# Little Rogue Coffee: Agent-Direct Score C (61.5%)

Site: http://www.littleroguecoffee.com/
Report: https://directindex.org/r/littleroguecoffee.com
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 Rogue Coffee is partly visible to agents.
An AI assistant can open Little Rogue Coffee's website. It can read what Little Rogue Coffee offers. It can't find a link to book or order online.

## Direct links
- Menu: https://littleroguecoffee.com/pages/menu
- Phone: +6589183648
- Address: 27 Yong Siak St, 168654, Singapore

## Nearby, also direct
Places near Little Rogue Coffee that take a booking or an order on their own website, with no marketplace in between.
- Pralet (490 m): https://directindex.org/r/pralet.com
- Round Boy Roasters (580 m): https://directindex.org/r/roundboyroasters.com
- Triplets (690 m): https://directindex.org/r/bakerycuisine.com.sg

## What to fix first
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## 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": "Organization",
  "name": "Little Rogue Coffee",
  "url": "http://www.littleroguecoffee.com/",
  "telephone": "+6589183648",
  "address": "27 Yong Siak St, 168654, Singapore",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.28295448,
    "longitude": 103.83004695
  }
}
</script>
```

## 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 (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
Not ranked yet in Singapore cafes and bars.

Nearest places in the index: Yong Seng Coffee Powder (F, 351 m, https://directindex.org/r/yongsengcoffee.com); 26 Food Loft (F, 464 m, https://directindex.org/r/foodloft.sg); Pralet (B, 491 m, https://directindex.org/r/pralet.com); Lin Rooftop Bar (D, 515 m, https://directindex.org/r/lin.com.sg); Mockohol (F, 572 m, https://directindex.org/r/mockohol.com); Round Boy Roasters (D, 580 m, https://directindex.org/r/roundboyroasters.com); Fairytail Bar (F, 580 m, https://directindex.org/r/fairytailbar.com); Triplets (C, 690 m, https://directindex.org/r/bakerycuisine.com.sg); Cream & Custard (D, 729 m, https://directindex.org/r/creamandcustard.com); Together Bar (F, 795 m, https://directindex.org/r/pdfhost.io).

## 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 Shopify 48% (24% A or B, 13925 sites); This site 61.5%.

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

## Businesses like Little Rogue Coffee in Singapore cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Sites built with Shopify in Singapore cafes and bars | 135 | 62% | 42% | 61.5% |

The best of the sites built with Shopify in Singapore cafes and bars: Common Man Coffee Roasters (A 96.3%, https://directindex.org/r/commonmancoffeeroasters.com); Hvala (A 93.8%, https://directindex.org/r/hvala.com.sg); Heart Of Darkness (A 87.7%, https://directindex.org/r/heartofdarknessbrewery.com); RaisuGood by @emmashalalkitchen (A 87.7%, https://directindex.org/r/emmashalalkitchen.com); Brawn & Brains Coffee (A 87.5%, https://directindex.org/r/brawnandbrains.sg).

## The direct record
What agents get for Little Rogue Coffee, as JSON: https://directindex.org/api/direct/littleroguecoffee.com
- Book: none on record
- Order: none on record
- Menu: https://littleroguecoffee.com/pages/menu (html_page; from the scan)
- Hours: none on record
- Phone: +6589183648
- Stable links that count: https://directindex.org/go/littleroguecoffee.com/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): yes
- 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 | 15 | 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/littleroguecoffee.com
- 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: yes
- llms.txt: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

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