
+
+  write(gist_target, stdout())
+}
+
diff --git a/scripts/spell-check.R b/scripts/spell-check.R
index f25eb2db..54445781 100644
--- a/scripts/spell-check.R
+++ b/scripts/spell-check.R
@@ -10,6 +10,10 @@
 
 library(magrittr)
 
+if (!("spelling" %in% installed.packages())){
+  install.packages("spelling")
+}
+
 # Find .git root directory
 root_dir <- rprojroot::find_root(rprojroot::has_dir(".git"))