diff --git a/README.md b/README.md
index d957b5c5..d1b2016c 100644
--- a/README.md
+++ b/README.md
@@ -37,7 +37,7 @@
 ## Introduction
 
 
-The Distributed Computing Library (dislib) provides distributed algorithms ready to use as a library. So far, dislib is highly focused on machine learning algorithms, and it is greatly inspired by [scikit-learn](https://scikit-learn.org/). However, other types of numerical algorithms might be added in the future. The library has been implemented on top of [PyCOMPSs programming model](http://compss.bsc.es), and it is being developed by the [Workflows and Distributed Computing group](https://github.com/bsc-wdc) of the [Barcelona Supercomputing Center](https://www.bsc.es/). dislib allows easy local development through docker. Once the code is finished, it can be run directly on any distributed platform without any further changes. This includes clusters, supercomputers, clouds, and containerized platforms. For more information on which infrastructures and architectures are supported refer to [Availability](#availability).
+The Distributed Computing Library (dislib) provides distributed algorithms ready to use as a library. So far, dislib is highly focused on machine learning algorithms, and it is greatly inspired by [scikit-learn](https://scikit-learn.org/). However, other types of numerical algorithms might be added in the future. The library has been implemented on top of [PyCOMPSs programming model](http://compss.bsc.es), and it is being developed by the [Workflows and Distributed Computing group](https://github.com/bsc-wdc) of the [Barcelona Supercomputing Center](https://www.bsc.es/). dislib allows easy local development through docker. Once the code is finished, it can be run directly on any distributed platform without any further changes. This includes clusters, supercomputers, clouds, and containerized platforms.
 
 
 
diff --git a/VERSION b/VERSION
index b6160487..844f6a91 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-0.6.2
+0.6.3
diff --git a/setup.py b/setup.py
index b567af63..8b8b8692 100644
--- a/setup.py
+++ b/setup.py
@@ -1,11 +1,12 @@
 import setuptools
 
 
-# read the contents of the README.md file
+# read the contents of the README.md file to get a long_description
 from os import path
 this_directory = path.abspath(path.dirname(__file__))
 with open(path.join(this_directory, 'README.md'), encoding='utf-8') as f:
-    long_description = f.read()
+    readme = f.read()
+    long_description = readme[:readme.find('## Contents')].strip()
 
 setuptools.setup(
     name="dislib",