Agent-ready
What an AI agent can do here
This site is built to be read and used by AI agents, on purpose. Here is exactly what an agent can do here, how, and what we record about it.
Three tools, two doors
An agent can call three functions. Inside a browser that supports the WebMCP model-context API (Chrome, with the visitor's own agent), the page registers them when it loads. Any other agent can call the same three through our public MCP endpoint at https://bepreferred.ca/daniel/api/public/mcp (streamable HTTP, one JSON-RPC message per request, no key, no session).
- get_report_card — the latest issued AI-visibility report card for bepreferred.ca: five grades computed from recorded measurements, each with what it depends on. Also as plain JSON at
/daniel/api/public/report-card?site=bepreferred.ca. - find_answer — the page here that answers a buyer's question about AI visibility, GEO or SEO, in English or French, or nothing if no page does. Also at
/daniel/api/public/answers?q=…&lang=en. - request_assessment — the same free assessment request as our contact form, with a name and an email. A person replies within two business days.
What we record
Every call, from either door, is recorded with the tool name, the date and whether it succeeded, and nothing about who asked beyond the software's own name. The count is published on our report card, and it starts at zero. In September 2026 the only browser agent that calls these tools is Gemini in Chrome; the API name has already changed once. We say that plainly because "agent-ready" is a measurement, not a promise.
Also for machines
- llms.txt: what this site is, in one page, for language models.
- robots.txt: every AI crawler is allowed, by name, on purpose.
- Structured data on every page: the business, the person, the service, and the actions an agent may take, in schema.org form that matches the visible text.
For clients
The same three tools can be declared for a client's site: book a call, get a quote, check hours, request a document. We will offer that when our own counter shows agents actually using it. Until then it stays here, measured, on our own site.