diff --git a/Dockerfile b/Dockerfile
index 6297b38d..8ab4e7f8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -3,7 +3,7 @@ FROM golang
 COPY . /go/src/github.com/docker/docker-registry
 
 # Fetch any dependencies to run the registry
-RUN go get github.com/docker/docker-registry
+RUN go get github.com/docker/docker-registry/...
 RUN go install github.com/docker/docker-registry/cmd/registry
 
 ENV CONFIG_PATH /etc/docker/registry/config.yml
@@ -11,4 +11,4 @@ COPY ./cmd/registry/config.yml $CONFIG_PATH
 
 EXPOSE 5000
 ENV PATH /go/bin
-CMD registry $CONFIG_PATH
\ No newline at end of file
+CMD registry $CONFIG_PATH