diff --git a/.github/workflows/code_coverage.yml b/.github/workflows/code_coverage.yml
index ffe6afb..06fa813 100644
--- a/.github/workflows/code_coverage.yml
+++ b/.github/workflows/code_coverage.yml
@@ -1,26 +1,39 @@
 name: "Code Coverage"
 
-on: [push, pull_request]
+on: [ push, pull_request ]
 
 jobs:
-  coverage:
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Install dependencies
-      run: |
-        pip install -r requirements.txt
-    - name: Run pytest with coverage
-      run: |
-        pytest --cov=./ --cov-report=xml
-    - name: Upload coverage to Codecov
-      uses: codecov/codecov-action@v1
-      with:
-        file: ./coverage.xml
-        flags: unittests
-        name: codecov-umbrella
-        fail_ci_if_error: false
+    build:
+        runs-on: ubuntu-latest
+        strategy:
+            matrix:
+                python-version: [ "3.11.3" ]
+        steps:
+            -   uses: actions/checkout@v4
+            -   uses: eifinger/setup-rye@v3
+                id: setup-rye
+                with:
+                    enable-cache: true
+                    cache-prefix: ${{ matrix.python-version }}
+            -   name: Pin python-version ${{ matrix.python-version }}
+                if: steps.setup-rye.outputs.cache-hit != 'true'
+                run: rye pin ${{ matrix.python-version }}
+            -   name: Install dependencies
+                if: steps.setup-rye.outputs.cache-hit != 'true'
+                run: |
+                    rye sync --no-lock
+            -   name: Cache pre-commit
+                uses: actions/cache@ab5e6d0c87105b4c9c2047343972218f562e4319  # v4.0.1
+                with:
+                    path: ~/.cache/pre-commit
+                    key: pre-commit-|${{ matrix.python-version }}|${{ hashFiles('.pre-commit-config.yaml') }}
+            -   name: Lint
+                run: |
+                    rye run pre-commit run --all-files
+            -   name: Test
+                run: |
+                    rye run pytest --cov=src --cov-report=html
+            -   name: Upload coverage to Codecov
+                uses: codecov/codecov-action@v1
+                with:
+                    file: ./htmlcov/index.html