diff --git a/.github/actions/compile_messages/action.yml b/.github/actions/compile_messages/action.yml
new file mode 100644
index 00000000..aead1e77
--- /dev/null
+++ b/.github/actions/compile_messages/action.yml
@@ -0,0 +1,8 @@
+name: "Compile messages"
+description: "Compile the gettext translation messages"
+runs:
+  using: composite
+  steps:
+      - name: Setup project
+        run: poetry run ./manage.py compilemessages
+        shell: bash
\ No newline at end of file
diff --git a/.github/actions/setup_project/action.yml b/.github/actions/setup_project/action.yml
new file mode 100644
index 00000000..b1eb6e2a
--- /dev/null
+++ b/.github/actions/setup_project/action.yml
@@ -0,0 +1,53 @@
+name: "Setup project"
+description: "Setup Python and Poetry"
+runs:
+  using: composite
+  steps:
+    - name: Install apt packages
+      uses: awalsh128/cache-apt-pkgs-action@latest
+      with:
+        packages: gettext libxapian-dev libgraphviz-dev
+        version: 1.0  # increment to reset cache
+
+    - name: Install dependencies
+      run: |
+        sudo apt update
+        sudo apt install gettext libxapian-dev libgraphviz-dev
+      shell: bash
+
+    - name: Set up python
+      uses: actions/setup-python@v4
+      with:
+        python-version: "3.10"
+
+    - name: Load cached Poetry installation
+      id: cached-poetry
+      uses: actions/cache@v3
+      with:
+        path: ~/.local
+        key: poetry-0  # increment to reset cache
+
+    - name: Install Poetry
+      if: steps.cached-poetry.outputs.cache-hit != 'true'
+      shell: bash
+      run: curl -sSL https://install.python-poetry.org | python3 -
+
+    - name: Check pyproject.toml syntax
+      shell: bash
+      run: poetry check
+
+    - name: Load cached dependencies
+      uses: actions/cache@v3
+      with:
+        path: ~/.cache/pypoetry
+        key: ${{ runner.os }}-poetry-${{ hashFiles('**/poetry.lock') }}
+        restore-keys: |
+          ${{ runner.os }}-poetry-
+
+    - name: Install dependencies
+      run: poetry install -E testing -E docs
+      shell: bash
+
+    - name: Compile gettext messages
+      run: poetry run ./manage.py compilemessages
+      shell: bash
diff --git a/.github/actions/setup_xapian/action.yml b/.github/actions/setup_xapian/action.yml
new file mode 100644
index 00000000..6678f581
--- /dev/null
+++ b/.github/actions/setup_xapian/action.yml
@@ -0,0 +1,10 @@
+name: "Setup xapian"
+description: "Setup the xapian indexes"
+runs:
+  using: composite
+  steps:
+    - name: Setup xapian index
+      run: |
+        mkdir -p /dev/shm/search_indexes
+        ln -s /dev/shm/search_indexes sith/search_indexes
+      shell: bash
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 00000000..da2bf91f
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,43 @@
+name: Sith 3 CI
+
+on:
+  push:
+    branches:
+      - master
+      - taiste
+  pull_request:
+    branches:
+      - master
+      - taiste
+
+jobs:
+  black:
+    name: Black format
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v3
+      - name: Setup Project
+        uses: ./.github/actions/setup_project
+      - run: poetry run black --check .
+
+  tests:
+    name: Run tests and generate coverage report
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v3
+      - uses: ./.github/actions/setup_project
+      - uses: ./.github/actions/setup_xapian
+      - uses: ./.github/actions/compile_messages
+      - name: Run tests
+        run: poetry run coverage run ./manage.py test
+      - name: Generate coverage report
+        run: |
+          poetry run coverage report
+          poetry run coverage html
+      - name: Archive code coverage results
+        uses: actions/upload-artifact@v3
+        with:
+          name: coverage-report
+          path: coverage_report
diff --git a/.github/workflows/unittests.yml b/.github/workflows/unittests.yml
deleted file mode 100644
index d4ef94d3..00000000
--- a/.github/workflows/unittests.yml
+++ /dev/null
@@ -1,83 +0,0 @@
-name: Sith3 CI
-
-on:
-  pull_request:
-    branches: [ master, taiste ]
-  push:
-    branches: [ master, taiste ]
-    
-jobs:
-  unittests:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-
-    steps:
-      - uses: actions/checkout@v3
-
-      # Skip unit testing if no diff on .py files
-      - name: Check file diff
-        uses: technote-space/get-diff-action@v6
-        id: git-diff
-        with:
-          PATTERNS: |
-            **/*.py
-
-      - name: Set up python
-        if: steps.git-diff.outputs.diff
-        uses: actions/setup-python@v4
-        with:
-          python-version: '3.8'
-
-      - name: Install dependencies
-        if: steps.git-diff.outputs.diff
-        run: |
-          sudo apt-get update
-          sudo apt-get install gettext libxapian-dev libgraphviz-dev
-
-      - name: Install poetry
-        if: steps.git-diff.outputs.diff
-        run: |
-          python -m pip install --upgrade pip
-          python -m pip install poetry
-
-      - name: Checking pyproject.toml syntax
-        if: steps.git-diff.outputs.diff
-        run: poetry check
-
-      - name: Install project
-        if: steps.git-diff.outputs.diff
-        run: poetry install -E testing
-
-      - name: Setup xapian index
-        if: steps.git-diff.outputs.diff
-        run: |
-          mkdir -p /dev/shm/search_indexes
-          ln -s /dev/shm/search_indexes sith/search_indexes
-
-      - name: Setup project
-        if: steps.git-diff.outputs.diff
-        run: poetry run ./manage.py compilemessages
-      
-      - name: Launch tests and generate coverage report
-        if: steps.git-diff.outputs.diff
-        run: |
-          poetry run coverage run ./manage.py test
-          poetry run coverage report
-  
-  lint:
-    runs-on: ubuntu-latest
-
-    steps:
-      - uses: actions/checkout@v3
-      - name: Set up python
-        uses: actions/setup-python@v4
-        with:
-          python-version: '3.8'
-
-      - name: Install black
-        run: |
-          python -m pip install --upgrade pip
-          python -m pip install black==23.3.0
-
-      - name: Check linting
-        run: black --check .
\ No newline at end of file