diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 00000000..ca5c44b3
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,58 @@
+name: Python package
+
+on: [release]
+
+jobs:
+
+  documents:
+    strategy:
+      max-parallel: 4
+      matrix:
+        python-version: [3.7]
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@master
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip setuptools
+        python -m pip install -r requirements/docs.txt
+    - name: Deploy documents
+      env:
+        GH_TOKEN: ${{ secrets.GH_DEPLOY_KEY }}
+        GH_USER: ${{ secrets.GH_USER }}
+        GH_EMAIL: ${{ secrets.GH_EMAIL }}
+      run: |
+        git config user.name ${GH_USER}
+        git config user.email "${GH_EMAIL}"
+        git remote add gh-token "https://${GH_TOKEN}@github.com/facelessuser/Rummage.git"
+        git fetch gh-token && git fetch gh-token gh-pages:gh-pages
+        python -m mkdocs gh-deploy -v --clean --remote-name gh-token
+        git push gh-token gh-pages
+
+  sdist:
+    strategy:
+      matrix:
+        python-version: [3.7]
+
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@master
+      - uses: actions/setup-python@v1
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Package
+        run: |
+          pip install --upgrade setuptools
+          python setup.py sdist
+      - name: Publish
+        uses: pypa/gh-action-pypi-publish@master
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_PWD }}
diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml
new file mode 100644
index 00000000..0c0d7b8e
--- /dev/null
+++ b/.github/workflows/pythonpackage.yml
@@ -0,0 +1,84 @@
+name: Python package
+
+on: [push]
+
+jobs:
+  tests:
+    strategy:
+      fail-fast: false
+      max-parallel: 4
+      matrix:
+        platform: [ubuntu-latest, windows-latest]
+        python-version: [3.5, 3.6, 3.7]
+
+    runs-on: ${{ matrix.platform }}
+
+    steps:
+    - uses: actions/checkout@master
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip setuptools tox coverage codecov
+        python -m pip install -r requirements/test.txt
+        python -m pip install -r requirements/test-project.txt
+        python -m pip install -r requirements/setup.txt
+    - name: Test with pytest
+      run: |
+        python -m pytest --cov rummage --cov-append tests
+        python -m coverage html -d coverage
+        python -m coverage report --show-missing
+    - name: Coverage Report
+      if: success()
+      run: |
+        python -m codecov -t ${{ secrets.CODECOV_TOKEN }}
+
+  lint:
+    strategy:
+      max-parallel: 4
+      matrix:
+        python-version: [3.7]
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@master
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip setuptools
+        python -m pip install -r requirements/lint.txt
+    - name: Lint
+      run: |
+        python -m flake8 .
+
+  documents:
+    strategy:
+      max-parallel: 4
+      matrix:
+        python-version: [3.7]
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@master
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip setuptools
+        python -m pip install -r requirements/docs.txt
+    - name: Install Aspell
+      run: |
+        sudo apt-get install aspell aspell-en
+    - name: Build documents
+      run: |
+        python -m mkdocs build --clean --verbose --strict
+        python -m pyspelling
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 5d7c5d77..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-sudo: required
-
-language: python
-
-matrix:
-  include:
-  - python: 3.5
-    env: TOXENV=py35
-  - python: 3.6
-    env: TOXENV=py36
-  - python: 3.7
-    dist: xenial
-    env: TOXENV=py37
-  - python: 3.7
-    env: TOXENV=lint
-  - python: 3.7
-    env: TOXENV=documents
-
-addons:
-  apt:
-    packages:
-    - aspell
-    - aspell-en
-
-install:
-- pip install tox
-- pip install codecov
-
-script:
-- tox
-
-after_success:
-- codecov
-
-deploy:
-  - provider: pypi
-    user: facelessuser
-    server: https://upload.pypi.org/legacy/
-    password:
-      secure: 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
-    distributions: sdist
-    skip_upload_docs: true
-    on:
-      tags: true
-      repo: facelessuser/Rummage
-      condition: $TOXENV = documents
-  - provider: pages
-    github_token: $GITHUB_TOKEN
-    name: $GITHUB_USER
-    email: $GITHUB_EMAIL
-    skip_cleanup: true
-    local_dir: site
-    on:
-      tags: true
-      repo: facelessuser/Rummage
-      condition: $TOXENV = documents
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index 37ea51c5..00000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,34 +0,0 @@
-build: false
-
-environment:
-  matrix:
-    - PYTHON: "C:/Python35"
-      TOXENV: "py35"
-    - PYTHON: "C:/Python36"
-      TOXENV: "py36"
-    - PYTHON: "C:/Python37"
-      TOXENV: "py37"
-    - PYTHON: "C:/Python37"
-      TOXENV: "lint"
-
-init:
-  - "ECHO %TOXENV%"
-  - "ECHO %PYTHON%"
-  - ps: "ls C:/Python*"
-
-install:
-  - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
-  - "python -m pip install -U pip setuptools wheel"
-  - "python -m pip install -U virtualenv tox codecov"
-
-test_script:
-  - pip --version
-  - virtualenv --version
-  - tox --version
-  - tox
-
-after_test:
-  - if not ("%TOXENV%" == "lint") if not ("%TOXENV%" == "documents") codecov
-
-matrix:
-  fast_finish: true