diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..d5915f1
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,16 @@
+FROM postgres
+
+COPY . /tmp/pgvector
+
+RUN apt-get update && \
+		apt-get install -y --no-install-recommends build-essential postgresql-server-dev-13 && \
+		cd /tmp/pgvector && \
+		make clean && \
+		make OPTFLAGS="" && \
+		make install && \
+		mkdir /usr/share/doc/pgvector && \
+		cp LICENSE README.md /usr/share/doc/pgvector && \
+		rm -r /tmp/pgvector && \
+		apt-get remove -y build-essential postgresql-server-dev-13 && \
+		apt-get autoremove -y && \
+		rm -rf /var/lib/apt/lists/*
diff --git a/README.md b/README.md
index aced8f4..e86af03 100644
--- a/README.md
+++ b/README.md
@@ -29,7 +29,7 @@ Then load it in databases where you want to use it
 CREATE EXTENSION vector;
 ```
 
-You can also install it with [Homebrew](#homebrew) or [PGXN](#pgxn)
+You can also install it with [Docker](#docker), [Homebrew](#homebrew), or [PGXN](#pgxn)
 
 ## Getting Started
 
@@ -140,6 +140,24 @@ Libraries that use pgvector:
 
 ## Additional Installation Methods
 
+### Docker
+
+Get the [Docker image](https://hub.docker.com/repository/docker/ankane/pgvector) with:
+
+```sh
+docker pull ankane/pgvector
+```
+
+This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres).
+
+You can also build the image manually
+
+```sh
+git clone https://github.com/ankane/pgvector.git
+cd pgvector
+docker build -t pgvector .
+```
+
 ### Homebrew
 
 On Mac with Homebrew Postgres, you can use: