diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..bcf92a2
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,10 @@
+FROM python:3.7.3-slim-stretch
+
+WORKDIR /
+COPY detector-base.pt /detector-base.pt
+# TODO: keep root/.cache/torch/transformers/ between runs
+COPY requirements.txt requirements.txt
+RUN pip3 --no-cache-dir install -r requirements.txt
+COPY detector/ /detector
+
+ENTRYPOINT ["python3", "-m", "detector.server", "detector-base.pt"]
diff --git a/start.sh b/start.sh
new file mode 100755
index 0000000..53ece3e
--- /dev/null
+++ b/start.sh
@@ -0,0 +1 @@
+docker run --rm -p 8080:8080 gpt-2-detector