diff --git a/.gitlab/ci/docker/fedora31/Dockerfile b/.gitlab/ci/docker/fedora31/Dockerfile
new file mode 100644
index 0000000000..5588a85e3b
--- /dev/null
+++ b/.gitlab/ci/docker/fedora31/Dockerfile
@@ -0,0 +1,5 @@
+FROM fedora:31
+MAINTAINER Ben Boeckel <ben.boeckel@kitware.com>
+
+COPY install_deps.sh /root/install_deps.sh
+RUN sh /root/install_deps.sh
diff --git a/.gitlab/ci/docker/fedora31/install_deps.sh b/.gitlab/ci/docker/fedora31/install_deps.sh
new file mode 100755
index 0000000000..978fdbd6c7
--- /dev/null
+++ b/.gitlab/ci/docker/fedora31/install_deps.sh
@@ -0,0 +1,13 @@
+#!/bin/sh
+
+# Install build requirements.
+dnf install -y \
+    openssl-devel
+
+# Install development tools.
+dnf install -y \
+    clang-tools-extra \
+    gcc-c++ \
+    git-core
+
+dnf clean all