diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 078aa17..f73496d 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,9 +1,54 @@
+stages:
+  - test
+  - build
+  - deploy
+  - verify
+
 variables:
     GIT_SUBMODULE_STRATEGY: recursive
 
+image: ubuntu:18.10
+
+lint:
+  stage: test
+  allow_failure: true
+  before_script:
+    - apt update
+    - apt install -y python3-pip libcairo2-dev pkg-config
+    - pip3 install -r dev-requirements.txt
+    - pip3 install -e .
+  script:
+    - python3 setup.py check -mrs
+    - pycodestyle
+
+test:
+  stage: test
+  before_script:
+    - apt update
+    - apt install -y python3-pip libcairo2-dev pkg-config libgtk-3-dev libmpv-dev libglib2.0-dev gir1.2-notify-0.7
+    - pip3 install -r dev-requirements.txt
+    - pip3 install -e .
+  script:
+    - ./cicd/pytest.sh
+  artifacts:
+    paths:
+      - htmlcov
+
+build:
+  stage: build
+  before_script:
+    - apt update
+    - apt install -y python3-pip libcairo2-dev pkg-config
+    - pip3 install -r dev-requirements.txt
+  script:
+    - python3 setup.py sdist
+  artifacts:
+    paths:
+      - dist/*
 
 build_flatpak:
     image: registry.gitlab.com/robozman/libremsonic/libremsonic/build:latest
+    stage: build
     script:
       - cd flatpak
       - ./flatpak_build.sh
@@ -11,3 +56,25 @@ build_flatpak:
       name: "libremsonic-$CI_COMMIT_REF_SLUG-$CI_COMMIT_SHORT_SHA"
       paths:
         - flatpak/libremsonic.flatpak
+
+deploy_pypi:
+  image: python:3.6-alpine
+  stage: deploy
+  only:
+    - master
+  before_script:
+    - 'pip install twine'
+    - './create-pypirc.sh'
+  script:
+    # Upload to the test PyPi instance, then upload to the real one.
+    - twine upload -r pypi_test dist/*
+    - twine upload dist/*
+  after_script:
+    - echo "" > ~/.pypirc && rm -f ~/.pypirc
+
+verify_deploy:
+  stage: verify
+  only:
+    - master
+  script:
+    - pip3 install libremsonic
diff --git a/cicd/pytest.sh b/cicd/pytest.sh
new file mode 100755
index 0000000..8ae4f5d
--- /dev/null
+++ b/cicd/pytest.sh
@@ -0,0 +1,12 @@
+#! /bin/sh
+
+pytest
+ec=$?
+
+echo "pytest exited with exit code $ec"
+
+case $ec in
+    0) exit 0 ;;
+    5) exit 0 ;;
+    *) exit 1 ;;
+esac
diff --git a/create-pypirc.sh b/create-pypirc.sh
new file mode 100644
index 0000000..83463cb
--- /dev/null
+++ b/create-pypirc.sh
@@ -0,0 +1,14 @@
+#! /bin/sh
+
+echo "[distutils]" >> ~/.pypirc
+echo "index-servers =" >> ~/.pypirc
+echo "    pypi" >> ~/.pypirc
+echo "    pypi_test" >> ~/.pypirc
+echo "[pypi]" >> ~/.pypirc
+echo "username: ${PYPI_USER}" >> ~/.pypirc
+echo "password: ${PYPI_PASSWORD}" >> ~/.pypirc
+echo "[pypi_test]" >> ~/.pypirc
+echo "repository: https://test.pypi.org/legacy/" >> ~/.pypirc
+echo "username: ${PYPI_USER}" >> ~/.pypirc
+echo "password: ${PYPI_TEST_PASSWORD}" >> ~/.pypirc
+
diff --git a/dev-requirements.txt b/dev-requirements.txt
new file mode 100644
index 0000000..d3c4be8
--- /dev/null
+++ b/dev-requirements.txt
@@ -0,0 +1,5 @@
+pytest
+pytest-cov
+docutils
+pycodestyle
+lxml
diff --git a/pytest.ini b/pytest.ini
index ff7f6da..0e77ad6 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -2,6 +2,7 @@
 addopts =
     -vvv
     --doctest-modules
-    --cov=tracktime
+    --ignore-glob='api_object_generator'
+    --cov=libremsonic
     --cov-report html
     --cov-report term