diff --git a/pyproject.toml b/pyproject.toml
index 8bed5680..d69482a4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -68,6 +68,8 @@ resmon = ["psutil >=5.4"]
 
 test = [
     "coverage",
+    "nbconvert",
+    "nbclient",
     "pytest >= 4.4",
     "pytest-cov",
     "pytest-env",
diff --git a/tox.ini b/tox.ini
index 76398f37..40fa7711 100644
--- a/tox.ini
+++ b/tox.ini
@@ -38,6 +38,33 @@ commands =
   pytest --doctest-modules --cov eddymotion -n auto --cov-report xml \
   --junitxml=test-results.xml -v src test {posargs}
 
+[testenv:notebooks]
+description = Run notebooks
+labels = test
+pass_env =
+  # getpass.getuser() sources for Windows:
+  LOGNAME
+  USER
+  LNAME
+  USERNAME
+  # Pass user color preferences through
+  PY_COLORS
+  FORCE_COLOR
+  NO_COLOR
+  CLICOLOR
+  CLICOLOR_FORCE
+  CURBRANCH
+  GITHUB_ACTIONS
+  TEST_DATA_HOME
+  TEST_OUTPUT_DIR
+  TEST_WORK_DIR
+  PYTHONHASHSEED
+  ITK_GLOBAL_DEFAULT_NUMBER_OF_THREADS
+  PATH
+extras = test
+commands =
+  python -m nbconvert --to notebook --ExecutePreprocessor.kernel_name=python3 --execute docs/notebooks/*
+
 [testenv:docs]
 description = Build documentation site
 labels = docs