diff --git a/docs/docs/_partial-docker-remove-and-cleanup-steps.mdx b/docs/docs/_partial-docker-remove-and-cleanup-steps.mdx
index ccc91713..edcb7345 100644
--- a/docs/docs/_partial-docker-remove-and-cleanup-steps.mdx
+++ b/docs/docs/_partial-docker-remove-and-cleanup-steps.mdx
@@ -1,4 +1,10 @@
-2. Remove all containers, including stopped containers:
+import PartialDockerStopAll from '@site/docs/_partial-docker-stop-all.mdx';
+
+1. Stop all running containers:
+
+
+
+1. Remove all containers, including stopped containers:
```bash title="Docker"
docker rm --force $(docker ps -aq)
@@ -8,7 +14,7 @@
podman rm --all --force
```
-3. Remove all images:
+1. Remove all images:
```bash title="Docker"
docker rmi --force $(docker images -q)
@@ -18,7 +24,7 @@
podman rmi --all --force
```
-4. Remove all volumes:
+1. Remove all volumes:
```bash title="Docker"
docker volume prune --force
@@ -28,7 +34,7 @@
podman volume prune --force
```
-5. Remove all networks except the default network:
+1. Remove all networks except the default network:
```bash title="Docker"
docker network prune --force
@@ -38,7 +44,7 @@
podman network prune --force
```
-6. Clean up any leftover data:
+1. Clean up any leftover data:
```bash title="Docker"
docker system prune --all --force --volumes
diff --git a/docs/docs/_partial-setup.mdx b/docs/docs/_partial-setup.mdx
index 3ace03fe..493075cf 100644
--- a/docs/docs/_partial-setup.mdx
+++ b/docs/docs/_partial-setup.mdx
@@ -63,7 +63,7 @@ If OpenRAG detects OAuth credentials during setup, it recommends **Advanced Setu
-1. In the TUI, select ** Advanced Setup**.
+1. In the TUI, select **Advanced Setup**.
2. Enter administrator passwords for the OpenRAG OpenSearch and Langflow services.
diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index 8caab2ba..119a4b80 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -115,10 +115,10 @@ You can do this during [initial set up](/docker#setup), or you can add the crede
```
* **Amazon**: Provide your AWS Access Key ID and AWS Secret Access Key with access to your S3 instance. For more information, see the AWS documentation on [Configuring access to AWS applications](https://docs.aws.amazon.com/singlesignon/latest/userguide/manage-your-applications.html).
- ```env
- AWS_ACCESS_KEY_ID=
- AWS_SECRET_ACCESS_KEY=
- ```
+ ```env
+ AWS_ACCESS_KEY_ID=
+ AWS_SECRET_ACCESS_KEY=
+ ```
3. Save the `.env` file.
diff --git a/docs/docs/get-started/install.mdx b/docs/docs/get-started/install.mdx
index 82d1499e..6aca6ad5 100644
--- a/docs/docs/get-started/install.mdx
+++ b/docs/docs/get-started/install.mdx
@@ -54,14 +54,14 @@ For other installation methods, see [Select an installation method](/install-opt
3. Wait while the installer script prepares your environment and installs OpenRAG.
You might be prompted to install certain dependencies if they aren't already present in your environment.
-The entire process can take a few minutes.
-Once the environment is ready, the OpenRAG TUI starts.
+ The entire process can take a few minutes.
+ Once the environment is ready, the OpenRAG TUI starts.
-
+ 
-Because the installer script uses `uvx`, it creates a cached, ephemeral environment in your local `uv` cache, and your OpenRAG configuration files and data are stored separately from the `uv` cache.
-Clearing the cache doesn't delete your entire OpenRAG installation, only the temporary TUI environment.
-After clearing the cache, run `uvx openrag` to [access the TUI](/tui) and continue with your preserved configuration and data.
+ Because the installer script uses `uvx`, it creates a cached, ephemeral environment in your local `uv` cache, and your OpenRAG configuration files and data are stored separately from the `uv` cache.
+ Clearing the cache doesn't delete your entire OpenRAG installation, only the temporary TUI environment.
+ After clearing the cache, run `uvx openrag` to [access the TUI](/tui) and continue with your preserved configuration and data.
If you encounter errors during installation, see [Troubleshoot OpenRAG](/support/troubleshoot).
diff --git a/docs/docs/get-started/reinstall.mdx b/docs/docs/get-started/reinstall.mdx
index 34caf8c9..f24d56de 100644
--- a/docs/docs/get-started/reinstall.mdx
+++ b/docs/docs/get-started/reinstall.mdx
@@ -70,16 +70,12 @@ If you want to reinstall one container, specify the container name in the comman
-2. Stop all running containers:
-
-
-
-8. Optional: Edit OpenRAG's `.env` file if needed.
+1. Optional: Edit OpenRAG's `.env` file if needed.
-9. Optional: If you removed all containers or specifically the OpenSearch container, then you can remove any files from the `~/.openrag/documents` subdirectory that you don't want to reingest after redeploying the containers.
+1. Optional: If you removed all containers or specifically the OpenSearch container, then you can remove any files from the `~/.openrag/documents` subdirectory that you don't want to reingest after redeploying the containers.
It is recommended that you preserve OpenRAG's [default documents](https://github.com/langflow-ai/openrag/tree/main/openrag-documents).
-10. If you removed all OpenRAG containers, [redeploy OpenRAG](/docker).
+1. If you removed all OpenRAG containers, [redeploy OpenRAG](/docker).
If you removed only one container, redeploy that container with the appropriate `docker run` or `podman run` command.
\ No newline at end of file
diff --git a/docs/docs/get-started/uninstall.mdx b/docs/docs/get-started/uninstall.mdx
index 5a9c10b4..a9261f62 100644
--- a/docs/docs/get-started/uninstall.mdx
+++ b/docs/docs/get-started/uninstall.mdx
@@ -41,15 +41,11 @@ Use these steps to uninstall a self-managed OpenRAG deployment with streamlined
Use these commands to uninstall a self-managed OpenRAG deployment with discrete `docker` or `podman` commands:
-1. Stop all running containers:
-
-
-
-7. Remove OpenRAG's `.env` file and the `~/.openrag/documents` directory, which aren't deleted by the previous commands.
+1. Remove OpenRAG's `.env` file and the `~/.openrag/documents` directory, which aren't deleted by the previous commands.
-8. Stop `docling-serve`:
+1. Stop `docling-serve`:
```bash
uv run python scripts/docling_ctl.py stop