# Melbourne Coffee: Agent-Direct Score C (58.5%)

Site: https://www.melbournecoffee.jp/
Report: https://directindex.org/r/melbournecoffee.jp
Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Melbourne Coffee is partly visible to agents.
An AI assistant can open the website of Melbourne Coffee. It finds no menu or price list, so it answers from other sites. It finds no link to book or order online.

## What to fix first
- **No booking or ordering link on the website.** (+15 points) Agents find no link to follow on the site. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+2 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Melbourne Coffee",
  "url": "https://www.melbournecoffee.jp/",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.6777375,
    "longitude": 135.5020841
  },
  "openingHours": "09:00-14:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "09:00",
      "closes": "14:00"
    }
  ],
  "servesCuisine": [
    "coffee shop"
  ]
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Melbourne Coffee

> cafe or coffee shop (coffee shop) in Osaka cafes and bars.

## Opening hours

09:00-14:00

## About

- Website: https://www.melbournecoffee.jp/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (LocalBusiness).** address, opening hours

## Where it stands
45 of 198 in Osaka cafes and bars. Top 23% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 75% | no |
| Publish the menu or price list as HTML | 75% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | yes |
| Structured data with address, phone and hours | 25% | no |
| Have an llms.txt | 5% | no |

Nearest places with a similar menu: Streamer Coffee Company (F, 589 m, https://directindex.org/r/streamer.coffee); 本宮的茶 大阪｜タピオカミルクティー専門店｜BEN GONG’S TEA Osaka｜Boba & Chinese Style Tea｜ベンゴンズティー 大阪 (D, 657 m, https://directindex.org/r/bengongstea-osaka.app); 純喫茶アメリカン (D, 1042 m, https://directindex.org/r/junkissa-american.com); 珈琲艇 CABIN (C, 1058 m, https://directindex.org/r/cafecabin.net); 上島珈琲店 (D, 1307 m, https://directindex.org/r/ueshima-coffee-ten.jp); スターバックス (C, 1404 m, https://directindex.org/r/starbucks.com); graf studio (B, 1721 m, https://directindex.org/r/graf-d3.com); MYPLACE Cafe & Bar (C, 2511 m, https://directindex.org/r/hiltonjapan.co.jp).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with Squarespace 66% (51% A or B, 9908 sites); This site 58.5%.

See what an AI agent reads on this site: https://directindex.org/r/melbournecoffee.jp/agent-view

## Businesses like Melbourne Coffee in Osaka cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Osaka cafes and bars | 198 | 45% | 10% | 58.5% |
| Sites built with Squarespace in Osaka cafes and bars | 1 | 59% | 0% | 58.5% |

The best of the businesses of the same kind in Osaka cafes and bars: ファイナルファンタジー エオルゼアカフェ in OSAKA (A 92.3%, https://directindex.org/r/pasela.co.jp); あひる珈琲 (B 84.6%, https://directindex.org/r/ahirucoffee.com); くいしんぼう三姉妹 さりま (B 84.6%, https://directindex.org/r/kuisinbou3sisters-sarima.com); ねことカフェ大阪天王寺店 (B 84.6%, https://directindex.org/r/cat-cafe.org); ゲームバーPicoty 大阪梅田 (B 84.3%, https://directindex.org/r/gamebar-picoty.com).

With the three fixes above (No booking or ordering link on the website; No menu or price list found; Structured data is incomplete) the score would be about 95.4%: first of 198 in Osaka cafes and bars.

## The direct record
What agents get for Melbourne Coffee, as JSON: https://directindex.org/api/direct/melbournecoffee.jp
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: 09:00-14:00 (closed now) (from OpenStreetMap)
- Phone: none on record

## 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): no
- 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, Toast, or a vendor whose terms allow agents): no

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 13 | 25 |
| Actionable | 0 | 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/melbournecoffee.jp
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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/melbournecoffee.jp/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/melbournecoffee.jp/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=melbournecoffee.jp&force=1