diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 344d41667..4b025e348 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -64,6 +64,12 @@ jobs:
           poe docs
           poe test-with-coverage
 
+      - if: ${{ !cancelled() }}
+        name: Upload test results to Codecov
+        uses: codecov/test-results-action@v1
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+
       - if: ${{ env.IS_MAIN_PYTHON == 'true' }}
         name: Store the coverage report
         uses: actions/upload-artifact@v4
diff --git a/setup.cfg b/setup.cfg
index 0b50485ea..000c4a77e 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -3,10 +3,13 @@
 cache_dir = /tmp/pytest_cache
 # slightly more verbose output
 console_output_style = count
+# pretty-print test names in the Codecov U
+junit_family = legacy
 addopts =
     # show all skipped/failed/xfailed tests in the summary except passed
     -ra
     --strict-config
+    --junitxml=.reports/pytest.xml
 markers =
     on_lyrics_update: mark a test to run only after lyrics source code is updated
     integration_test: mark a test as an integration test