diff --git a/.github/workflows/docker-readme.yml b/.github/workflows/docker-readme.yml
new file mode 100644
index 000000000000..29dd787d638e
--- /dev/null
+++ b/.github/workflows/docker-readme.yml
@@ -0,0 +1,51 @@
+name: Update Docker READMEs
+
+on:
+  push:
+    branches:
+      - 'main'
+    paths:
+      - 'src/docker/**/README.md'
+
+jobs:
+    collect:
+      if: ${{ github.repository == 'adap/flower' }}
+      name: Collect Docker READMEs
+      runs-on: ubuntu-22.04
+      timeout-minutes: 10
+      outputs:
+        readme_files: ${{ steps.filter.outputs.readme_files }}
+      steps:
+        - uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
+
+        - uses: dorny/paths-filter@de90cc6fb38fc0963ad72b210f1f284cd68cea36 # v3.0.2
+          id: filter
+          with:
+            list-files: "json"
+            filters: |
+              readme:
+                - 'src/docker/**/README.md'
+
+    update:
+      if: ${{ needs.collect.outputs.readme_files != '' && toJson(fromJson(needs.collect.outputs.readme_files)) != '[]' }}
+      name: Update Docker READMEs
+      runs-on: ubuntu-22.04
+      timeout-minutes: 10
+      needs: collect
+      strategy:
+        matrix:
+          readme_path: ${{ fromJSON(needs.collect.outputs.readme_files) }}
+
+      steps:
+        - uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
+
+        - id: repository
+          run: echo "name=$(basename $(dirname ${{ matrix.readme_path }}))" >> "$GITHUB_OUTPUT"
+
+        - name: Docker Hub Description
+          uses: peter-evans/dockerhub-description@e98e4d1628a5f3be2be7c231e50981aee98723ae # v4.0.0
+          with:
+            repository: flwr/${{ steps.repository.outputs.name }}
+            readme-filepath: ${{ matrix.readme_path }}
+            username: ${{ secrets.DOCKERHUB_USERNAME }}
+            password: ${{ secrets.DOCKERHUB_TOKEN }}
diff --git a/src/docker/base/README.md b/src/docker/base/README.md
new file mode 100644
index 000000000000..e61899525f19
--- /dev/null
+++ b/src/docker/base/README.md
@@ -0,0 +1,38 @@
+# Flower Base
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
+  - nightly image uses Python 3.11 and Ubuntu 22.04
+- `1.10.0-py3.11-alpine3.19`
+- `1.10.0-py3.11-ubuntu22.04`
+- `1.10.0-py3.10-ubuntu22.04`
+- `1.10.0-py3.9-ubuntu22.04`
+- `1.10.0-py3.8-ubuntu22.04`
+- `1.9.0-py3.11-alpine3.19`
+- `1.9.0-py3.11-ubuntu22.04`
+- `1.9.0-py3.10-ubuntu22.04`
+- `1.9.0-py3.9-ubuntu22.04`
+- `1.9.0-py3.8-ubuntu22.04`
+- `1.8.0-py3.11-alpine3.19`
+- `1.8.0-py3.11-ubuntu22.04`
+- `1.8.0-py3.10-ubuntu22.04`
+- `1.8.0-py3.9-ubuntu22.04`
+- `1.8.0-py3.8-ubuntu22.04`
diff --git a/src/docker/clientapp/README.md b/src/docker/clientapp/README.md
new file mode 100644
index 000000000000..ac50d4dc9b8f
--- /dev/null
+++ b/src/docker/clientapp/README.md
@@ -0,0 +1,22 @@
+# Flower ClientApp
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
diff --git a/src/docker/serverapp/README.md b/src/docker/serverapp/README.md
new file mode 100644
index 000000000000..c4283fa51f00
--- /dev/null
+++ b/src/docker/serverapp/README.md
@@ -0,0 +1,34 @@
+# Flower ServerApp
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
+- `1.10.0`, `1.10.0-py3.11-ubuntu22.04`
+- `1.10.0-py3.10-ubuntu22.04`
+- `1.10.0-py3.9-ubuntu22.04`
+- `1.10.0-py3.8-ubuntu22.04`
+- `1.9.0`, `1.9.0-py3.11-ubuntu22.04`
+- `1.9.0-py3.10-ubuntu22.04`
+- `1.9.0-py3.9-ubuntu22.04`
+- `1.9.0-py3.8-ubuntu22.04`
+- `1.8.0`, `1.8.0-py3.11-ubuntu22.04`
+- `1.8.0-py3.10-ubuntu22.04`
+- `1.8.0-py3.9-ubuntu22.04`
+- `1.8.0-py3.8-ubuntu22.04`
diff --git a/src/docker/superexec/README.md b/src/docker/superexec/README.md
new file mode 100644
index 000000000000..03dcc2cba5c9
--- /dev/null
+++ b/src/docker/superexec/README.md
@@ -0,0 +1,26 @@
+# Flower SuperExec
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
+- `1.10.0`, `1.10.0-py3.11-ubuntu22.04`
+- `1.10.0-py3.10-ubuntu22.04`
+- `1.10.0-py3.9-ubuntu22.04`
+- `1.10.0-py3.8-ubuntu22.04`
diff --git a/src/docker/superlink/README.md b/src/docker/superlink/README.md
new file mode 100644
index 000000000000..3da3c16909b8
--- /dev/null
+++ b/src/docker/superlink/README.md
@@ -0,0 +1,28 @@
+# Flower SuperLink
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
+- `1.10.0`, `1.10.0-py3.11-alpine3.19`
+- `1.10.0-py3.11-ubuntu22.04`
+- `1.9.0`, `1.9.0-py3.11-alpine3.19`
+- `1.9.0-py3.11-ubuntu22.04`
+- `1.8.0`, `1.8.0-py3.11-alpine3.19`
+- `1.8.0-py3.11-ubuntu22.04`
diff --git a/src/docker/supernode/README.md b/src/docker/supernode/README.md
new file mode 100644
index 000000000000..defee36b35ae
--- /dev/null
+++ b/src/docker/supernode/README.md
@@ -0,0 +1,30 @@
+# Flower SuperNode
+
+<p align="center">
+  <a href="https://flower.ai/">
+    <img src="https://flower.ai/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fflower_white_border.c2012e70.png&w=640&q=75" width="140px" alt="Flower Website" />
+  </a>
+</p>
+
+## Quick reference
+
+- **Learn more:**<br>
+  [Flower Docs](https://flower.ai/docs/framework/how-to-run-flower-using-docker.html)
+
+- **Where to get help:**<br>
+  [Flower Discuss](https://discuss.flower.ai), [Slack](https://flower.ai/join-slack) or [GitHub](https://github.com/adap/flower)
+
+- **Supported architectures:**<br>
+  `amd64`, `arm64v8`
+
+## Supported tags
+
+- `nightly`, `<version>.dev<YYYYMMDD>` e.g. `1.11.0.dev20240724`
+- `1.10.0`, `1.10.0-py3.11-ubuntu22.04`
+- `1.10.0-py3.10-ubuntu22.04`
+- `1.10.0-py3.9-ubuntu22.04`
+- `1.10.0-py3.8-ubuntu22.04`
+- `1.9.0`, `1.9.0-py3.11-ubuntu22.04`
+- `1.9.0-py3.10-ubuntu22.04`
+- `1.9.0-py3.9-ubuntu22.04`
+- `1.9.0-py3.8-ubuntu22.04`