diff --git a/package/ci/appveyor-desktop-gles.bat b/package/ci/appveyor-desktop-gles.bat
index 42e5c3c4..6fe6d7d3 100644
--- a/package/ci/appveyor-desktop-gles.bat
+++ b/package/ci/appveyor-desktop-gles.bat
@@ -96,6 +96,18 @@ rem python -m doctest -v *.rst || exit /b
 rem Upload coverage
 cd ../../src/python || exit /b
 coverage combine || exit /b
-rem TODO: Currently disabled because I can't seem to convince it to relocate
-rem the paths via codecov.yml: https://github.com/mosra/magnum-bindings/pull/3
-rem codecov -X gcov || exit /b
+
+rem I am unable to convince codecov to relocate paths using codecov.yml so
+rem let's do that manually. But that doesn't work either.
+powershell -Command "(gc .coverage) -replace 'C:\\\\projects\\\\magnum-bindings\\\\build\\\\src\\\\python\\\\', 'C:\\projects\\magnum-bindings\\src\\python\\' | Out-File -encoding ASCII .coverage" || exit /b
+
+type .coverage
+
+del ..\..\build\src\python\corrade\__init__.py || exit /b
+del ..\..\build\src\python\magnum\__init__.py || exit /b
+del ..\..\build\src\python\magnum\platform\__init__.py || exit /b
+
+cd ..\..
+codecov -X gcov || exit /b
+
+type coverage.xml
diff --git a/package/ci/appveyor-desktop.bat b/package/ci/appveyor-desktop.bat
index 908985bd..7c87e914 100644
--- a/package/ci/appveyor-desktop.bat
+++ b/package/ci/appveyor-desktop.bat
@@ -97,6 +97,18 @@ rem python -m doctest -v *.rst || exit /b
 rem Upload coverage
 cd ../../src/python || exit /b
 coverage combine || exit /b
-rem TODO: Currently disabled because I can't seem to convince it to relocate
-rem the paths via codecov.yml: https://github.com/mosra/magnum-bindings/pull/3
-rem codecov -X gcov || exit /b
+
+rem I am unable to convince codecov to relocate paths using codecov.yml so
+rem let's do that manually. But that doesn't work either.
+powershell -Command "(gc .coverage) -replace 'C:\\\\projects\\\\magnum-bindings\\\\build\\\\src\\\\python\\\\', 'C:\\projects\\magnum-bindings\\src\\python\\' | Out-File -encoding ASCII .coverage" || exit /b
+
+type .coverage
+
+del ..\..\build\src\python\corrade\__init__.py || exit /b
+del ..\..\build\src\python\magnum\__init__.py || exit /b
+del ..\..\build\src\python\magnum\platform\__init__.py || exit /b
+
+cd ..\..
+codecov -X gcov || exit /b
+
+type coverage.xml