# Consuming the Documentation with LLMs

The Immuta documentation site makes processing and ingesting site content more efficient for LLMs in the following ways:

* **Markdown versions available**: Access the plain text version of any page of the documentation site by appending `.md` to the end of the URL. For example, this page's plain text version can be found at <https://documentation.immuta.com/saas/configuration/work-with-llms.md>. This allows you to copy and paste the plain text of a documentation page into your LLM, which is easier for it to parse than HTML.
* [**Plain text of full site**](https://documentation.immuta.com/saas/llms-full.txt): All the content of the documentation site in Markdown format is hosted at [llms-full.txt](https://documentation.immuta.com/saas/llms-full.txt) for LLM ingestion.
* [**llms.txt file**](https://documentation.immuta.com/saas/llms.txt): We host an [llms.txt](https://documentation.immuta.com/saas/llms.txt) file that provides a list of our documentation pages and instructs LLMs how to retrieve the plain text versions of those pages, which is useful if you want to limit the scope of the ingestion to particular topics.
* [**MCP server**](https://documentation.immuta.com/saas/~gitbook/mcp): The MCP server lets agents access documentation pages directly. This gives them a direct path to documentation content when answering questions about the Immuta product. Add this MCP server URL (`https://documentation.immuta.com/saas/~gitbook/mcp`) to your agent service.


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://documentation.immuta.com/saas/configuration/work-with-llms.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.