> ## Documentation Index
> Fetch the complete documentation index at: https://docs.neuroencoder.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Access

> Request access to the MRL model

The MRL model is currently gated. Access is granted manually to verified researchers — the paper is not yet published, and we want to keep early access to people we can support.

<Steps>
  <Step title="Request on HuggingFace">
    Visit [huggingface.co/Neuroencoder/epi-embedding](https://huggingface.co/Neuroencoder/epi-embedding) and click **Request Access**. The form asks for your institution, role, and intended use.

    If you have a private invitation code, paste it in the "Intended use" field — these requests are auto-prioritized.
  </Step>

  <Step title="Wait for approval">
    Requests are reviewed manually. Expect a response within a few days.
  </Step>

  <Step title="Authenticate">
    Once approved, log in with the HuggingFace CLI:

    ```bash theme={null}
    huggingface-cli login
    ```

    The model downloads automatically the first time you call `ne.predict()` (\~215 MB cached locally).
  </Step>
</Steps>

For commercial inquiries, contact [contact@neuroencoder.com](mailto:contact@neuroencoder.com).