> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.umnai.com/guides/data/schema/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.umnai.com/_mcp/server.

# Schema

## Docs

- [Schema](https://docs.umnai.com/guides/data/schema/overview.md): Describe how Umnai should interpret source data during ingestion and onboarding.
- [Encoding](https://docs.umnai.com/guides/data/schema/encoding.md): Understand how schema fields are transformed for model training.