diff --git a/.github/workflows/rebuild.yml b/.github/workflows/rebuild.yml
index b7517138..78f6af17 100644
--- a/.github/workflows/rebuild.yml
+++ b/.github/workflows/rebuild.yml
@@ -1,4 +1,4 @@
-name: Rebuild Tutorials
+name: Rebuild Content
 on:
   schedule:
     - cron: 0 0 */3 * *
@@ -7,81 +7,13 @@ on:
       - created
   push:
   status:
+env:
+  GITLAB_PROJECT: ${{ secrets.GITLAB_PROJECT }}
+  GITLAB_TOKEN: ${{ secrets.GITLAB_TOKEN }}
 jobs:
-  TriggerRebuild:
-    if: github.event_name == 'schedule' || github.event_name == 'issue_comment' && startsWith(github.event.comment.body, '!rebuild')
+  Rebuild:
     runs-on: ubuntu-latest
     steps:
-      - run: |
-          cmd="$(jq -r .comment.body < "$GITHUB_EVENT_PATH" | head -n1 | cut -d' ' -f2-)"
-          while [[ "$cmd" != '' && "$cmd" != '!rebuild' ]]; do
-            arg="$(echo $cmd | cut -d' ' -f1)"
-            key="$(echo $arg | cut -d= -f1)"
-            val="$(echo $arg | cut -d= -f2)"
-            case "$key" in
-              branch)
-                branch="$val"
-                ;;
-              file)
-                folder="$(echo $val | cut -d/ -f1)"
-                file="$(echo $val | cut -d/ -f2)"
-                ;;
-              *)
-                echo "Unknown command $key"
-                exit 1
-                ;;
-            esac
-            if echo "$cmd" | grep -q ' '; then
-              cmd="$(echo $cmd | cut -d' ' -f2)"
-            else
-              cmd=""
-            fi
-          done
-          curl --fail \
-            -F "token=${{ secrets.GITLAB_TOKEN }}" \
-            -F "ref=master" \
-            -F "variables[BRANCH]=$branch" \
-            -F "variables[FOLDER]=$folder" \
-            -F "variables[FILE]=$file" \
-            https://gitlab.com/api/v4/projects/19345468/trigger/pipeline
-      - if: github.event_name == 'issue_comment'
-        uses: actions/github-script@v2
+      - uses: SciML/RebuildAction@master
         with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            github.reactions.createForIssueComment({
-              ...context.repo,
-              comment_id: context.payload.comment.id,
-              content: "+1",
-            })
-  OpenPR:
-    if: github.event_name == 'push' && startsWith(github.ref, 'refs/heads/rebuild/')
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/github-script@v2
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            github.pulls.create({
-              ...context.repo,
-              title: "Rebuild tutorials",
-              head: "${{ github.ref }}".slice(11),
-              base: "master",
-            })
-  FixStatus:
-    if: github.event_name == 'status' && github.event.context == 'ci/gitlab/gitlab.com' && github.event.state == 'failure'
-    runs-on: ubuntu-latest
-    steps:
-      # TODO: Replace this SHA with a tag when the next version is released.
-      - uses: actions/github-script@82b33c82ef5e155cb8e0de0862e5dbde0cd451eb
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            github.repos.createCommitStatus({
-              ...context.repo,
-              sha: context.payload.sha,
-              state: "success",
-              context: context.payload.context,
-              description: "This status can be ignored",
-              target_url: context.payload.target_url,
-            })
+          token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index cd3846ce..3b9de975 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,25 +1,6 @@
-stages:
-  - setup
-  - rebuild
-
-setup:
-  stage: setup
-  only:
-    - triggers
-  image: python
-  script: |
-    pip install pyyaml
-    python make_pipeline.py > rebuild.yml
-  artifacts:
-    paths:
-      - rebuild.yml
-
-rebuild:
-  stage: rebuild
-  trigger:
-    include:
-      - artifact: rebuild.yml
-        job: setup
-    strategy: depend
-  variables:  # TODO: Delete after JuliaGPU/gitlab-ci#20
-    JULIA_PROJECT: "@."
+include: https://raw.githubusercontent.com/SciML/RebuildAction/master/rebuild.yml
+variables:
+  CONTENT_DIR: tutorials
+  EXCLUDE: exercises/02-workshop_solutions, models/06-pendulum_bayesian_inference
+  NEEDS_GPU: advanced/01-beeler_reuter
+  GITHUB_REPOSITORY: SciML/DiffEqTutorials.jl
diff --git a/make_pipeline.py b/make_pipeline.py
deleted file mode 100644
index c325fe3e..00000000
--- a/make_pipeline.py
+++ /dev/null
@@ -1,68 +0,0 @@
-import os
-import sys
-
-from random import choice
-from uuid import uuid4
-
-import yaml
-
-GPU = {"01-beeler-reuter.jmd"}
-LONG = {"02-workshop_solutions.jmd", "06-pendulum_bayesian_inference.jmd"}
-
-cwd = os.getcwd()
-os.chdir("tutorials")
-folder = os.getenv("FOLDER")
-if not folder:
-    folder = choice([d for d in os.listdir() if os.path.isdir(d)])
-file = os.getenv("FILE")
-if not file:
-    file = choice([f for f in os.listdir(folder) if f.endswith(".jmd") and f not in LONG])
-os.chdir(cwd)
-
-tags = ["nvidia"] if file in GPU else []
-
-branch = os.getenv("BRANCH")
-if not branch:
-    branch = f"rebuild/{str(uuid4())[:8]}"
-if not branch.startswith("rebuild/"):
-    print("Branch name must begin with 'rebuild/'")
-    sys.exit(1)
-
-script = f"""
-julia -e '
-  using Pkg
-  Pkg.instantiate()
-  using DiffEqTutorials: weave_file
-  weave_file("{folder}", "{file}")'
-
-if [[ -z "$(git status -suno)" ]]; then
-  echo "No changes"
-  exit 0
-fi
-
-k="$(cat $SSH_KEY)"
-echo "$k" > "$SSH_KEY"
-chmod 400 "$SSH_KEY"
-git config core.sshCommand "ssh -o StrictHostKeyChecking=no -i $SSH_KEY"
-git config user.name "github-actions[bot]"
-git config user.email "actions@github.com"
-git checkout -b {branch}
-git commit -am "Rebuild tutorials"
-git remote add github "git@github.com:SciML/DiffEqTutorials.jl.git"
-git push github {branch} -f
-"""
-
-pipeline = {
-    "include": "https://raw.githubusercontent.com/JuliaGPU/gitlab-ci/master/templates/v6.yml",
-    "rebuild": {
-        "extends": ".julia:1.4",
-        "variables": {
-            "CI_APT_INSTALL": "git python3-dev texlive-science texlive-xetex",
-            "JULIA_NUM_THREADS": 4,
-        },
-        "tags": tags,
-        "script": script,
-    },
-}
-
-yaml.dump(pipeline, sys.stdout)