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diff --git a/tox.ini b/tox.ini
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+#
+# Tox global configuration
+#
+[tox]
+envlist = py35,py36,py37
+skip_missing_interpreters = true
+
+#
+# Defaults for all environments
+#
+# Anything specified here is iherited by the sections
+#
+[testenv]
+commands =
+    pytest --basetemp {envtmpdir} {posargs}
+    mkdir -p .coverage-reports
+    mv {envtmpdir}/.coverage {toxinidir}/.coverage-reports/.coverage.{env:COVERAGE_PREFIX:}{envname}
+deps =
+    -rrequirements/requirements.txt
+    -rrequirements/dev-requirements.txt
+    -rrequirements/plugin-requirements.txt
+passenv =
+    BST_FORCE_BACKEND
+    GI_TYPELIB_PATH
+    INTEGRATION_CACHE
+
+#
+# These keys are not inherited by any other sections
+#
+setenv =
+    py{35,36,37}: COVERAGE_FILE = {envtmpdir}/.coverage
+whitelist_externals =
+    py{35,36,37}:
+        mv
+        mkdir
+
+#
+# Coverage reporting
+#
+[testenv:coverage]
+commands =
+    - coverage combine --rcfile={toxinidir}/.coveragerc {toxinidir}/.coverage-reports/
+    coverage report --rcfile={toxinidir}/.coveragerc -m
+deps =
+    -rrequirements/requirements.txt
+    -rrequirements/dev-requirements.txt
+setenv =
+    COVERAGE_FILE = {toxinidir}/.coverage-reports/.coverage
+
+#
+# Building documentation
+#
+[testenv:docs]
+commands =
+    make -C doc
+# sphinx_rtd_theme < 0.4.2 breaks search functionality for Sphinx >= 1.8
+deps =
+    sphinx
+    sphinx-click
+    sphinx_rtd_theme >= 0.4.2
+    -rrequirements/requirements.txt
+    -rrequirements/plugin-requirements.txt
+passenv =
+    BST_FORCE_SESSION_REBUILD
+    BST_SOURCE_CACHE
+    HOME
+    LANG
+    LC_ALL
+whitelist_externals =
+    make