diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml
new file mode 100644
index 0000000..5550c64
--- /dev/null
+++ b/.github/workflows/docker-publish.yml
@@ -0,0 +1,20 @@
+name: Docker
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  build_publish_containers:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v2
+
+      - name: Build/push
+        uses: whoan/docker-build-with-cache-action@v5
+        with:
+          registry: ghcr.io
+          image_name: ${{ github.actor }}/exquisite-corpus
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..aadd5db
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,27 @@
+FROM ubuntu:20.04
+
+RUN apt-get update -qq -y && \
+    DEBIAN_FRONTEND=noninteractive apt-get install -y \
+        wget \
+        python3-dev \
+        haskell-stack \
+        libmecab-dev \
+        libicu-dev \
+        jq \
+        xml2 \
+        curl \
+        python3-pip \
+        git && \
+    rm -rf /var/lib/apt/lists/*
+
+WORKDIR /exquisite/
+
+RUN git clone https://github.com/LuminosoInsight/wikiparsec && \
+    cd wikiparsec && \
+    stack clean && \
+    stack build && \
+    stack install --local-bin-path /usr/bin
+
+ADD . /exquisite/
+
+RUN pip3 install -e .