diff --git a/setup.py b/setup.py
index 5a971d92..c28faf2c 100644
--- a/setup.py
+++ b/setup.py
@@ -1,13 +1,18 @@
 #!/usr/bin/env python
 
 from setuptools import setup, find_packages
+from pathlib import Path
+this_directory = Path(__file__).parent
+long_description = (this_directory / "README.md").read_text()
 
 setup(name='pyerrors',
       version='2.0.0',
       description='Error analysis for lattice QCD',
+      long_description=long_description,
+      long_description_content_type='text/markdown',
       author='Fabian Joswig',
       author_email='fabian.joswig@ed.ac.uk',
       packages=find_packages(),
       python_requires='>=3.6.0',
-      install_requires=['numpy>=1.16', 'autograd @ git+https://github.com/HIPS/autograd.git', 'numdifftools', 'matplotlib>=3.3', 'scipy', 'iminuit>=2', 'h5py']
+      install_requires=['numpy>=1.16', 'autograd>=1.4', 'numdifftools', 'matplotlib>=3.3', 'scipy', 'iminuit>=2', 'h5py']
      )