# Seasons at Cloudehill: Agent-Direct Score C (63.1%)

Site: https://cloudehill.com.au/seasons-restaurant
Report: https://directindex.org/r/cloudehill.com.au
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.)
Seasons at Cloudehill is partly visible to agents.
An AI assistant can open the website of Seasons at Cloudehill. It finds no menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://cloudehill.com.au/coach-groups (on the business's own site)
- Phone: +61 3 9751 0168

## What to fix first
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **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": "Seasons at Cloudehill",
  "url": "https://cloudehill.com.au/seasons-restaurant",
  "telephone": "+61 3 9751 0168",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Olinda - Monbulk Road 89"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -37.861114,
    "longitude": 145.3769658
  },
  "openingHours": "Mo-Fr 09:30-16:00; Sa, Su 09:00-16:30; PH 09:30-16:00",
  "acceptsReservations": "https://cloudehill.com.au/coach-groups",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cloudehill.com.au/coach-groups",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

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

```
# Seasons at Cloudehill

> cafe or coffee shop in Olinda - Monbulk Road 89, Melbourne cafes and bars. Phone +61 3 9751 0168.

## Book or order directly

- Book: https://cloudehill.com.au/coach-groups (on the business's own site)

## Opening hours

Mo-Fr 09:30-16:00; Sa, Su 09:00-16:30; PH 09:30-16:00

## About

- Website: https://cloudehill.com.au/seasons-restaurant
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Booking on your own site.** Agents can book without a marketplace in the loop.

## Where it stands
393 of 911 in Melbourne cafes and bars. Top 43% 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 | 100% | yes |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 97% | yes |
| Structured data with address, phone and hours | 33% | no |
| Have an llms.txt | 17% | no |

Nearest places in the index: The Mount Dandenong Hotel (B, 1999 m, https://directindex.org/r/mountdandenonghotel.com.au); Ripe Cafe (B, 2090 m, https://directindex.org/r/ripecafesassafras.com); Pig & Whistle Tavern (C, 2322 m, https://directindex.org/r/pigandwhistletavern.com); Kallista Tearoom (A, 2431 m, https://directindex.org/r/kallista-tearooms.com.au).

## 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.

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

## Businesses like Seasons at Cloudehill in Melbourne cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Melbourne cafes and bars | 911 | 56% | 34% | 63.1% |

The best of the businesses of the same kind in Melbourne cafes and bars: Bincho Boss (A 100%, https://directindex.org/r/binchoboss.com.au); Café Zoo (A 100%, https://directindex.org/r/cafezoo.com.au); Eastwood (A 100%, https://directindex.org/r/eastwood3151.com.au); Good Heavens Rooftop (A 100%, https://directindex.org/r/goodheavens.com.au); Green Man's Arms (A 100%, https://directindex.org/r/greenmansarms.com.au).

With the two fixes above (No structured data for the business; No menu or price list found) the score would be about 95.4%: 12th of 911 in Melbourne cafes and bars, up from 393rd.

## The direct record
What agents get for Seasons at Cloudehill, as JSON: https://directindex.org/api/direct/cloudehill.com.au
- Book: https://cloudehill.com.au/coach-groups (own site; found by the scan of 2026-10-17, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: Mo-Fr 09:30-16:00; Sa, Su 09:00-16:30; PH 09:30-16:00 (closed now) (from OpenStreetMap)
- Phone: +61 3 9751 0168
- Stable links that count: https://directindex.org/go/cloudehill.com.au/book

## 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 | 1 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/cloudehill.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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: no

Keep watching this business (https://directindex.org/r/cloudehill.com.au/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/cloudehill.com.au/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=cloudehill.com.au&force=1