diff --git a/.ci/appveyor.yml b/.ci/appveyor.yml
index e1f5ce1..53a5bfe 100644
--- a/.ci/appveyor.yml
+++ b/.ci/appveyor.yml
@@ -4,18 +4,22 @@ environment:
     # /E:ON and /V:ON options are not enabled in the batch script intepreter
     # See: http://stackoverflow.com/a/13751649/163740
     CMD_IN_ENV: "cmd /E:ON /V:ON /C .\\.ci\\run_with_env.cmd"
+    PIP_CACHE_DIR: C:\pip_cache
 
   matrix:
     - PYTHON: "C:\\Python34"
-      PYTHON_VERSION: "3.4"
+      PYTHON_VERSION: "3.4.4"
       PYTHON_ARCH: "32"
 
     - PYTHON: "C:\\Python34-x64"
-      PYTHON_VERSION: "3.4"
+      PYTHON_VERSION: "3.4.4"
       PYTHON_ARCH: "64"
 
 cache:
   - "C:\\pip_cache"
+  - "node_modules"
+  - "C:\\Users\\appveyor\\AppData\\Local\\coala-bears\\coala-bears"
+  - "C:\\Users\\appveyor\\AppData\\Roaming\\nltk_data"
 
 branches:
   except:
@@ -25,23 +29,32 @@ install:
   # Prepend newly installed Python to the PATH of this build (this cannot be
   # done from inside the powershell script as it would require to restart
   # the parent CMD process).
-  - set PATH=%PYTHON%;%PYTHON%\Scripts;%PATH%;
+  - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
 
   # Check that we have the expected version and architecture for Python
   - "python --version"
   - "python -c \"import struct; print(struct.calcsize('P') * 8)\""
-
-  - >
-    "%CMD_IN_ENV% python -m pip install --upgrade pip setuptools
-  - >
-    "%CMD_IN_ENV% python -m pip install
-    --cache-dir=C:\\pip_cache -r requirements.txt -r test-requirements.txt
+  - "%CMD_IN_ENV% python -m pip install --upgrade setuptools==21"
+  - "%CMD_IN_ENV% python -m pip install -r requirements.txt \
+    -r test-requirements.txt"
 
 build: false  # Not a C# project, build stuff at the test step instead.
 
 test_script:
-  - "%CMD_IN_ENV% pytest"
+  - "%CMD_IN_ENV% py.test"
   - "%CMD_IN_ENV% python setup.py install"
+  - "%CMD_IN_ENV% python -m pip install \
+    git+https://github.com/coala/coala"
+  - "%CMD_IN_ENV% python -m pip install \
+    git+https://github.com/coala/coala-bears"
+  - sed -i '/ShellCheckBear/d' .coafile
+  - "%CMD_IN_ENV% coala --ci"
+
+on_success:
+  - codecov
+
+on_failure:
+  - codecov
 
 matrix:
   fast_finish: true
diff --git a/.ci/run_with_env.cmd b/.ci/run_with_env.cmd
index 8204051..5da547c 100644
--- a/.ci/run_with_env.cmd
+++ b/.ci/run_with_env.cmd
@@ -1,47 +1,88 @@
-:: To build extensions for 64 bit Python 3, we need to configure environment
-:: variables to use the MSVC 2010 C++ compilers from GRMSDKX_EN_DVD.iso of:
-:: MS Windows SDK for Windows 7 and .NET Framework 4 (SDK v7.1)
-::
-:: To build extensions for 64 bit Python 2, we need to configure environment
-:: variables to use the MSVC 2008 C++ compilers from GRMSDKX_EN_DVD.iso of:
-:: MS Windows SDK for Windows 7 and .NET Framework 3.5 (SDK v7.0)
-::
-:: 32 bit builds do not require specific environment configurations.
-::
-:: Note: this script needs to be run with the /E:ON and /V:ON flags for the
-:: cmd interpreter, at least for (SDK v7.0)
-::
-:: More details at:
-:: https://github.com/cython/cython/wiki/64BitCythonExtensionsOnWindows
-:: http://stackoverflow.com/a/13751649/163740
-::
-:: Author: Olivier Grisel
-:: License: CC0 1.0 Universal: http://creativecommons.org/publicdomain/zero/1.0/
-@ECHO OFF
-
-SET COMMAND_TO_RUN=%*
-SET WIN_SDK_ROOT=C:\Program Files\Microsoft SDKs\Windows
-
-SET MAJOR_PYTHON_VERSION="%PYTHON_VERSION:~0,1%"
-IF %MAJOR_PYTHON_VERSION% == "2" (
-    SET WINDOWS_SDK_VERSION="v7.0"
-) ELSE IF %MAJOR_PYTHON_VERSION% == "3" (
-    SET WINDOWS_SDK_VERSION="v7.1"
-) ELSE (
-    ECHO Unsupported Python version: "%MAJOR_PYTHON_VERSION%"
-    EXIT 1
-)
-
-IF "%PYTHON_ARCH%"=="64" (
-    ECHO Configuring Windows SDK %WINDOWS_SDK_VERSION% for Python %MAJOR_PYTHON_VERSION% on a 64 bit architecture
-    SET DISTUTILS_USE_SDK=1
-    SET MSSdk=1
-    "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Setup\WindowsSdkVer.exe" -q -version:%WINDOWS_SDK_VERSION%
-    "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Bin\SetEnv.cmd" /x64 /release
-    ECHO Executing: %COMMAND_TO_RUN%
-    call %COMMAND_TO_RUN% || EXIT 1
-) ELSE (
-    ECHO Using default MSVC build environment for 32 bit architecture
-    ECHO Executing: %COMMAND_TO_RUN%
-    call %COMMAND_TO_RUN% || EXIT 1
-)
+:: To build extensions for 64 bit Python 3, we need to configure environment
+:: variables to use the MSVC 2010 C++ compilers from GRMSDKX_EN_DVD.iso of:
+:: MS Windows SDK for Windows 7 and .NET Framework 4 (SDK v7.1)
+::
+:: To build extensions for 64 bit Python 2, we need to configure environment
+:: variables to use the MSVC 2008 C++ compilers from GRMSDKX_EN_DVD.iso of:
+:: MS Windows SDK for Windows 7 and .NET Framework 3.5 (SDK v7.0)
+::
+:: 32 bit builds, and 64-bit builds for 3.5 and beyond, do not require specific
+:: environment configurations.
+::
+:: Note: this script needs to be run with the /E:ON and /V:ON flags for the
+:: cmd interpreter, at least for (SDK v7.0)
+::
+:: More details at:
+:: https://github.com/cython/cython/wiki/64BitCythonExtensionsOnWindows
+:: http://stackoverflow.com/a/13751649/163740
+::
+:: Author: Olivier Grisel
+:: License: CC0 1.0 Universal: http://creativecommons.org/publicdomain/zero/1.0/
+::
+:: Notes about batch files for Python people:
+::
+:: Quotes in values are literally part of the values:
+::      SET FOO="bar"
+:: FOO is now five characters long: " b a r "
+:: If you don't want quotes, don't include them on the right-hand side.
+::
+:: The CALL lines at the end of this file look redundant, but if you move them
+:: outside of the IF clauses, they do not run properly in the SET_SDK_64==Y
+:: case, I don't know why.
+@ECHO OFF
+
+SET COMMAND_TO_RUN=%*
+SET WIN_SDK_ROOT=C:\Program Files\Microsoft SDKs\Windows
+SET WIN_WDK=c:\Program Files (x86)\Windows Kits\10\Include\wdf
+
+:: Extract the major and minor versions, and allow for the minor version to be
+:: more than 9.  This requires the version number to have two dots in it.
+SET MAJOR_PYTHON_VERSION=%PYTHON_VERSION:~0,1%
+IF "%PYTHON_VERSION:~3,1%" == "." (
+    SET MINOR_PYTHON_VERSION=%PYTHON_VERSION:~2,1%
+) ELSE (
+    SET MINOR_PYTHON_VERSION=%PYTHON_VERSION:~2,2%
+)
+
+:: Based on the Python version, determine what SDK version to use, and whether
+:: to set the SDK for 64-bit.
+IF %MAJOR_PYTHON_VERSION% == 2 (
+    SET WINDOWS_SDK_VERSION="v7.0"
+    SET SET_SDK_64=Y
+) ELSE (
+    IF %MAJOR_PYTHON_VERSION% == 3 (
+        SET WINDOWS_SDK_VERSION="v7.1"
+        IF %MINOR_PYTHON_VERSION% LEQ 4 (
+            SET SET_SDK_64=Y
+        ) ELSE (
+            SET SET_SDK_64=N
+            IF EXIST "%WIN_WDK%" (
+                :: See: https://connect.microsoft.com/VisualStudio/feedback/details/1610302/
+                REN "%WIN_WDK%" 0wdf
+            )
+        )
+    ) ELSE (
+        ECHO Unsupported Python version: "%MAJOR_PYTHON_VERSION%"
+        EXIT 1
+    )
+)
+
+IF %PYTHON_ARCH% == 64 (
+    IF %SET_SDK_64% == Y (
+        ECHO Configuring Windows SDK %WINDOWS_SDK_VERSION% for Python %MAJOR_PYTHON_VERSION% on a 64 bit architecture
+        SET DISTUTILS_USE_SDK=1
+        SET MSSdk=1
+        "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Setup\WindowsSdkVer.exe" -q -version:%WINDOWS_SDK_VERSION%
+        "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Bin\SetEnv.cmd" /x64 /release
+        ECHO Executing: %COMMAND_TO_RUN%
+        call %COMMAND_TO_RUN% || EXIT 1
+    ) ELSE (
+        ECHO Using default MSVC build environment for 64 bit architecture
+        ECHO Executing: %COMMAND_TO_RUN%
+        call %COMMAND_TO_RUN% || EXIT 1
+    )
+) ELSE (
+    ECHO Using default MSVC build environment for 32 bit architecture
+    ECHO Executing: %COMMAND_TO_RUN%
+    call %COMMAND_TO_RUN% || EXIT 1
+)
diff --git a/.moban.yaml b/.moban.yaml
index b78a238..e746bf7 100644
--- a/.moban.yaml
+++ b/.moban.yaml
@@ -9,6 +9,7 @@ build_version: 0.4.0
 package_module: coala_quickstart
 url: https://github.com/coala/coala-quickstart
 docs_dir: false
+test_py36: false
 
 maintainers: false
 maintainer_list:
@@ -38,6 +39,7 @@ dependencies:
 configuration:
   template_dir:
     - ../coala-mobans/templates/
+    - ../coala-mobans/assets/
   configuration: .moban.yaml
   configuration_dir: ../coala-mobans/
 targets:
@@ -46,3 +48,5 @@ targets:
   - test-requirements.txt: test-requirements.txt.jj2
   - coala_quickstart/VERSION: VERSION.jj2
   - coala_quickstart/__init__.py: __init__.py.jj2
+  - .ci/appveyor.yml: ci/appveyor.yml.jj2
+  - .ci/run_with_env.cmd: run_with_env.cmd