diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 0000000..55d085b
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,55 @@
+# Python CircleCI 2.0 configuration file
+#
+# Check https://circleci.com/docs/2.0/language-python/ for more details
+#
+version: 2
+jobs:
+  build:
+    docker:
+      # specify the version you desire here
+      # use `-browsers` prefix for selenium tests, e.g. `3.6.1-browsers`
+      - image: circleci/python:3.6.1
+
+      # Specify service dependencies here if necessary
+      # CircleCI maintains a library of pre-built images
+      # documented at https://circleci.com/docs/2.0/circleci-images/
+      # - image: circleci/postgres:9.4
+
+    working_directory: ~/repo
+
+    steps:
+      - checkout
+
+      # Download and cache dependencies
+      - restore_cache:
+          keys:
+          - v1-dependencies-{{ checksum "requirements.txt" }}
+          # fallback to using the latest cache if no exact match is found
+          - v1-dependencies-
+
+      - run:
+          name: install dependencies
+          command: |
+            python3 -m venv venv
+            . venv/bin/activate
+            pip install -r requirements.txt
+
+      - save_cache:
+          paths:
+            - ./venv
+          key: v1-dependencies-{{ checksum "requirements.txt" }}
+
+      # run tests!
+      # this example uses Django's built-in test-runner
+      # other common Python testing frameworks include pytest and nose
+      # https://pytest.org
+      # https://nose.readthedocs.io
+      - run:
+          name: run tests
+          command: |
+            . venv/bin/activate
+            python riddle.py surrealmemes
+
+      - store_artifacts:
+          path: test-reports
+          destination: test-reports
diff --git a/README.md b/README.md
index 7fb5b80..33945b6 100644
--- a/README.md
+++ b/README.md
@@ -3,11 +3,14 @@ Python Utilities
 
 Here are some python-scripts that do all kinds of things.
 
-- - -
-### setup.py
-Installs the dependencies. 
-Use `setup.py --help` for more info. The setup.py help is
-provided by setuptools.
+## Setup
+Install all dependencies with
+```commandline
+pip install -r requirements.txt
+```
+
+## Scripts
+
 ### riddle.py
 Downloads all images from one ore more given subreddits
 ```commandline
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..3f9c0bb
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,4 @@
+beautifulsoup4==4.6.3
+bs4==0.0.1
+lxml==4.2.5
+typing==3.6.4
diff --git a/setup.py b/setup.py
deleted file mode 100644
index cde6eb1..0000000
--- a/setup.py
+++ /dev/null
@@ -1,15 +0,0 @@
-from setuptools import setup
-
-setup(
-    name='python-utility-scripts',
-    version='0.1',
-    description='Some utility-scripts for python.',
-    url='https://github.com/trivernis/python-utility-scripts',
-    author='trivernis',
-    license='GPLv3',
-    packages=['python-utility-scripts'],
-    install_requires=[
-        'bs4',
-        'lxml'
-    ],
-    zip_safe=False)