# lenny: Agent-Direct Score A (93.8%)

Site: https://www.lenny3206.com.au
Report: https://directindex.org/r/lenny3206.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.)
lenny is ready for agents.
An AI assistant can open lenny's website. It can read what lenny offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.lenny3206.com.au/bookings (on the business's own site)
- Menu: https://www.lenny3206.com.au/menu
- Phone: 9699 8543

## What to fix first

- **Structured data is incomplete.** (+1 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant
- **Ordering through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "lenny",
  "url": "https://www.lenny3206.com.au",
  "telephone": "9699 8543",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Victoria Avenue 113"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -37.8453786,
    "longitude": 144.9506207
  },
  "acceptsReservations": "https://www.lenny3206.com.au/bookings",
  "hasMenu": "https://www.lenny3206.com.au/menu",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.lenny3206.com.au/bookings",
        "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.

```
# lenny

> cafe or coffee shop in Victoria Avenue 113, Melbourne cafes and bars. Phone 9699 8543.

## Book or order directly

- Book: https://www.lenny3206.com.au/bookings (on the business's own site)
- Menu: https://www.lenny3206.com.au/menu

## About

- Website: https://www.lenny3206.com.au
- 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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (LocalBusiness).** address, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
99 of 3067 in Melbourne cafes and bars. Top 3% 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% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 28% | no |
| Have an llms.txt | 25% | no |

Nearest places in the index: The Vincent (C, 43 m, https://directindex.org/r/thevincent.com.au); Guilty Moose (F, 88 m, https://directindex.org/r/theguiltymoose.com.au); Bleakhouse Hotel (F, 292 m, https://directindex.org/r/bleakhousehotel.com.au); Albert Park Deli (B, 535 m, https://directindex.org/r/wallysalbertpark.com.au); Village Wine Bar (B, 576 m, https://directindex.org/r/villagewinebar.com.au); Halcyon Days (B, 617 m, https://directindex.org/r/broadsheet.com.au); Albert Park Hotel (C, 638 m, https://directindex.org/r/thealbertpark.com.au); Sandbar Beach Cafe (C, 710 m, https://directindex.org/r/sandbarbeachcafe.au); Monti Food and Wine (A, 723 m, https://directindex.org/r/montifoodandwine.com); Rebello (B, 737 m, https://directindex.org/r/rebello.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 Squarespace 65% (49% A or B, 11547 sites); This site 93.8%.

See what an AI agent reads on this site: https://directindex.org/r/lenny3206.com.au/agent-view

## Businesses like lenny 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% | 93.8% |
| Sites built with Squarespace in Melbourne cafes and bars | 565 | 73% | 57% | 93.8% |

The best of the sites built with Squarespace in Melbourne cafes and bars: 57 Cafe Bar Restaurant (A 100%, https://directindex.org/r/57cafe.com.au); Bar Jayda (A 100%, https://directindex.org/r/barjayda.com.au); Bincho Boss (A 100%, https://directindex.org/r/binchoboss.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 fix above (Structured data is incomplete), the score would be about 95.4%. That would be 40th of 3,067 in Melbourne cafes and bars, up from 99th.

## The direct record
What agents get for lenny, as JSON: https://directindex.org/api/direct/lenny3206.com.au
- Book: https://www.lenny3206.com.au/bookings (own site; found by the scan of 2026-10-18, not yet tested)
- Order: none on record
- Menu: https://www.lenny3206.com.au/menu (html_page; from the scan)
- Hours: none on record
- Phone: 9699 8543
- Stable links that count: https://directindex.org/go/lenny3206.com.au/book, https://directindex.org/go/lenny3206.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): 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

Found one hop past the home page: menu page /menu: ordering link (other).

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 21 | 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/lenny3206.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: 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/lenny3206.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/lenny3206.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=lenny3206.com.au&force=1