diff --git a/.coveralls.yml b/.coveralls.yml
new file mode 100644
index 00000000..eab06c44
--- /dev/null
+++ b/.coveralls.yml
@@ -0,0 +1,3 @@
+service_name: travis-ci
+parallel: true
+
diff --git a/.travis.yml b/.travis.yml
index 41c06bd2..bc3c5323 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,3 +1,5 @@
+# https://travis-ci.org/spyder-ide/qtpy/
+
 # We set the language to c because python isn't supported on the MacOS X nodes
 # on Travis. However, the language ends up being irrelevant anyway, since we
 # install Python ourselves using conda.
@@ -5,6 +7,10 @@ language: c
 
 sudo: false
 
+branches:
+  only:
+    - master
+
 os:
   - linux
   - osx
@@ -12,7 +18,10 @@ os:
 env:
   global:
     - SETUP_XVFB=True
-    - CONDA_DEPENDENCIES='pytest'
+    - CONDA_CHANNELS="qttesting"
+    - CONDA_DEPENDENCIES="pytest pytest-cov"
+    - PIP_DEPENDENCIES="coveralls"
+
   matrix:
     - PYTHON_VERSION=2.7 USE_QT_API=PyQt5
     - PYTHON_VERSION=2.7 USE_QT_API=PyQt4
@@ -24,12 +33,11 @@ env:
 before_install:
   # Test environments for different Qt bindings
   - if [[ "$USE_QT_API" == "PyQt5" ]]; then
-      export CONDA_DEPENDENCIES='qt5 pyqt5 '$CONDA_DEPENDENCIES;
-      export CONDA_CHANNELS='spyder-ide';
+      export CONDA_DEPENDENCIES='qt=5.* pyqt=5.* '$CONDA_DEPENDENCIES;
     elif [[ "$USE_QT_API" == "PyQt4" ]]; then
-      export CONDA_DEPENDENCIES='qt pyqt '$CONDA_DEPENDENCIES;
+      export CONDA_DEPENDENCIES='qt=4.* pyqt=4.* '$CONDA_DEPENDENCIES;
     elif [[ "$USE_QT_API" == "PySide" ]]; then
-      export CONDA_DEPENDENCIES='qt pyside '$CONDA_DEPENDENCIES;
+      export CONDA_DEPENDENCIES='qt=4.* pyside '$CONDA_DEPENDENCIES;
     fi
 
 install:
diff --git a/README.md b/README.md
index e1e7b96f..4585fcb1 100644
--- a/README.md
+++ b/README.md
@@ -9,10 +9,11 @@ Copyright © 2009- The Spyder Development Team.
 
 ## Build status
 [![Travis status](https://travis-ci.org/spyder-ide/qtpy.svg?branch=master)](https://travis-ci.org/spyder-ide/qtpy)
-[![AppVeyor status](https://ci.appveyor.com/api/projects/status/awb92if4tl555fuy/branch/master?svg=true)](https://ci.appveyor.com/project/ccordoba12/qtpy/branch/master)
+[![Build status](https://ci.appveyor.com/api/projects/status/ab01a09cbx3m0ao9?svg=true)](https://ci.appveyor.com/project/goanpeca/qtpy)
 [![CircleCI](https://circleci.com/gh/spyder-ide/qtpy.svg?style=shield)](https://circleci.com/gh/spyder-ide/qtpy)
 [![Coverage Status](https://coveralls.io/repos/github/spyder-ide/qtpy/badge.svg?branch=master)](https://coveralls.io/github/spyder-ide/qtpy?branch=master)
 [![Code Issues](https://www.quantifiedcode.com/api/v1/project/c769241c7d7f4463b1e6f67863dabace/badge.svg)](https://www.quantifiedcode.com/app/project/c769241c7d7f4463b1e6f67863dabace)
+[![Scrutinizer Code Quality](https://scrutinizer-ci.com/g/spyder-ide/qtpy/badges/quality-score.png?b=master)](https://scrutinizer-ci.com/g/spyder-ide/qtpy/?branch=master)
 
 ## Description
 
diff --git a/appveyor.yml b/appveyor.yml
index 4c7df5c0..52ce588e 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -1,26 +1,34 @@
-environment:
+# https://ci.appveyor.com/project/goanpeca/qtpy
+
+branches:
+  only:
+    - master
 
+environment:
   global:
       PYTHON: "C:\\conda"
       CMD_IN_ENV: "cmd /E:ON /V:ON /C .\\ci-helpers\\appveyor\\windows_sdk.cmd"
       PYTHON_ARCH: "64" # needs to be set for CMD_IN_ENV to succeed. If a mix
                         # of 32 bit and 64 bit builds are needed, move this
                         # to the matrix section.
+      # Used by atropy ci-helpers
+      CONDA_CHANNELS: "spyder-ide qttesting"
 
   matrix:
-
-    # - PYTHON_VERSION: "2.7"
-    #   CONDA_CHANNELS: "msarahan"
-    #   CONDA_DEPENDENCIES: "pytest qt5 pyqt5"
+    # Qt4
+    - PYTHON_VERSION: "2.7"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=4.* pyside"
     - PYTHON_VERSION: "2.7"
-      CONDA_DEPENDENCIES: "pytest qt pyqt"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=4.* pyqt=4.*"
+    - PYTHON_VERSION: "3.4"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=4.* pyqt=4.*"
+    - PYTHON_VERSION: "3.5"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=4.* pyqt=4.*"
+    # Qt5
     - PYTHON_VERSION: "2.7"
-      CONDA_DEPENDENCIES: "pytest qt pyside"
-    # - PYTHON_VERSION: "3.5"
-    #   CONDA_CHANNELS: "msarahan"
-    #   CONDA_DEPENDENCIES: "pytest qt5 pyqt5"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=5.* pyqt=5.*"
     - PYTHON_VERSION: "3.5"
-      CONDA_DEPENDENCIES: "pytest qt pyqt"
+      CONDA_DEPENDENCIES: "pytest pytest-cov qt=5.* pyqt=5.*"
 
 platform:
     -x64
@@ -30,6 +38,7 @@ install:
     - "powershell ci-helpers/appveyor/install-miniconda.ps1"
     - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
     - "activate test"
+    - "python setup.py install"
 
 # Not a .NET project, we build in the install step instead
 build: false