diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 120000
index 0000000..2aac66e
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1 @@
+../package/ci/circleci.yml
\ No newline at end of file
diff --git a/package/ci/circleci.yml b/package/ci/circleci.yml
new file mode 100644
index 0000000..7092116
--- /dev/null
+++ b/package/ci/circleci.yml
@@ -0,0 +1,281 @@
+version: 2.1
+
+orbs:
+  codecov: codecov/codecov@1.1.1
+
+notify:
+  webhooks:
+    # Unfortunately Gitter messages are too verbose (one five-line message per
+    # each job in the build matrix) and thus not wanted
+    #- url: https://webhooks.gitter.im/e/cfbadbd34d28708a57c6
+
+executors:
+  ubuntu-16_04:
+    docker:
+    - image: ubuntu:xenial-20201014
+  xcode-10_3:
+    macos:
+      xcode: 10.3.0
+
+commands:
+  install-base-linux:
+    parameters:
+      extra:
+        type: string
+        default: ""
+    steps:
+    - run:
+        name: Update apt and install base packages
+        # Git is needed always for cloning Corrade etc
+        command: |
+          apt update
+          if [[ "$CMAKE_CXX_FLAGS" == *"--coverage"* ]]; then export LCOV_PACKAGES="lcov curl"; fi
+          apt install -y git ninja-build $LCOV_PACKAGES << parameters.extra >>
+
+  install-base-macos:
+    parameters:
+      extra:
+        type: string
+        default: ""
+    steps:
+    - run:
+        name: Install base packages
+        # As usual, homebrew takes five minutes to update and then explodes in
+        # a spectacular way. How is this acceptable?!
+        command: |
+          if [[ "$CMAKE_CXX_FLAGS" == *"--coverage"* ]]; then export LCOV_PACKAGES="lcov"; fi
+          HOMEBREW_NO_AUTO_UPDATE=1 brew install cmake ninja $LCOV_PACKAGES << parameters.extra >>
+
+  install-gcc-4_8:
+    steps:
+    - run:
+        name: Install GCC 4.8
+        # For some reason, CMake needs a working C compiler, so provice CC as
+        # well for the case when default gcc isn't installed.
+        command: |
+          apt install -y g++-4.8
+          echo 'export CC=gcc-4.8' >> $BASH_ENV
+          echo 'export CXX=g++-4.8' >> $BASH_ENV
+
+  install-cmake-3_4:
+    steps:
+    - run:
+        name: Install CMake 3.4
+        command: |
+          apt install -y wget
+          mkdir -p $HOME/cmake && cd $HOME/cmake
+          wget -nc --no-check-certificate https://cmake.org/files/v3.4/cmake-3.4.3-Linux-x86_64.tar.gz
+          tar --strip-components=1 -xzf cmake-3.4.3-Linux-x86_64.tar.gz
+          echo 'export PATH=$HOME/cmake/bin:$PATH' >> $BASH_ENV
+          source $BASH_ENV && cmake --version | grep 3.4
+
+  install-python-3_6:
+    # Can't use the python3.6 docker image because there I can't install GCC
+    # 4.8. Loosely based on https://gist.github.com/monkut/c4c07059444fd06f3f8661e13ccac619
+    steps:
+    - run:
+        name: Install Python 3.6 and numpy
+        # The software-properties-common need to be installed in order to have
+        # apt-add-repository. Sigh, adding a repository should be a core
+        # feature ffs!
+        #
+        # Also, "Press ENTER to continue." Are we still in the DOS days?!
+        #
+        # Setting up 3.6 as the default is OF COURSE one command more than
+        # would be acceptable, but am I surprised on this distro?!
+        command: |
+          apt install -y software-properties-common
+          echo -e "\n" | add-apt-repository ppa:deadsnakes/ppa
+          apt update
+          apt install -y python3.6 python3.6-dev python3-pip
+
+          update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 10
+
+          python3 --version | grep 3.6
+
+          python3 -m pip install pip --upgrade
+          python3 -m pip install wheel
+
+          pip3 install numpy
+
+  install-pybind11:
+    steps:
+    - run:
+        name: Install Pybind11
+        command: |
+          cd $HOME
+          export PYBIND_VERSION=2.3.0
+          wget --no-clobber https://github.com/pybind/pybind11/archive/v$PYBIND_VERSION.tar.gz
+          tar -xzf v$PYBIND_VERSION.tar.gz
+          cd pybind11-$PYBIND_VERSION
+          mkdir -p build && cd build
+          cmake .. \
+            -DCMAKE_INSTALL_PREFIX=$HOME/pybind11 \
+            -DPYBIND11_PYTHON_VERSION=3.6 \
+            -DPYBIND11_TEST=OFF \
+            -G Ninja
+          ninja install
+
+  install-swiftshader-gles:
+    parameters:
+      build:
+        type: string
+    steps:
+    - run:
+        name: Install SwiftShader GLES
+        # Zip from https://github.com/mosra/magnum-ci/tree/swiftshader and
+        # self-hosted because GH Actions would make it too simple for people if
+        # you could just download the artifacts directly, right? RIGHT?
+        command: |
+          mkdir -p $HOME/swiftshader && cd $HOME/swiftshader
+          wget https://ci.magnum.graphics/swiftshader-gles-r5464.a6940c8e6e-<< parameters.build >>.zip
+          unzip swiftshader-gles-r5464.a6940c8e6e-<< parameters.build >>.zip
+
+  build:
+    parameters:
+      script:
+        type: string
+    steps:
+    - run:
+        name: Install coverage and codecov
+        command: pip3 install coverage codecov
+    - checkout
+    - run:
+        name: Build & test
+        command: |
+          if [ "$BUILD_STATIC" != "ON" ]; then export BUILD_STATIC=OFF; fi
+          if [ "$BUILD_DEPRECATED" != "OFF" ]; then export BUILD_DEPRECATED=ON; fi
+          ./package/ci/<< parameters.script >>
+
+  lcov:
+    steps:
+    - run:
+        name: Collect code coverage
+        # Keep in sync with PKBUILD-coverage and travis.yml, please
+        command: |
+          lcov $LCOV_EXTRA_OPTS --directory . --capture --output-file coverage.info > /dev/null
+          lcov $LCOV_EXTRA_OPTS --extract coverage.info "*/src/python/*" "*/src/Corrade/*" "*/src/Magnum/*" --output-file coverage.info > /dev/null
+          cd src/python && coverage combine
+    - codecov/upload:
+        file: coverage.info
+
+jobs:
+  linux-gl:
+    executor: ubuntu-16_04
+    environment:
+      CMAKE_CXX_FLAGS: --coverage
+      LCOV_EXTRA_OPTS: --gcov-tool /usr/bin/gcov-4.8
+      PLATFORM_GL_API: GLX
+    steps:
+    - install-base-linux:
+        extra: libgl1-mesa-dev libsdl2-dev libglfw3-dev
+    - install-gcc-4_8
+    - install-cmake-3_4
+    - install-python-3_6
+    - install-pybind11
+    - build:
+        script: unix-desktop.sh
+    - lcov
+
+  linux-gles2:
+    executor: ubuntu-16_04
+    environment:
+      CMAKE_CXX_FLAGS: --coverage
+      LCOV_EXTRA_OPTS: --gcov-tool /usr/bin/gcov-4.8
+      PLATFORM_GL_API: EGL
+      # STUPID yml interprets unquoted ON as a boolean
+      TARGET_GLES2: "ON"
+    steps:
+    - install-base-linux:
+        extra: libsdl2-dev libglfw3-dev wget unzip
+    - install-gcc-4_8
+    - install-cmake-3_4
+    - install-python-3_6
+    - install-pybind11
+    - install-swiftshader-gles:
+        build: ubuntu-16.04
+    - build:
+        script: unix-desktop-gles.sh
+    - lcov
+
+  linux-gles3:
+    executor: ubuntu-16_04
+    environment:
+      CMAKE_CXX_FLAGS: --coverage
+      LCOV_EXTRA_OPTS: --gcov-tool /usr/bin/gcov-4.8
+      PLATFORM_GL_API: EGL
+      # STUPID yml interprets unquoted OFF as a boolean
+      TARGET_GLES2: "OFF"
+    steps:
+    - install-base-linux:
+        extra: libsdl2-dev libglfw3-dev wget unzip
+    - install-gcc-4_8
+    - install-cmake-3_4
+    - install-python-3_6
+    - install-pybind11
+    - install-swiftshader-gles:
+        build: ubuntu-16.04
+    - build:
+        script: unix-desktop-gles.sh
+    - lcov
+
+  linux-static:
+    executor: ubuntu-16_04
+    environment:
+      # STUPID yml interprets unquoted ON as a boolean
+      # https://stackoverflow.com/questions/53648244/specifying-the-string-value-yes-in-a-yaml-property
+      BUILD_STATIC: "ON"
+      CMAKE_CXX_FLAGS: --coverage
+      LCOV_EXTRA_OPTS: --gcov-tool /usr/bin/gcov-4.8
+      PLATFORM_GL_API: GLX
+    steps:
+    - install-base-linux:
+        extra: libsdl2-dev libglfw3-dev
+    - install-gcc-4_8
+    - install-cmake-3_4
+    - install-python-3_6
+    - install-pybind11
+    - build:
+        script: unix-desktop.sh
+    - lcov
+
+  macos-gl:
+    # 10.2 and below has pybind11 2.2, which is just too old (we removed
+    # support for that in aae98e0f02e927f993713afc154da1f3673ebb3e, July 2019)
+    executor: xcode-10_3
+    environment:
+      CMAKE_CXX_FLAGS: --coverage
+      PLATFORM_GL_API: CGL
+    steps:
+    - install-base-macos:
+        extra: sdl2 glfw numpy pybind11
+    - build:
+        script: unix-desktop.sh
+    - lcov
+
+  macos-static:
+    # 10.2 and below has pybind11 2.2, which is just too old (we removed
+    # support for that in aae98e0f02e927f993713afc154da1f3673ebb3e, July 2019)
+    executor: xcode-10_3
+    environment:
+      # STUPID yml interprets unquoted ON as a boolean
+      BUILD_STATIC: "ON"
+      CMAKE_CXX_FLAGS: --coverage
+      PLATFORM_GL_API: CGL
+    steps:
+    - install-base-macos:
+        extra: sdl2 glfw numpy pybind11
+    - build:
+        script: unix-desktop.sh
+    - lcov
+
+workflows:
+  version: 2
+  build:
+    jobs:
+    - linux-gl
+    - linux-gles2
+    - linux-gles3
+    - linux-static
+    - macos-gl
+    - macos-static
diff --git a/package/ci/codecov.yml b/package/ci/codecov.yml
index ff3e2a6..5f3e91b 100644
--- a/package/ci/codecov.yml
+++ b/package/ci/codecov.yml
@@ -1,9 +1,12 @@
 fixes:
 # The src/python/magnum/__init__.py is copied to cmake's build dir together
-# with # setup.py next to the C++ binaries and the test is done from here.
+# with setup.py next to the C++ binaries and the test is done from here.
 # Python's coverage.py reports an absolute path to it, which means a simple
-# "build/src/python/::src/python/" won't suffice. This is hardcoded to Travis
-# Linux / macOS and AppVeyor build paths so let's hope these won't change.
+# "build/src/python/::src/python/" won't suffice. This is hardcoded to Travis,
+# CircleCI Linux / macOS and AppVeyor build paths so let's hope these won't
+# change.
 - "/home/travis/build/mosra/magnum-bindings/build/src/python/::src/python/"
 - "/Users/travis/build/mosra/magnum-bindings/build/src/python/::src/python/"
+- "/root/project/build/src/python/::src/python/"
+- "/Users/distiller/project/build/src/python/::src/python/"
 - "C:/projects/magnum-bindings/build/src/python/::src/python/"
diff --git a/package/ci/setup-pybind11.sh b/package/ci/setup-pybind11.sh
deleted file mode 100755
index 553d896..0000000
--- a/package/ci/setup-pybind11.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-set -e
-
-wget --no-clobber https://github.com/pybind/pybind11/archive/v2.3.0.tar.gz && tar -xzf v2.3.0.tar.gz
-
-cd pybind11-2.3.0
-
-mkdir -p build && cd build
-cmake .. \
-    -DCMAKE_INSTALL_PREFIX=$HOME/pybind11 \
-    -DPYBIND11_PYTHON_VERSION=3.6 \
-    -DPYBIND11_TEST=OFF \
-    -G Ninja
-ninja install
diff --git a/package/ci/travis.yml b/package/ci/travis.yml
index 37a7e32..1717bc2 100644
--- a/package/ci/travis.yml
+++ b/package/ci/travis.yml
@@ -106,7 +106,6 @@ cache:
 install:
 - if [ "$TRAVIS_OS_NAME" == "linux" ]; then export CXX=g++-4.8; fi
 - if [ "$BUILD_STATIC" != "ON" ]; then export BUILD_STATIC=OFF; fi
-- if [ "$BUILD_STATIC" == "ON" ]; then export STATIC_PLUGIN_PATH=-DMAGNUM_PLUGINS_DIR=$HOME/deps/lib/magnum; fi
 - if [ "$TRAVIS_OS_NAME" == "linux" ] && ( [ "$TARGET" == "desktop" ] || [ "$TARGET" == "desktop-sanitizers" ] ); then export PLATFORM_GL_API=GLX; fi
 - if [ "$TRAVIS_OS_NAME" == "linux" ] && [ "$TARGET" == "desktop-gles" ]; then export PLATFORM_GL_API=EGL; fi
 # Download CMake 3.4.3 to ensure we're still compatible with it (Travis has
@@ -144,13 +143,13 @@ install:
 - if [ "$TRAVIS_OS_NAME" == "osx" ]; then HOMEBREW_NO_AUTO_UPDATE=1 brew install lcov; fi
 
 script:
-- if [ "$TARGET" == "desktop" ] && ( [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ] ); then ./package/ci/travis-desktop.sh; fi
-- if [ "$TARGET" == "desktop-gles" ] && ( [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ] ); then ./package/ci/travis-desktop-gles.sh; fi
+- if [ "$TARGET" == "desktop" ] && ( [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ] ); then ./package/ci/unix-desktop.sh; fi
+- if [ "$TARGET" == "desktop-gles" ] && ( [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ] ); then ./package/ci/unix-desktop-gles.sh; fi
 # Travis somehow is not able to gather all output, try to force it using this
 - sync
 
 after_success:
-# Keep in sync with package/archlinux/PKGBUILD-coverage, please
+# Keep in sync with PKGBUILD-coverage and codecov.yml, please
 - if [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ]; then lcov $LCOV_EXTRA_OPTS --directory . --capture --output-file coverage.info > /dev/null; fi
 - if [ "$TRAVIS_OS_NAME" == "linux" ] || [ "$TRAVIS_OS_NAME" == "osx" ]; then lcov $LCOV_EXTRA_OPTS --extract coverage.info "*/src/python/*" "*/src/Corrade/*" "*/src/Magnum/*" --output-file coverage.info; fi
 
diff --git a/package/ci/travis-desktop-gles.sh b/package/ci/unix-desktop-gles.sh
similarity index 77%
rename from package/ci/travis-desktop-gles.sh
rename to package/ci/unix-desktop-gles.sh
index dace356..fe68707 100755
--- a/package/ci/travis-desktop-gles.sh
+++ b/package/ci/unix-desktop-gles.sh
@@ -26,10 +26,8 @@ cmake .. \
     -DCMAKE_INSTALL_RPATH=$HOME/deps/lib \
     -DCMAKE_BUILD_TYPE=Release \
     -DBUILD_DEPRECATED=OFF \
-    -DEGL_LIBRARY=$HOME/swiftshader/libEGL.so \
-    -DOPENGLES2_LIBRARY=$HOME/swiftshader/libGLESv2.so \
-    -DOPENGLES3_LIBRARY=$HOME/swiftshader/libGLESv2.so \
-    -DCMAKE_INSTALL_RPATH=$HOME/swiftshader \
+    -DCMAKE_PREFIX_PATH="$HOME/swiftshader;$HOME/pybind11" \
+    -DCMAKE_INSTALL_RPATH=$HOME/swiftshader/lib \
     -DTARGET_GLES=ON \
     -DTARGET_GLES2=$TARGET_GLES2 \
     -DWITH_AUDIO=OFF \
@@ -71,11 +69,8 @@ cmake .. \
     -DCMAKE_CXX_FLAGS="--coverage" \
     -DCMAKE_INSTALL_PREFIX=$HOME/deps \
     -DCMAKE_BUILD_TYPE=Debug \
-    -DCMAKE_PREFIX_PATH=$HOME/pybind11 \
-    -DEGL_LIBRARY=$HOME/swiftshader/libEGL.so \
-    -DOPENGLES2_LIBRARY=$HOME/swiftshader/libGLESv2.so \
-    -DOPENGLES3_LIBRARY=$HOME/swiftshader/libGLESv2.so \
-    -DCMAKE_INSTALL_RPATH=$HOME/swiftshader \
+    -DCMAKE_PREFIX_PATH="$HOME/swiftshader;$HOME/pybind11" \
+    -DCMAKE_INSTALL_RPATH=$HOME/swiftshader/lib \
     -DPYBIND11_PYTHON_VERSION=3.6 \
     -DWITH_PYTHON=ON \
     -DBUILD_TESTS=ON \
@@ -86,7 +81,7 @@ CORRADE_TEST_COLOR=ON ctest -V
 
 # Verify the setuptools install
 cd src/python
-python3 setup.py install --root="$TRAVIS_BUILD_DIR/install" --prefix=/usr
+python3 setup.py install --root="$CIRCLE_WORKING_DIRECTORY/install" --prefix=/usr
 
 # Run tests & gather coverage
 cd ../../../src/python/corrade
@@ -99,4 +94,4 @@ cp .coverage ../.coverage.magnum
 
 # Test docstring validity
 cd ../../../doc/python
-PYTHONPATH="$TRAVIS_BUILD_DIR/build/src/python" python3 -m doctest -v *.rst
+PYTHONPATH="$CIRCLE_WORKING_DIRECTORY/build/src/python" python3 -m doctest -v *.rst
diff --git a/package/ci/travis-desktop.sh b/package/ci/unix-desktop.sh
similarity index 84%
rename from package/ci/travis-desktop.sh
rename to package/ci/unix-desktop.sh
index 6eae6c9..63c9330 100755
--- a/package/ci/travis-desktop.sh
+++ b/package/ci/unix-desktop.sh
@@ -27,7 +27,7 @@ cmake .. \
     -DCMAKE_INSTALL_RPATH=$HOME/deps/lib \
     -DCMAKE_BUILD_TYPE=Release \
     -DBUILD_DEPRECATED=OFF \
-    -DBUILD_STATIC=$BUILD_STATIC $STATIC_PLUGIN_PATH \
+    -DBUILD_STATIC=$BUILD_STATIC \
     -DWITH_AUDIO=OFF \
     -DWITH_DEBUGTOOLS=OFF \
     -DWITH_GL=ON \
@@ -44,6 +44,13 @@ cmake .. \
     -DWITH_WINDOWLESS${PLATFORM_GL_API}APPLICATION=ON \
     -DWITH_ANYIMAGEIMPORTER=ON \
     -G Ninja
+
+# In case of a static build there's no way for the test to know the plugin
+# install directory so we have to hardcode it
+if [ "$BUILD_STATIC" == "ON" ]; then
+    cmake . -DMAGNUM_PLUGINS_DIR=$HOME/deps/lib/magnum
+fi
+
 ninja install
 cd ../..
 
@@ -80,7 +87,7 @@ CORRADE_TEST_COLOR=ON ctest -V
 
 # Verify the setuptools install
 cd src/python
-python3 setup.py install --root="$TRAVIS_BUILD_DIR/install" --prefix=/usr
+python3 setup.py install --root="$CIRCLE_WORKING_DIRECTORY/install" --prefix=/usr
 
 # Run tests & gather coverage
 cd ../../../src/python/corrade
@@ -93,4 +100,4 @@ cp .coverage ../.coverage.magnum
 
 # Test docstring validity
 cd ../../../doc/python
-PYTHONPATH="$TRAVIS_BUILD_DIR/build/src/python" python3 -m doctest -v *.rst
+PYTHONPATH="$CIRCLE_WORKING_DIRECTORY/build/src/python" python3 -m doctest -v *.rst