diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 0000000..60745f3
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,40 @@
+version: 2
+jobs:
+  test:
+    docker:
+      - image: python:3.7
+    working_directory: ~/spleeter
+    steps:
+      - checkout
+      - run:
+          name: install ffmpeg
+          command: apt-get update && apt-get install -y ffmpeg
+      - run:
+          name: install spleeter
+          command: pip install .
+      - run:
+          name: test separation
+          command: spleeter separate -i audio_example.mp3 -o .
+  upload:
+    docker:
+      - image: python:3
+    steps:
+      - checkout
+      - run:  
+          name: package
+          command: python setup.py bdist
+      - run:
+          name: upload to PyPi
+          command: pip install twine && twine upload dist/*
+workflows:
+  version: 2
+  test-and-deploy:
+    jobs:
+      - test
+      - upload:
+          filters:
+            branches:
+              only:
+                - master
+          requires:
+            - test
\ No newline at end of file
diff --git a/README.md b/README.md
index 9716c05..56d3687 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <img src="https://github.com/deezer/spleeter/raw/master/images/spleeter_logo.png" height="80" />
 
-[![PyPI version](https://badge.fury.io/py/spleeter.svg)](https://badge.fury.io/py/spleeter) ![Conda](https://img.shields.io/conda/dn/conda-forge/spleeter) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/spleeter) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deezer/spleeter/blob/master/spleeter.ipynb)
+[![CircleCI](https://circleci.com/gh/deezer/spleeter/tree/master.svg?style=svg)](https://circleci.com/gh/deezer/spleeter/tree/master) [![PyPI version](https://badge.fury.io/py/spleeter.svg)](https://badge.fury.io/py/spleeter) ![Conda](https://img.shields.io/conda/dn/conda-forge/spleeter) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/spleeter) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deezer/spleeter/blob/master/spleeter.ipynb)
 
 ## About