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2 changes: 1 addition & 1 deletion docs/docs/_partial-export-flows.mdx
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1. If you modified the built-in flows or created custom flows in your [OpenRAG Langflow instance](/agents), and you want to preserve those changes, then you must [export your flows](https://docs.langflow.org/concepts-flows-import) before starting this process. Afterwards, you can import your flows or reference the exported flow JSON as needed.
1. If you modified the built-in flows or created custom flows in your [OpenRAG Langflow instance](/agents), [export your flows](https://docs.langflow.org/concepts-flows-import) before starting this process. Although OpenRAG can preserve changes to the built-in flows, it doesn't preserve user-created flows. As a general best practice, exporting your flows is recommended to create backups of your customizations. Afterwards, you can reimport your flows or reference the exported flow JSON as needed.
9 changes: 7 additions & 2 deletions docs/docs/core-components/ingestion.mdx
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Expand Up @@ -157,13 +157,18 @@ You can [monitor ingestion](#monitor-ingestion) to see the progress of the uploa

## Ingest knowledge from URLs {#url-flow}

When using the OpenRAG chat, you can enter URLs into the chat to be ingested in real-time during your conversation.

:::tip
Use [UTF-8 encoding](https://www.w3schools.com/tags/ref_urlencode.ASP) for URLs with special characters other than the standard slash, period, and colon characters.
For example, use `https://en.wikipedia.org/wiki/Caf%C3%A9` instead of `https://en.wikipedia.org/wiki/Café` or `https://en.wikipedia.org/wiki/Coffee%5Fculture` instead of `https://en.wikipedia.org/wiki/Coffee_culture`.
:::

The **OpenSearch URL Ingestion** flow is used to ingest web content from URLs.
This flow isn't directly accessible from the OpenRAG user interface.
Instead, this flow is called by the [**OpenRAG OpenSearch Agent** flow](/chat#flow) as a Model Context Protocol (MCP) tool.
The agent can call this component to fetch web content from a given URL, and then ingest that content into your OpenSearch knowledge base.

Like all OpenRAG flows, you can [inspect the flow in Langflow](/agents#inspect-and-modify-flows), and you can customize it.

For more information about MCP in Langflow, see the Langflow documentation on [MCP clients](https://docs.langflow.org/mcp-client) and [MCP servers](https://docs.langflow.org/mcp-tutorial).

## Monitor ingestion
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2 changes: 2 additions & 0 deletions docs/docs/get-started/manage-services.mdx
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Expand Up @@ -139,6 +139,8 @@ To reset your OpenRAG deployment _and_ delete all OpenRAG data, see [Reinstall O

3. Repeat the [setup process](/install#setup) to restart the services and launch the OpenRAG app. Your OpenRAG passwords, OAuth credentials (if previously set), and onboarding configuration are restored from the `.env` file.

4. If you exported customized flows, [import your flows](https://docs.langflow.org/concepts-flows-import) into Langflow after completing the onboarding process.

</TabItem>
<TabItem value="env" label="Self-managed services">

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