# Little Jimmy Bar and Eatery: Agent-Direct Score F (32.3%)

Site: http://www.littlejimmy.co.nz/
Report: https://directindex.org/r/littlejimmy.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 Jimmy Bar and Eatery is largely invisible to agents.
AI assistants can't open Little Jimmy Bar and Eatery's website, so they go by what other sites say about it.

## Direct links
- Menu: https://luna-group.b-cdn.net/lj/Lunch-Menu-11-06-26.pdf
- Phone: 09 630 7116
- Address: 557 Manukau Road, Epsom
- Prices: 3 prices on the site, the middle one NZ$77.00

## Nearby, also direct
Places near Little Jimmy Bar and Eatery that take a booking or an order on their own website, with no marketplace in between.
- The Emerald Epsom (120 m): https://directindex.org/r/theemerald.co.nz
- Hambagu (480 m): https://directindex.org/r/hambagu.co.nz
- Golden Jade (710 m): https://directindex.org/r/goldenjaderestaurant.co.nz

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+21.3 points) A plain fetch was refused (cloudflare_challenge). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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
- **robots.txt blocks GPTBot, PerplexityBot, Google-Extended.** (no points, but worth doing) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents

## What the site tells visitors (Measured, not scored)
- **3 prices on the landing page, the middle one NZ$77.00.** In Auckland, the middle price of comparable sites that show prices is NZ$20.00.

## Fix kit: What to paste

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

## Already right
- **Structured data found (Restaurant).** address, phone, opening hours

## Where it stands
Not ranked yet in Auckland.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | no |
| Structured data with address, phone and hours | 43% | yes |
| Have an llms.txt | 38% | no |

Nearest places in the index: Seoul Kitchen (F, 38 m, https://directindex.org/r/seoulchicken.nz); Greenwoods Fresh Catch (F, 76 m, https://directindex.org/r/stuff.co.nz); Kiwi Roast (C, 80 m, https://directindex.org/r/kiwiroastnz.co.nz); One Tree Grill (C, 100 m, https://directindex.org/r/onetreegrill.co.nz); The Emerald Epsom (B, 117 m, https://directindex.org/r/theemerald.co.nz); Chaahat Indian Cuisine (D, 161 m, https://directindex.org/r/chaahat.co.nz); Hambagu (A, 478 m, https://directindex.org/r/hambagu.co.nz); Epsom Turkish Kebabs (D, 566 m, https://directindex.org/r/epsomturkishkebab.co.nz); KK Malaysian (C, 578 m, https://directindex.org/r/kkmalaysia.co.nz); Golden Jade (B, 712 m, https://directindex.org/r/goldenjaderestaurant.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.

The assistants were asked 22 everyday questions about Auckland and named 103 places. Little Jimmy Bar and Eatery wasn't one of them. See who was named: https://directindex.org/city/auckland/recommended


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

## The direct record
What agents get for Little Jimmy Bar and Eatery, as JSON: https://directindex.org/api/direct/littlejimmy.co.nz
- Book: none on record
- Order: none on record
- Menu: https://luna-group.b-cdn.net/lj/Lunch-Menu-11-06-26.pdf (pdf; from the scan)
- Hours: none on record
- Phone: 09 630 7116
- Stable links that count: https://directindex.org/go/littlejimmy.co.nz/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

Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 19 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/littlejimmy.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/littlejimmy.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=littlejimmy.co.nz&force=1