# How can AI agents read OPAS?

Every deployment can publish compact and full `llms.txt` indexes, a Markdown version of each article, and a read-only MCP endpoint for search and article retrieval.

Those machine-readable surfaces come from the same published records readers see in the browser, so there is one source of truth.