diff --git a/.circleci/config.yml b/.circleci/config.yml
index 93a9c660..e133375c 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -53,10 +53,10 @@ jobs:
             . cowrie-env/bin/activate
             pytype src || true
       - run:
-          name: PyType
+          name: Pyre
           command: |
             . cowrie-env/bin/activate
-            pyre analyze || true
+            pyre --noninteractive analyze || true
       - run:
           name: Build Python library
           command: |
diff --git a/.github/workflows/tox.yml b/.github/workflows/tox.yml
new file mode 100644
index 00000000..ecc0b667
--- /dev/null
+++ b/.github/workflows/tox.yml
@@ -0,0 +1,26 @@
+name: Tox
+
+on:
+  - push
+  - pull_request
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.6, 3.7, 3.8, 3.9]
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip setuptools wheel
+        python -m pip install -r requirements.txt
+        python -m pip install -r requirements-dev.txt
+        pip install tox-gh-actions
+    - name: Test with tox
+      run: tox
diff --git a/.pyre_configuration b/.pyre_configuration
index d5cd6ab0..c40af2ea 100644
--- a/.pyre_configuration
+++ b/.pyre_configuration
@@ -1,5 +1,9 @@
 {
   "source_directories": [
     "src"
-  ]
+  ],
+  "exclude": [
+    ".*/src/cowrie/output/.*"
+  ],
+  "workers": 4
 }
diff --git a/.travis.yml b/.travis.yml
index 2170dc9f..b1619f35 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -23,7 +23,7 @@ before_script:
   - mypy src
   - twistedchecker src || true
   - pytype || true
-  - pyre analyze || true
+  - pyre --noninteractive analyze || true
   - python setup.py build sdist bdist
   - make -C docs html
 script:
diff --git a/tox.ini b/tox.ini
index 1e1a7740..1f9c451c 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,12 +4,18 @@ envlist = lint,docs,py36,py37,py38,py39,py310,mypy,pytype,pyre
 deps = -r{toxinidir}/requirements.txt
 skip_missing_interpreters=True
 
+[gh-actions]
+python =
+    3.6: py36
+    3.7: py37
+    3.8: py38, lint, docs, mypy, pytype, pyre
+    3.9: py39
 
 [travis]
 python =
   3.6: py36
   3.7: py37
-  3.8: py38, lint, docs
+  3.8: py38, lint, docs, mypy, pytype, pyre
   3.9: py39
   3.10: py310
   pypy: pypy
@@ -66,7 +72,7 @@ deps =
     -r{toxinidir}/requirements-dev.txt
 
 commands =
-    pytype
+    - pytype
 
 [testenv:pyre]
 description = run Pyre (static type checker)
@@ -76,4 +82,4 @@ deps =
     -r{toxinidir}/requirements-dev.txt
 
 commands =
-    pyre analyze
+    - pyre --noninteractive analyze