# Harriston Chocolatier Cafe: Agent-Direct Score F (38.5%)

Site: http://www.harristonchocolate.com/
Report: https://directindex.org/r/harristonchocolate.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.)
Harriston Chocolatier Cafe is largely invisible to agents.
An AI assistant can open Harriston Chocolatier Cafe's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Phone: +60178439123
- Address: Lot 2.75.00 Level 2, Pavilion Kuala Lumpur, 168, Jln Bukit Bintang, 55100, Bandar Kuala Lumpur

## Nearby, also direct
Places near Harriston Chocolatier Cafe that take a booking or an order on their own website, with no marketplace in between.
- The Coffee Bean & Tea Leaf (240 m): https://directindex.org/r/coffeebean.com
- Spiral Lobby Lounge (320 m): https://directindex.org/r/accor.com

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "LocalBusiness",
  "name": "Harriston Chocolatier Cafe",
  "url": "http://www.harristonchocolate.com/",
  "telephone": "+60178439123",
  "address": "Lot 2.75.00 Level 2, Pavilion Kuala Lumpur, 168, Jln Bukit Bintang, 55100, Bandar Kuala Lumpur",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 3.148541,
    "longitude": 101.71433229
  }
}
</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.

## Where it stands
254 of 436 in Kuala Lumpur cafes and bars. Top 58% 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 | 89% | no |
| Publish the menu or price list as HTML | 50% | no |
| 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: Komugi Café (D, 51 m, https://directindex.org/r/komugi.com.my); Zang Toi Cafe (F, 95 m, https://directindex.org/r/zangtoi.com); Come True Cafe (D, 162 m, https://directindex.org/r/cometrue-coffee.com); 吃茶三千 马来西亚 chichasanchen MY (D, 184 m, https://directindex.org/r/chichasanchen.com); Regiustea (D, 186 m, https://directindex.org/r/regiustea.com); Nuttea Nut Mylk Cafe (D, 200 m, https://directindex.org/r/nuttea.net); The Coffee Bean & Tea Leaf (D, 237 m, https://directindex.org/r/coffeebean.com); KOI Thé Express (F, 287 m, https://directindex.org/r/koithe.com); Heritage Club (F, 296 m, https://directindex.org/r/theroyalechulan.com); Spiral Lobby Lounge (C, 321 m, https://directindex.org/r/accor.com).

## 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 12 everyday questions about Kuala Lumpur cafes and bars and named 56 places. Harriston Chocolatier Cafe wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur-cafes-bars/recommended


Compared with its peers: Sites built with Wix 52% (28% A or B, 48660 sites); This site 38.5%.

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

## Businesses like Harriston Chocolatier Cafe in Kuala Lumpur cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Kuala Lumpur cafes and bars | 436 | 44% | 14% | 38.5% |
| Sites built with Wix in Kuala Lumpur cafes and bars | 30 | 57% | 13% | 38.5% |

The best of the sites built with Wix in Kuala Lumpur cafes and bars: Fishee Coffee (A 90.8%, https://directindex.org/r/fisheekl.com); Poppy Kat (A 90.8%, https://directindex.org/r/poppykat.cafe); Baskbear Coffee (A 87.7%, https://directindex.org/r/baskbear.com); Concubine (B 77.5%, https://directindex.org/r/wixsite.com); He & She Coffee (C 67.7%, https://directindex.org/r/heandshe.coffee).

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 95.4%. That would be 2nd of 436 in Kuala Lumpur cafes and bars, up from 254th.

## The direct record
What agents get for Harriston Chocolatier Cafe, as JSON: https://directindex.org/api/direct/harristonchocolate.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +60178439123

## 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 | 0 | 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/harristonchocolate.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: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- 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: 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: no

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