# Huckleberry: Agent-Direct Score B (84.6%)

Site: https://www.huckleberry.my/
Report: https://directindex.org/r/huckleberry.my
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.)
Huckleberry is mostly ready for agents.
An AI assistant can open Huckleberry's website. It can read what Huckleberry offers. It finds a way to book or order directly, through restaurants.umai.io.

## Direct links
- Order directly: https://huckleberry.my/pages/same-day-cake-delivery-kl (on the business's own site)
- Menu: https://huckleberry.my/pages/menu
- Phone: +60320110066
- Address: G108 & GK2, Bangsar Shopping Centre, 285, Jalan Maarof, 59000, Kuala Lumpur
- Its menu mentions: a lunch or set menu

## Nearby, also direct
Places near Huckleberry that take a booking or an order on their own website, with no marketplace in between.
- Kopenhagen Coffee Kapas (750 m): https://directindex.org/r/kopenhagencoffee.com
- Harley's Hombarista (760 m): https://directindex.org/r/harleyshombarista.com
- Moka Cafe (770 m): https://directindex.org/r/mccainfoodsea.com
- Ditto Specialty Coffee Bar (1.1 km): https://directindex.org/r/ditto.coffee

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking 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/book-direct-on-your-own-website

## 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": "Huckleberry",
  "url": "https://www.huckleberry.my/",
  "telephone": "+60320110066",
  "address": "G108 & GK2, Bangsar Shopping Centre, 285, Jalan Maarof, 59000, Kuala Lumpur",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 3.14297725,
    "longitude": 101.66742736
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://huckleberry.my/pages/same-day-cake-delivery-kl",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</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.
- **Ordering on your own site.** Agents can order without going through a marketplace.

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

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 89% | yes |
| Publish the menu or price list as HTML | 50% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 37% | yes |

Nearest places in the index: Burrow BSC (F, 72 m, https://directindex.org/r/burrowkl.com); House + Co (D, 92 m, https://directindex.org/r/houseandco.com.my); Alta Cafe (D, 559 m, https://directindex.org/r/altacafe.com); Kopenhagen Coffee Kapas (C, 750 m, https://directindex.org/r/kopenhagencoffee.com); Harley's Hombarista (B, 764 m, https://directindex.org/r/harleyshombarista.com); Moka Cafe (C, 772 m, https://directindex.org/r/mccainfoodsea.com); Rakh (F, 961 m, https://directindex.org/r/rakhkl.com); Fudtec Marketing Solutions (C, 976 m, https://directindex.org/r/fudtec.com); The KopiShop (F, 1070 m, https://directindex.org/r/foodiebox.group); Ditto Specialty Coffee Bar (B, 1145 m, https://directindex.org/r/ditto.coffee).

## 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.

Recommended when people ask: "Coffee and a good cake this afternoon. Where should I go?" (ChatGPT)


Compared with its peers: Sites built with Shopify 48% (24% A or B, 13925 sites); This site 84.6%.

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

## Named by ChatGPT for "Coffee and a good cake this afternoon. Where should I go?" in Kuala Lumpur cafes and bars, October 2026
- "Coffee and a good cake this afternoon. Where should I go?" (2026-10-23): ChatGPT with a link to this site. https://directindex.org/city/kuala-lumpur-cafes-bars/recommended/cake-coffee
Named by 1 of 2 assistants asked. Badge: https://directindex.org/badge/named/huckleberry.my.svg

## Businesses like Huckleberry in Kuala Lumpur cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Sites built with Shopify in Kuala Lumpur cafes and bars | 29 | 53% | 31% | 84.6% |

The best of the sites built with Shopify in Kuala Lumpur cafes and bars: Hojo (B 80%, https://directindex.org/r/hojotea.com.my); La Juiceria (B 80%, https://directindex.org/r/lajuiceria.com.my); Fox Paradox  (B 76.9%, https://directindex.org/r/foxparadox.club); +Wondermilk (B 73.8%, https://directindex.org/r/ilovewondermilk.com); Buttery (B 73.8%, https://directindex.org/r/buttery.my).

## The direct record
What agents get for Huckleberry, as JSON: https://directindex.org/api/direct/huckleberry.my
- Book: none on record
- Order: https://huckleberry.my/pages/same-day-cake-delivery-kl (own site; found by the scan of 2026-10-22, not yet tested)
- Menu: https://huckleberry.my/pages/menu (html_page; from the scan)
- Hours: none on record
- Phone: +60320110066
- Stable links that count: https://directindex.org/go/huckleberry.my/order, https://directindex.org/go/huckleberry.my/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 | 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/huckleberry.my
- 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/huckleberry.my/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/huckleberry.my/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=huckleberry.my&force=1