# Little Q Café: Agent-Direct Score A (95.4%)

Site: https://littleq.co.nz/
Report: https://directindex.org/r/littleq.co.nz
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Little Q Café is ready for agents.
An AI assistant can open Little Q Café's website. It can read what Little Q Café offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://littleq.co.nz/index.html#booking (on the business's own site)
- Menu: https://littleq.co.nz/catering.html
- Phone: +64 9 815 0660
- Address: New North Road 460
- Hours, from OpenStreetMap · Overture Maps: Mon closed; Tue–Fri 07:00–16:00; Sat 07:30–16:30; Sun 07:30–16:00

## Nearby, also direct
Places near Little Q Café that take a booking or an order on their own website, with no marketplace in between.
- Kingsland Social (10 m): https://directindex.org/r/kingsland.social
- Tabou (10 m): https://directindex.org/r/taboohairsalon.co.nz
- The Kingslander (20 m): https://directindex.org/r/thekingslander.co.nz
- Groove Bar Auckland (40 m): https://directindex.org/r/groovebar.co.nz
- Ragtime Cafe (50 m): https://directindex.org/r/ragtimecafe.co.nz

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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": "Little Q Café",
  "url": "https://littleq.co.nz/",
  "telephone": "+64 9 815 0660",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "New North Road 460"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -36.8721962,
    "longitude": 174.74466
  },
  "openingHours": "Tu-Fr 07:00-16:00; Sa 07:30-16:30; Su 07:30-16:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:00",
      "closes": "16:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "07:30",
      "closes": "16:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "07:30",
      "closes": "16:00"
    }
  ],
  "acceptsReservations": "https://littleq.co.nz/index.html#booking",
  "hasMenu": "https://littleq.co.nz/catering.html",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://littleq.co.nz/index.html#booking",
        "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.

```
# Little Q Café

> cafe or coffee shop in New North Road 460, Auckland cafes and bars. Phone +64 9 815 0660.

## Book or order directly

- Book: https://littleq.co.nz/index.html#booking (on the business's own site)
- Menu: https://littleq.co.nz/catering.html

## Opening hours

Tu-Fr 07:00-16:00; Sa 07:30-16:30; Su 07:30-16:00

## About

- Website: https://littleq.co.nz/
- 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 (CafeOrCoffeeShop).** address, phone
- **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
8 of 632 in Auckland cafes and bars. Top 1% 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 | 98% | yes |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes |
| Structured data with address, phone and hours | 22% | no |
| Have an llms.txt | 36% | no |

Nearest places in the index: Kingsland Social (A, 10 m, https://directindex.org/r/kingsland.social); Tabou (C, 11 m, https://directindex.org/r/taboohairsalon.co.nz); The Kingslander (A, 24 m, https://directindex.org/r/thekingslander.co.nz); Groove Bar Auckland (B, 35 m, https://directindex.org/r/groovebar.co.nz); Ragtime Cafe (B, 45 m, https://directindex.org/r/ragtimecafe.co.nz); Portland Public House (C, 52 m, https://directindex.org/r/theportlandpublichouse.co.nz); Citizen Park Kingsland (C, 100 m, https://directindex.org/r/citizenpark.co.nz); Full Time Sports Bar & Eatery (B, 129 m, https://directindex.org/r/fulltimesportsbar.co.nz); St Leonards Brewing (D, 280 m, https://directindex.org/r/saintleonards.co.nz); The Baker's Cottage (B, 387 m, https://directindex.org/r/thebakerscottage.co.nz).

## 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.


See what an AI agent reads on this site: https://directindex.org/r/littleq.co.nz/agent-view

## Businesses like Little Q Café in Auckland cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Auckland cafes and bars | 632 | 53% | 30% | 95.4% |

The best of the businesses of the same kind in Auckland cafes and bars: Aroma Bakery and Cafe (A 100%, https://directindex.org/r/aromaalbany.co.nz); Woodside Bar Kitchen Functions (A 100%, https://directindex.org/r/woodside.org.nz); 39 Ponsonby (A 95.4%, https://directindex.org/r/thirtynine.co.nz); Bandung (A 95.4%, https://directindex.org/r/bandung.co.nz); Flüff (A 95.4%, https://directindex.org/r/fluffhouse.co.nz).

With the fix above (Structured data is incomplete), the score would be about 100%, which would be first of 632 in Auckland cafes and bars.

## The direct record
What agents get for Little Q Café, as JSON: https://directindex.org/api/direct/littleq.co.nz
- Book: https://littleq.co.nz/index.html#booking (own site; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: https://littleq.co.nz/catering.html (html_page; from the scan)
- Hours: Tu-Fr 07:00-16:00; Sa 07:30-16:30; Su 07:30-16:00 (closed now) (from OpenStreetMap)
- Phone: +64 9 815 0660
- Stable links that count: https://directindex.org/go/littleq.co.nz/book, https://directindex.org/go/littleq.co.nz/menu
- Agents and people followed 1 direct link to this business this month (1 by AI agents).

## 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 /catering.html: booking link (own domain).

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 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/littleq.co.nz
- 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/littleq.co.nz/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/littleq.co.nz/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=littleq.co.nz&force=1