diff --git a/appveyor.yml b/appveyor.yml
new file mode 100644
index 0000000..d7072f7
--- /dev/null
+++ b/appveyor.yml
@@ -0,0 +1,22 @@
+build: false
+
+environment:
+  matrix:
+    - PYTHON: "C:/Python27"
+    - PYTHON: "C:/Python33"
+    - PYTHON: "C:/Python34"
+    - PYTHON: "C:/Python35"
+
+init:
+  - "ECHO %PYTHON%"
+  - ps: "ls C:/Python*"
+
+install:
+  - ps: (new-object net.webclient).DownloadFile('https://bootstrap.pypa.io/get-pip.py', 'C:/get-pip.py')
+  - "%PYTHON%/python.exe C:/get-pip.py"
+  - "%PYTHON%/Scripts/pip.exe install -U setuptools"
+  - "%PYTHON%/python.exe setup.py develop"
+  - "%PYTHON%/Scripts/pip.exe install -U -r requirements.txt"
+
+test_script:
+  - "%PYTHON%/Scripts/py.test.exe -sv"
diff --git a/tests/rules/test_ssh_known_host.py b/tests/rules/test_ssh_known_host.py
index f2828a3..66b76e9 100644
--- a/tests/rules/test_ssh_known_host.py
+++ b/tests/rules/test_ssh_known_host.py
@@ -52,6 +52,7 @@ def test_match(ssh_error):
     assert not match(Command('ssh'))
 
 
+@pytest.mark.skipif(os.name == 'nt', reason='Skip if testing on Windows')
 def test_side_effect(ssh_error):
     errormsg, path, reset, known_hosts = ssh_error
     command = Command('ssh user@host', stderr=errormsg)
diff --git a/tests/test_corrector.py b/tests/test_corrector.py
index ac95e54..164f61f 100644
--- a/tests/test_corrector.py
+++ b/tests/test_corrector.py
@@ -1,7 +1,7 @@
 # -*- coding: utf-8 -*-
 
 import pytest
-from pathlib import PosixPath
+from pathlib import Path
 from thefuck import corrector, const
 from tests.utils import Rule, Command, CorrectedCommand
 from thefuck.corrector import get_corrected_commands, organize_commands
@@ -30,7 +30,7 @@ class TestGetRules(object):
         (['git.py', 'bash.py'], ['git'], ['git'], [])])
     def test_get_rules(self, glob, settings, paths, conf_rules, exclude_rules,
                        loaded_rules):
-        glob([PosixPath(path) for path in paths])
+        glob([Path(path) for path in paths])
         settings.update(rules=conf_rules,
                         priority={},
                         exclude_rules=exclude_rules)
diff --git a/tests/test_types.py b/tests/test_types.py
index dcb4e87..2909412 100644
--- a/tests/test_types.py
+++ b/tests/test_types.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 
+import os
 from subprocess import PIPE
 from mock import Mock
 from pathlib import Path
@@ -39,9 +40,10 @@ class TestRule(object):
                               enabled_by_default=True,
                               priority=900,
                               requires_output=True))
-        assert Rule.from_path(Path('/rules/bash.py')) \
+        rule_path = os.path.join(os.sep, 'rules', 'bash.py')
+        assert Rule.from_path(Path(rule_path)) \
                == Rule('bash', match, get_new_command, priority=900)
-        load_source.assert_called_once_with('bash', '/rules/bash.py')
+        load_source.assert_called_once_with('bash', rule_path)
 
     @pytest.mark.parametrize('rules, exclude_rules, rule, is_enabled', [
         (const.DEFAULT_RULES, [], Rule('git', enabled_by_default=True), True),