The Coffee Emporium Macarthur Square
What an agent can do here
API: search()API: call_business()API: purchase()API: call_business()API: call_business()API: call_business()API: call_business()API: call_business()API: call_business()
01
What an agent can actually do here
Every way in the scanner found on the page it fetched, and whether software could drive it. This is the part of the report that decides whether a customer sent by an agent becomes a job.
Search
Not yet agent-callable
Blocked by
- no type=email or type=tel field — nothing an agent can fill as the reply channel
Search
Not yet agent-callable
Blocked by
- no type=email or type=tel field — nothing an agent can fill as the reply channel
Phone link
Not yet agent-callable
Blocked by
- a phone number hands off to a human — it is not an action an agent can complete
Purchase
Not yet agent-callable
02
Where the score came from
Five categories, twenty points each. Each one is a different way an agent tries to understand a site, and each one is scored on what the page actually publishes rather than on how it looks.
Crawlability & discovery
10
Whether an agent is allowed in at all, and whether the site tells it where things are.
Pass: robots.txt present and does not lock agents out
Pass: Sitemap found
Note: No llms.txt
Add /llms.txt summarising your services, areas and how to book.
Fail: No ARD catalog — the discovery standard agents check first
Publish an ARD catalog at /.well-known/ard.json listing your MCP endpoint and the actions you offer, and serve the same file at /.well-known/ai-catalog.json for registries built before the path was renamed.
Structured data
0
Whether the business facts (trade, hours, phone, address, services) are published in a form software can read, rather than only drawn on the page.
Fail: No structured data at all — agents must guess what this business is
Add LocalBusiness JSON-LD with services, opening hours, area served and contact.
Action affordances
8
Whether there is anything on the page an agent could act on: a booking widget, a form, a number.
Pass: Clickable phone number present
Form quality
0
Whether the forms are built so software knows what goes in each box and can press send.
Fail: 2 form(s) on the page, but none is one an agent could complete (search/subscribe boxes only)
An agent-completable form is the minimum viable action.
Agent interface (WebMCP/MCP)
6
Whether the site publishes any of the 2026 agent standards (WebMCP, an MCP endpoint, an ARD catalog) or leaves an agent to scrape and guess.
Fail: No WebMCP — agents must scrape and guess instead of calling declared actions
Declare your booking and quote actions as WebMCP tools on document.modelContext, keeping navigator.modelContext as a fallback for older builds, via the @mcp-b/global polyfill. WebMCP is a W3C Community Group draft and a Chrome 149 origin trial; no browser has shipped it to stable.
Fail: No persistent MCP endpoint — nothing for agents to call when the page isn't open
Host an MCP endpoint for your actions, so an agent can call them when nobody has the page open.
Pass: Semantic landmarks and headings present
Pass: Images carry alt text
Is this your business?
Frontlatch listed this business for free from public OpenStreetMap data. Claiming it takes a sign-in by email and one proof that you control the domain — a code we email to an address at the domain, with a DNS record, a file or a meta tag as the alternative — and records the listing as yours. From there, the console at /app lets you switch an indexed action on, limit it and route it. Route it to email confirmation and the gateway turns a matching request into a pending attempt and a one-tap confirm email to you, capped at the limit you set — no other routing is wired.
Claim this business