diff --git a/dockerfiles/Dockerfile.server b/dockerfiles/Dockerfile.server
new file mode 100644
index 0000000000..5060460d12
--- /dev/null
+++ b/dockerfiles/Dockerfile.server
@@ -0,0 +1,35 @@
+#-------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License.
+#--------------------------------------------------------------------------
+# Official user quickstart docker container for ONNX Runtime CPU
+# Ubuntu 16.04, CPU version, Python 3.
+#--------------------------------------------------------------------------
+
+FROM ubuntu:16.04 AS minimal
+MAINTAINER Harry Yang "huayang@microsoft.com"
+
+FROM ubuntu:16.04 AS build
+ARG PYTHON_VERSION=3.5
+ARG ONNXRUNTIME_SERVER_BRANCH=master
+ENV DEBIAN_FRONTEND noninteractive
+
+RUN apt-get update && \
+    apt-get install -y sudo git bash
+
+ENV PATH="/opt/cmake/bin:${PATH}"
+RUN git clone --single-branch --branch ${ONNXRUNTIME_SERVER_BRANCH} --recursive https://github.com/Microsoft/onnxruntime onnxruntime
+RUN /onnxruntime/tools/ci_build/github/linux/docker/scripts/install_ubuntu.sh -p ${PYTHON_VERSION} && \
+    /onnxruntime/tools/ci_build/github/linux/docker/scripts/install_deps.sh
+
+WORKDIR /
+RUN mkdir -p /onnxruntime/build && \
+    python3 /onnxruntime/tools/ci_build/build.py --build_dir /onnxruntime/build --config Release --build_server
+
+FROM minimal AS final
+WORKDIR /onnxruntime/server/
+ENV MODEL_ABSOLUTE_PATH /onnxruntime/model/model.onnx
+COPY --from=build /onnxruntime/build/Release/onnxruntime_server /onnxruntime/server/
+RUN apt-get update \
+    && apt-get install -y libgomp1
+ENTRYPOINT /onnxruntime/server/onnxruntime_server --model_path $MODEL_ABSOLUTE_PATH
diff --git a/dockerfiles/README.md b/dockerfiles/README.md
index 1ebb7847a0..c79140a423 100644
--- a/dockerfiles/README.md
+++ b/dockerfiles/README.md
@@ -17,3 +17,22 @@
 
   docker run -it onnxruntime-ngraph
   ```
+
+## ONNX Runtime Server (Preview)
+#### Linux 16.04
+
+1. Build the docker image from the Dockerfile in this repository
+  ```
+  docker build -t {docker_image_name} -f Dockerfile.server .
+  ```
+  
+2. Run the ONNXRuntime server with the image created in step 1
+
+  ```
+  docker run -v {localModelAbsoluteFolder}:{dockerModelAbsoluteFolder} -e MODEL_ABSOLUTE_PATH={dockerModelAbsolutePath} -p {your_local_port}:8001 {imageName}
+  ```
+3. Send HTTP requests to the container running ONNX Runtime Server
+
+  Send HTTP requests to the docker container through the binding local port. Here is the full [usage document](https://github.com/Microsoft/onnxruntime/blob/master/docs/ONNX_Runtime_Server_Usage.md).
+  ```
+  curl  -X POST -d "@request.json" -H "Content-Type: application/json" http://0.0.0.0:{your_local_port}/v1/models/mymodel/versions/3:predict  
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