diff --git a/doc/Makefile b/doc/Makefile
index d289fc66..fe3b0013 100644
--- a/doc/Makefile
+++ b/doc/Makefile
@@ -14,6 +14,9 @@ help:
 
 .PHONY: help Makefile
 
+dist: html
+	@cd $(BUILDDIR)/html/ && zip -r9 ../../html.zip *
+
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
 %: Makefile
diff --git a/taskcluster/.shared.yml b/taskcluster/.shared.yml
index d9d59707..8d480b8c 100644
--- a/taskcluster/.shared.yml
+++ b/taskcluster/.shared.yml
@@ -6,6 +6,8 @@ python:
   brew:
     setup: 'install_local_homebrew "python-ds-test" && install_pkg_local_homebrew "sox" && install_pkg_local_homebrew "readline" && install_pkg_local_homebrew "openssl" && install_pkg_local_homebrew "pkg-config"'
     env: 'export EXTRA_ENV="PATH=$TASKCLUSTER_TASK_DIR/python-ds-test.brew/bin/:$PATH"'
+  packages_docs_bionic:
+    apt: 'python3 python3-pip zip doxygen'
 electronjs:
   packages_xenial:
     apt: 'libatk1.0-0 libatk-bridge2.0-0 libcairo2 libcups2 libdbus-1-3 libgdk-pixbuf2.0-0 libgtk-3-0 libnspr4 libnss3 libpango-1.0-0 libpangocairo-1.0-0 libx11-xcb1 libxcomposite1 libxcursor1 libxdamage1 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 xvfb'
@@ -25,6 +27,10 @@ nodejs:
     prep_10: 'echo "deb http://deb.nodesource.com/node_10.x xenial main" > /etc/apt/sources.list.d/nodesource.list && wget -qO- https://deb.nodesource.com/gpgkey/nodesource.gpg.key | apt-key add -'
     prep_11: 'echo "deb http://deb.nodesource.com/node_11.x xenial main" > /etc/apt/sources.list.d/nodesource.list && wget -qO- https://deb.nodesource.com/gpgkey/nodesource.gpg.key | apt-key add -'
     prep_12: 'echo "deb http://deb.nodesource.com/node_12.x xenial main" > /etc/apt/sources.list.d/nodesource.list && wget -qO- https://deb.nodesource.com/gpgkey/nodesource.gpg.key | apt-key add -'
+  packages_docs_bionic:
+    apt: 'nodejs'
+    apt_pinning: '(echo "Package: nodejs" && echo "Pin: origin deb.nodesource.com" && echo "Pin-Priority: 999") > /etc/apt/preferences'
+    prep_12: 'echo "deb http://deb.nodesource.com/node_12.x bionic main" > /etc/apt/sources.list.d/nodesource.list && wget -qO- https://deb.nodesource.com/gpgkey/nodesource.gpg.key | apt-key add -'
   packages_buster:
     apt: 'nodejs sox'
     apt_pinning: '(echo "Package: nodejs" && echo "Pin: origin deb.nodesource.com" && echo "Pin-Priority: 999") > /etc/apt/preferences'
diff --git a/taskcluster/docs-build.sh b/taskcluster/docs-build.sh
new file mode 100644
index 00000000..c6331f0f
--- /dev/null
+++ b/taskcluster/docs-build.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+
+set -xe
+
+THIS=$(dirname "$0")
+
+pushd ${THIS}/../
+  export PATH=$HOME/.local/bin:${THIS}/../doc/node_modules/.bin/:$PATH
+  make -C doc/ html dist
+popd
diff --git a/taskcluster/docs-package.sh b/taskcluster/docs-package.sh
new file mode 100644
index 00000000..af87a9c1
--- /dev/null
+++ b/taskcluster/docs-package.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+set -xe
+
+source $(dirname "$0")/tc-tests-utils.sh
+
+mkdir -p ${TASKCLUSTER_ARTIFACTS} || true
+
+cp ${DS_DSDIR}/doc/html.zip ${TASKCLUSTER_ARTIFACTS}/doc-html.zip
diff --git a/taskcluster/docs-requirements.txt b/taskcluster/docs-requirements.txt
new file mode 100644
index 00000000..8ca245ff
--- /dev/null
+++ b/taskcluster/docs-requirements.txt
@@ -0,0 +1,5 @@
+breathe==4.13.1
+semver==2.8.1
+sphinx==2.2.0
+sphinx-js==2.8
+sphinx-rtd-theme==0.4.3
diff --git a/taskcluster/docs.tyml b/taskcluster/docs.tyml
new file mode 100644
index 00000000..f015c396
--- /dev/null
+++ b/taskcluster/docs.tyml
@@ -0,0 +1,64 @@
+$if: 'event.event in build.allowed'
+then:
+  taskId: ${taskcluster.taskId}
+  provisionerId: ${taskcluster.docker.provisionerId}
+  workerType: ${taskcluster.docker.workerType}
+  taskGroupId: ${taskcluster.taskGroupId}
+  schedulerId: ${taskcluster.schedulerId}
+  dependencies:
+    $map: { $eval: build.dependencies }
+    each(b):
+      $eval: as_slugid(b)
+  created: { $fromNow: '0 sec' }
+  deadline: { $fromNow: '1 day' }
+  expires:
+    $if: '(event.event == "push") || (event.event == "tag")'
+    then: { $fromNow: '6 months' }
+    else: { $fromNow: '7 days' }
+
+  extra:
+    nc_asset_name: { $eval: build.nc_asset_name }
+    github:
+      $if: '(event.event == "push") || (event.event == "tag")'
+      then: { $eval: taskcluster.github_events.merge }
+      else: { $eval: taskcluster.github_events.pull_request }
+
+  routes:
+    $if: '(event.event == "push") || (event.event == "tag")'
+    then:
+      { $eval: build.routes }
+
+  payload:
+    maxRunTime: { $eval: to_int(build.maxRunTime) }
+    image: "ubuntu:18.04"
+
+    command:
+      - "/bin/bash"
+      - "--login"
+      - "-cxe"
+      - $let:
+          extraSystemSetup: { $eval: strip(str(build.system_setup)) }
+          extraSystemConfig: { $eval: strip(str(build.system_config)) }
+        in: >
+          apt-get -qq update && apt-get -qq -y install git wget gnupg sudo && ${extraSystemSetup} &&
+          adduser --system --home ${system.homedir.linux} ${system.username} &&
+          cd ${system.homedir.linux}/ &&
+          echo -e "#!/bin/bash\nset -xe\n env && id && git clone --quiet ${event.head.repo.url} ~/DeepSpeech/ds/ && cd ~/DeepSpeech/ds && git checkout --quiet ${event.head.sha}" > /tmp/clone.sh && chmod +x /tmp/clone.sh &&
+          sudo -H -u ${system.username} /bin/bash /tmp/clone.sh && ${extraSystemConfig} &&
+          sudo -H -u ${system.username} --preserve-env /bin/bash ${system.homedir.linux}/DeepSpeech/ds/${build.scripts.build} &&
+          sudo -H -u ${system.username} /bin/bash ${system.homedir.linux}/DeepSpeech/ds/${build.scripts.package}
+
+    artifacts:
+      "public":
+        type: "directory"
+        path: "/tmp/artifacts/"
+        expires:
+          $if: '(event.event == "push") || (event.event == "tag")'
+          then: { $fromNow: '6 months' }
+          else: { $fromNow: '7 days' }
+
+  metadata:
+    name: ${build.metadata.name}
+    description: ${build.metadata.description}
+    owner: ${event.head.user.email}
+    source: ${event.head.repo.url}
diff --git a/taskcluster/docs.yml b/taskcluster/docs.yml
new file mode 100644
index 00000000..d02e2844
--- /dev/null
+++ b/taskcluster/docs.yml
@@ -0,0 +1,18 @@
+build:
+  template_file: docs.tyml
+  routes:
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.docs"
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.${event.head.sha}.docs"
+    - "index.project.deepspeech.deepspeech.native_client.docs.${event.head.sha}"
+    - "notify.irc-channel.${notifications.irc}.on-exception"
+    - "notify.irc-channel.${notifications.irc}.on-failed"
+  system_setup:
+    >
+      ${nodejs.packages_docs_bionic.prep_12} && ${nodejs.packages_docs_bionic.apt_pinning}
+      && apt-get -qq update && apt-get -qq -y install ${nodejs.packages_docs_bionic.apt} ${python.packages_docs_bionic.apt}
+  scripts:
+    build: "taskcluster/docs-build.sh"
+    package: "taskcluster/docs-package.sh"
+  metadata:
+    name: "DeepSpeech API Documentation"
+    description: "Building DeepSpeech API Documentation"