diff --git a/README.md b/README.md
index a5a7d66b..2bfa91c1 100644
--- a/README.md
+++ b/README.md
@@ -65,7 +65,7 @@ See the help output with `./deepspeech -h` and the [native client README](native
 
 Pre-built binaries that can be used for performing inference with a trained model can be found on TaskCluster. You'll need to download the appropriate Python wheel package.
 
-[deepspeech-0.0.1-cp27-cp27mu-linux_x86_64.whl (Python 2.7, Linux / amd64)](https://index.taskcluster.net/v1/task/project.deepspeech.deepspeech.native_client.master.cpu/artifacts/public/deepspeech-0.0.1-cp27-cp27mu-linux_x86_64.whl)
+[deepspeech-0.0.1-cp27-cp27mu-manylinux1_x86_64.whl (Python 2.7, Linux / amd64)](https://index.taskcluster.net/v1/task/project.deepspeech.deepspeech.native_client.master.cpu/artifacts/public/deepspeech-0.0.1-cp27-cp27mu-manylinux1_x86_64.whl)
 
 [Other configurations](https://tools.taskcluster.net/index/artifacts/#project.deepspeech.deepspeech.native_client.master/project.deepspeech.deepspeech.native_client.master)
 
@@ -99,8 +99,8 @@ Install the required dendencies using pip:
 
 ```bash
 cd DeepSpeech
-python util/taskcluster.py --target /tmp --source tensorflow --artifact tensorflow_warpctc-1.3.0rc0-cp27-cp27mu-linux_x86_64.whl
-pip install /tmp/tensorflow_warpctc-1.3.0rc0-cp27-cp27mu-linux_x86_64.whl
+python util/taskcluster.py --target /tmp --source tensorflow --artifact tensorflow_warpctc-1.3.0rc0-cp27-cp27mu-manylinux1_x86_64.whl
+pip install /tmp/tensorflow_warpctc-1.3.0rc0-cp27-cp27mu-manylinux1_x86_64.whl
 pip install -r requirements.txt
 ```
 
@@ -118,8 +118,8 @@ If you have a capable (Nvidia, at least 8GB of VRAM) GPU, it is highly recommend
 
 ```bash
 pip uninstall tensorflow
-python util/taskcluster.py --target /tmp --source tensorflow --arch gpu --artifact tensorflow_gpu_warpctc-1.3.0rc0-cp27-cp27mu-linux_x86_64.whl
-pip install /tmp/tensorflow_gpu_warpctc-1.3.0rc0-cp27-cp27mu-linux_x86_64.whl
+python util/taskcluster.py --target /tmp --source tensorflow --arch gpu --artifact tensorflow_gpu_warpctc-1.3.0rc0-cp27-cp27mu-manylinux1_x86_64.whl
+pip install /tmp/tensorflow_gpu_warpctc-1.3.0rc0-cp27-cp27mu-manylinux1_x86_64.whl
 ```
 
 ### Training a model
diff --git a/native_client/README.md b/native_client/README.md
index b0d9d8c6..53bef17b 100644
--- a/native_client/README.md
+++ b/native_client/README.md
@@ -22,7 +22,7 @@ If you're looking to train a model, you now have a `libctc_decoder_with_kenlm.so
 
 For Python bindings, use `--artifact file_name`, where `file_name` is the appropriate file for your Python version and platform. The names of the available artifacts can be found on the listing page: [Linux](https://tools.taskcluster.net/index/artifacts/project.deepspeech.deepspeech.native_client.master/cpu) or [macOS](https://tools.taskcluster.net/index/artifacts/project.deepspeech.deepspeech.native_client.master/osx).
 
-For example, for Python 2.7 bindings on Linux, you can do `python util/taskcluster.py --target /destination --artifact deepspeech-0.0.1-cp27-cp27mu-linux_x86_64.whl`.
+For example, for Python 2.7 bindings on Linux, you can do `python util/taskcluster.py --target /destination --artifact deepspeech-0.0.1-cp27-cp27mu-manylinux1_x86_64.whl`.
 
 For Node.JS bindings, use `--artifact deepspeech-0.0.1.tgz`.
 
diff --git a/native_client/definitions.mk b/native_client/definitions.mk
index a9609a8c..ee9ee089 100644
--- a/native_client/definitions.mk
+++ b/native_client/definitions.mk
@@ -12,6 +12,9 @@ LDFLAGS         :=
 SOX_CFLAGS      := `pkg-config --cflags sox`
 SOX_LDFLAGS     := `pkg-config --libs sox`
 PYTHON_PACKAGES := numpy
+ifeq ($(OS),Linux)
+PYTHON_PLATFORM_NAME := --plat-name manylinux1_x86_64
+endif
 endif
 
 ifeq ($(TARGET),rpi3)
diff --git a/native_client/setup.cfg b/native_client/setup.cfg
index 67b549f1..3cb757f1 100644
--- a/native_client/setup.cfg
+++ b/native_client/setup.cfg
@@ -12,3 +12,6 @@ bdist-dir=temp_build
 
 [install_lib]
 build-dir=temp_build
+
+[metadata]
+description-file = README.md
diff --git a/tc-python-tests-prod.sh b/tc-python-tests-prod.sh
index 5cd41dcb..eb152b9d 100644
--- a/tc-python-tests-prod.sh
+++ b/tc-python-tests-prod.sh
@@ -41,7 +41,7 @@ pyenv install ${pyver}
 pyenv virtualenv ${pyver} ${PYENV_NAME}
 source ${PYENV_ROOT}/versions/${pyver}/envs/${PYENV_NAME}/bin/activate
 
-platform=$(python -c 'import sys; import platform; sys.stdout.write("%s_%s" % (platform.system().lower(), platform.machine()));')
+platform=$(python -c 'import sys; import platform; plat = platform.system().lower(); plat = "manylinux1" if plat == "linux" else plat; sys.stdout.write("%s_%s" % (plat, platform.machine()));')
 deepspeech_pkg="deepspeech-0.0.1-cp${pyver_pkg}-cp${pyver_pkg}${py_unicode_type}-${platform}.whl"
 
 pip install --upgrade scipy==0.19.1 ${DEEPSPEECH_ARTIFACTS_ROOT}/${deepspeech_pkg}
diff --git a/tc-python-tests.sh b/tc-python-tests.sh
index dc8222e5..5739175e 100644
--- a/tc-python-tests.sh
+++ b/tc-python-tests.sh
@@ -39,7 +39,7 @@ pyenv install ${pyver}
 pyenv virtualenv ${pyver} ${PYENV_NAME}
 source ${PYENV_ROOT}/versions/${pyver}/envs/${PYENV_NAME}/bin/activate
 
-platform=$(python -c 'import sys; import platform; sys.stdout.write("%s_%s" % (platform.system().lower(), platform.machine()));')
+platform=$(python -c 'import sys; import platform; plat = platform.system().lower(); plat = "manylinux1" if plat == "linux" else plat; sys.stdout.write("%s_%s" % (plat, platform.machine()));')
 deepspeech_pkg="deepspeech-0.0.1-cp${pyver_pkg}-cp${pyver_pkg}${py_unicode_type}-${platform}.whl"
 
 if [ "${aot_model}" = "--aot" ]; then