diff --git a/.gitignore b/.gitignore
index 51259fa5..f5a885ab 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,8 @@
 *.egg-info
 *.swp
 *.swo
+.coverage*
+junit-results.xml
 .pytest_cache
 doc/_build
 build
diff --git a/.travis.yml b/.travis.yml
index 7db72a65..69cb9d77 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -15,7 +15,7 @@ cache:
 before_install:
   - sudo apt-get install texlive texlive-latex-extra latexmk
   - pip install --upgrade pip setuptools  # Upgrade pip and setuptools to get ones with `wheel` support
-  - pip install pytest numpy matplotlib sphinx${SPHINX_SPEC}
+  - pip install pytest pytest-cov numpy matplotlib sphinx${SPHINX_SPEC}
 script:
   - |
     python setup.py sdist
diff --git a/doc/example.py b/doc/example.py
index ef2860d0..e8e6e5f2 100644
--- a/doc/example.py
+++ b/doc/example.py
@@ -114,7 +114,7 @@ def foo(var1, var2, long_var_name='hi'):
     >>> a = [1, 2, 3]
     >>> print([x + 3 for x in a])
     [4, 5, 6]
-    >>> print("a\n\nb")
+    >>> print("a\nb")
     a
     b
 
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 00000000..1832c275
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,7 @@
+[tool:pytest]
+addopts =
+    --showlocals --doctest-modules -ra --cov-report= --cov=numpydoc
+    --junit-xml=junit-results.xml --ignore=doc/conf.py
+filterwarnings =
+    ignore:Using or importing the ABCs.*:DeprecationWarning
+