diff --git a/.github/workflows/lint_and_test.yml b/.github/workflows/lint_and_test.yml
index 9d80f041..937b719d 100644
--- a/.github/workflows/lint_and_test.yml
+++ b/.github/workflows/lint_and_test.yml
@@ -82,13 +82,15 @@ jobs:
 
       - name: Run tests
         run:
-          just test-with-coverage ${{ matrix.python_version.tox }}
+          just inv test-on-ci                                    \
+            --py-target {{ matrix.python_version.tox }}          \
+            --cov-output .coverage.${{ matrix.python_version }}
 
       - name: Store coverage file
         uses: actions/upload-artifact@v4
         with:
           name: coverage-${{ matrix.python_version.setup }}
-          path: coverage.db
+          path: .coverage.${{ matrix.python_version }}
           if-no-files-found: error
 
   coverage:
diff --git a/justfile b/justfile
index bc7a25e0..b6b893a0 100644
--- a/justfile
+++ b/justfile
@@ -17,11 +17,6 @@ set windows-powershell := true
     pip-sync requirements/pre.txt requirements/dev.txt
     pip install -e .
 
-[private]
-@setup-runner:
-    pip install -r requirements/pre.txt
-    pip install -r requirements/runner.txt
-
 # run all linters
 @lint:
     tox -e lint
@@ -38,18 +33,12 @@ set windows-powershell := true
 @test-all:
     tox -e $(tox list --no-desc | grep '^py' | sort -r | tr '\n' ',') -p auto
 
-# run all tests on specific python version with coverage
-@test-with-coverage target:
-    {{ inv }} cov \
-      --env-list $(tox list --no-desc | grep '^{{ target }}' | sort -r | tr '\n' ',') \
-      --output coverage.db
-
 inv := "inv -r scripts -c invoke_tasks"
 
 @cov:
     {{ inv }} cov \
       --env-list $(tox list --no-desc | grep -e '^py' | sort -r | tr '\n' ',') \
-      --output coverage.db \
+      --output coverage.xml \
       --parallel
 
 @deps-compile:
@@ -69,3 +58,17 @@ doc_target := "docs-build"
 # clean generated documentation and build cache
 @doc-clean:
     sphinx-build -M clean {{ doc_source }} {{ doc_target }}
+
+
+# Continious integration
+
+[private]
+@setup-runner:
+    pip install -r requirements/pre.txt
+    pip install -r requirements/runner.txt
+
+[private]
+@inv *ARGS:
+    {{ inv }} {{ ARGS }}
+
+
diff --git a/scripts/invoke_tasks.py b/scripts/invoke_tasks.py
index cb477723..1021d05e 100644
--- a/scripts/invoke_tasks.py
+++ b/scripts/invoke_tasks.py
@@ -56,3 +56,12 @@ def deps_compile(c: Context, upgrade=False):
     for file in Path(".").glob("requirements/*.txt"):
         c.run(fr'sed -i -E "s/-e file:.+\/tests\/tests_helpers/-e .\/tests\/tests_helpers/" {file}')
         c.run(fr'sed -i -E "s/-e file:.+\/benchmarks/-e .\/benchmarks/" {file}')
+
+
+@task
+def test_on_ci(c: Context, py_target, cov_output):
+    env_list = c.run(fr"tox list --no-desc | grep '^{py_target}' | sort -r | tr '\n' ','", hide=True).stdout
+    if 'pypy' in py_target:
+        c.run(fr"tox -e {env_list}", pty=True)
+    else:
+        cov(c, env_list=env_list, output=cov_output)