# Mary Miller Cafe: Agent-Direct Score A (90.8%)

Site: http://www.marymiller.com.au/
Report: https://directindex.org/r/marymiller.com.au
Scanned: 2026-10-18 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mary Miller Cafe is ready for agents.
An AI assistant can open Mary Miller Cafe's website. What Mary Miller Cafe offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.marymiller.com.au/book-now (on the business's own site)
- Order directly: https://marymillercafe.square.site/ (through square acting for the business)
- Menu: https://www.marymiller.com.au/_files/ugd/e4f816_13d495e27d874c6c8aa0ce92bf3a38b6.pdf
- Phone: +61433847417

## What to fix first

- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (CafeOrCoffeeShop).** address, phone, opening hours
- **Booking on your own site.** Agents can book without going through a marketplace.
- **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
199 of 3067 in Melbourne cafes and bars. Top 6% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 99% | yes |
| Publish the menu or price list as HTML | 91% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 28% | yes |
| Have an llms.txt | 25% | yes |

Nearest places in the index: Core Roasters (B, 251 m, https://directindex.org/r/coreroasters.cc); Bellboy Cafe (B, 432 m, https://directindex.org/r/bellboycafe.com.au); District 35 (D, 435 m, https://directindex.org/r/district35.com.au); The Rocket Society (C, 470 m, https://directindex.org/r/therocketsociety.com.au); Railway Hotel (D, 495 m, https://directindex.org/r/railwayhotelfitzroy.com.au); Bridge Road Brewers (D, 502 m, https://directindex.org/r/bridgeroadbrewers.com.au); Sleepy's Cafe and Wine Bar (D, 533 m, https://directindex.org/r/sleepyscafeandwinebar.com.au); Bird Bang'n Chicken (C, 555 m, https://directindex.org/r/birdbangnchicken.com); Brunswick Aces (F, 592 m, https://directindex.org/r/brunswickaces.com); Keeper (D, 604 m, https://directindex.org/r/keeperbrewing.com.au).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.


Compared with its peers: Sites built with Wix 49% (24% A or B, 10627 sites); Sites using Square 65% (41% A or B, 1644 sites); This site 90.8%.

See what an AI agent reads on this site: https://directindex.org/r/marymiller.com.au/agent-view

## Businesses like Mary Miller Cafe in Melbourne cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Melbourne cafes and bars | 3067 | 54% | 31% | 90.8% |
| Sites built with Wix in Melbourne cafes and bars | 249 | 62% | 43% | 90.8% |
| Sites using Square in Melbourne cafes and bars | 92 | 67% | 49% | 90.8% |
| Sites built with Wix and using Square in Melbourne cafes and bars | 17 | 72% | 65% | 90.8% |

The best of the sites built with Wix and using Square in Melbourne cafes and bars: Friends of Mine (A 90.8%, https://directindex.org/r/friendsofmine.com.au); The Railway Dog (A 90.8%, https://directindex.org/r/therailwaydog.com.au); Eugenes (B 83.1%, https://directindex.org/r/eugenescafe.com.au); Justice Specialty Coffee (B 83.1%, https://directindex.org/r/justicespecialtycoffee.com); Hawker (B 80%, https://directindex.org/r/hawkertyphoon.com.au).

With the fix above (Menu or price list is a PDF), the score would be about 95.4%. That would be 40th of 3,067 in Melbourne cafes and bars, up from 199th.

## The direct record
What agents get for Mary Miller Cafe, as JSON: https://directindex.org/api/direct/marymiller.com.au
- Book: https://www.marymiller.com.au/book-now (own site; found by the scan of 2026-10-18, not yet tested)
- Order: https://marymillercafe.square.site/ (vendor on own site: Square; found by the scan of 2026-10-18, not yet tested)
- Menu: https://www.marymiller.com.au/_files/ugd/e4f816_13d495e27d874c6c8aa0ce92bf3a38b6.pdf (pdf; from the scan)
- Hours: none on record
- Phone: +61433847417
- Stable links that count: https://directindex.org/go/marymiller.com.au/book, https://directindex.org/go/marymiller.com.au/order, https://directindex.org/go/marymiller.com.au/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): yes
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square): yes

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 19 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/marymiller.com.au
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: yes
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/marymiller.com.au/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/marymiller.com.au/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=marymiller.com.au&force=1