diff --git a/.gitignore b/.gitignore
index 37d70ed..e946d10 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,4 @@ htmlcov/
 _build/
 .ipynb_checkpoints/
 .cache
+wheelhouse/
diff --git a/build-all-wheels.sh b/build-all-wheels.sh
new file mode 100755
index 0000000..228c728
--- /dev/null
+++ b/build-all-wheels.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+set -ex
+export DOCKER_IMAGE=quay.io/pypa/manylinux2014_x86_64 
+export PLAT=manylinux2014_x86_64
+docker run --rm -e PLAT=$PLAT -v `pwd`:/io $DOCKER_IMAGE /io/build-wheels.sh
+
+twine upload wheelhouse/*manylinux*
diff --git a/build-wheels.sh b/build-wheels.sh
new file mode 100755
index 0000000..90af574
--- /dev/null
+++ b/build-wheels.sh
@@ -0,0 +1,30 @@
+#!/bin/bash
+# https://github.com/pypa/python-manylinux-demo/blob/master/travis/build-wheels.sh
+
+function repair_wheel {
+    wheel="$1"
+    if ! auditwheel show "$wheel"; then
+        echo "Skipping non-platform wheel $wheel"
+    else
+        auditwheel repair "$wheel" --plat "$PLAT" -w /io/wheelhouse/
+    fi
+}
+
+# compile wheels
+for PYBIN in /opt/python/cp3*/bin; do
+  "${PYBIN}/pip" install /io/
+  "${PYBIN}/pip" wheel /io/ --no-deps -w /io/wheelhouse/
+done
+
+# repair wheels
+for whl in /io/wheelhouse/*.whl; do
+    repair_wheel "$whl"
+done
+
+# copy testdata somewhere and test that the wheels work
+cp -r /io/testdata/ $HOME
+for PYBIN in /opt/python/cp3*/bin; do
+  "${PYBIN}/pip" install pytest
+  "${PYBIN}/pip" install jellyfish --no-index -f /io/wheelhouse
+  (cd "$HOME"; "${PYBIN}/pytest" --pyargs jellyfish.test)
+done
diff --git a/docs/changelog.rst b/docs/changelog.rst
index 3d47a61..92b8ffc 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -11,6 +11,7 @@ Changelog
 * fix metaphone bug with leading vowels and 'kn' pair, #123
 * fix Python jaro_winkler bug #124
 * fix Python 3.9 deprecation warning
+* add manylinux wheels
 
 0.7.2 - 5 June 2019
 -----------------------