diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 879d8e3..2ea7849 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -11,18 +11,11 @@ jobs:
     name: Test with tox
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@master
-    - uses: actions/setup-python@v1
+    - uses: actions/checkout@v3
+    - uses: actions/setup-python@v4
       with:
-        python-version: '3.8'
+        python-version: '3.10'
         architecture: 'x64'
-    - name: pip cache
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/pip
-        key:
-          ${{ runner.os }}-pip-${{ hashFiles('**/setup.py') }}
-        restore-keys: |
-          ${{ runner.os }}-pip-
-    - run: pip install tox
+    - run: pip install tox tox-gh-actions
     - run: tox
+    - uses: codecov/codecov-action@v3
diff --git a/pyproject.toml b/pyproject.toml
index 3ea5bee..fad151b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ dependencies = [
     'scikit-learn',
     'ase',
     'gaussianrunner>=1.0.20',
-    'tqdm',
+    'tqdm>=4.9.0',
     'coloredlogs',
     'lz4',
     'dpdata>=0.1.2',
diff --git a/tox.ini b/tox.ini
index fbcefce..c2910e0 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,5 +1,5 @@
 [tox]
-envlist = py38
+envlist = py37,py38,py39,py310,py311
 
 [testenv]
 extras = test
@@ -7,11 +7,8 @@ passenv = CI CODECOV_* TOXENV GITHUB_*
 setenv =
 	DEBUG = 1
 usedevelop = true
-deps =
-    codecov>=1.4.0
 commands =
-    pytest tests --cov --cov-config={toxinidir}/tox.ini
-    - codecov -e TOXENV
+    pytest tests --cov --cov-report term --cov-report xml --cov-config={toxinidir}/tox.ini
 
 [coverage:run]
 plugins = Cython.Coverage
@@ -20,3 +17,10 @@ plugins = Cython.Coverage
 show_missing = true
 omit = *test*
 
+[gh-actions]
+python =
+    3.7: py37
+    3.8: py38
+    3.9: py39
+    3.10: py310
+    3.11: py311