diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 00000000..3640dbc7
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,37 @@
+version: 2
+jobs:
+  build_docs:
+    docker:
+      - image: circleci/python:3.6-stretch
+    steps:
+      # Get our data and merge with upstream
+      - run: sudo apt-get update
+      - checkout
+
+      - restore_cache:
+          keys:
+            - cache-pip
+
+      - run: |
+          pip install jupyter-book
+      - save_cache:
+          key: cache-pip
+          paths:
+            - ~/.cache/pip
+
+      # Build the docs
+      - run:
+          name: Build docs to store
+          command: |
+            jb build .
+
+      - store_artifacts:
+          path: _build/html/
+          destination: html
+
+
+workflows:
+  version: 2
+  default:
+    jobs:
+      - build_docs