diff --git a/.appveyor.yml b/.appveyor.yml
new file mode 100644
index 00000000..9284c913
--- /dev/null
+++ b/.appveyor.yml
@@ -0,0 +1,16 @@
+# To activate, change the Appveyor settings to use `.appveyor.yml`.
+init:
+  - SET PATH=C:\\Python27\\Scripts\\;%PATH%"
+
+install:
+  - git submodule update --init --recursive
+  - python -m pip install tox
+
+build: off
+
+test_script:
+  # Avoid py35-optional, as pypi does not have lxml wheels for py35
+  - python -m tox -e "py35-base,{py27,py33,py34}-{base,optional}"
+
+after_test:
+  - python debug-info.py
diff --git a/tox.ini b/tox.ini
index 0ec9805d..42492fb7 100644
--- a/tox.ini
+++ b/tox.ini
@@ -14,7 +14,7 @@ deps =
 
 commands =
   {envbindir}/py.test {posargs}
-  {toxinidir}/flake8-run.sh
+  flake8 {toxinidir}
 
 [testenv:doc]
 changedir = doc