# Kohaku: Agent-Direct Score C (67.2%)

Site: http://kohakuomakase.com
Report: https://directindex.org/r/kohakuomakase.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.)
Kohaku is partly visible to agents.
Some AI assistants are turned away by Kohaku's website. What Kohaku offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through inline.

## Direct links
- Book directly: https://inline.app/booking/-OnUx3KIkuCP9SyqCRL6:inline-live-4/-OnUx3Qlr4E8VvmYp_7Y (through inline acting for the business)
- Menu: https://kohakuomakase.com/wp-content/uploads/2026/03/Kohaku-Omakase-Lunch-Set-2026.pdf
- Address: 50450, Kuala Lumpur

## Nearby, also direct
Places near Kohaku that take a booking or an order on their own website, with no marketplace in between.
- ROCKU Yakiniku (320 m): https://directindex.org/r/rocku.com.my
- Mitasu (410 m): https://directindex.org/r/mitasu.com.my
- Shinanoji 信濃路 (410 m): https://directindex.org/r/shinanoji.jp
- Hannari Sushi Kappou Fine Dining (560 m): https://directindex.org/r/hannarigroup.com
- Fukuya (620 m): https://directindex.org/r/fukuya.com.my

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **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

## 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": "Kohaku",
  "url": "http://kohakuomakase.com",
  "address": "50450, Kuala Lumpur",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 3.148398,
    "longitude": 101.715337
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://inline.app/booking/-OnUx3KIkuCP9SyqCRL6:inline-live-4/-OnUx3Qlr4E8VvmYp_7Y",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Structured data found (Organization).** no address, phone or hours in it
- **Booking through inline on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
287 of 1063 in Kuala Lumpur. Top 27% 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 | 92% | yes |
| Publish the menu or price list as HTML | 81% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 91% | no |
| Structured data with address, phone and hours | 35% | no |
| Have an llms.txt | 27% | yes |

Nearest places with a similar menu: ROCKU Yakiniku (A, 322 m, https://directindex.org/r/rocku.com.my); Mitasu (C, 408 m, https://directindex.org/r/mitasu.com.my); Shinanoji 信濃路 (C, 411 m, https://directindex.org/r/shinanoji.jp); Hannari Sushi Kappou Fine Dining (C, 555 m, https://directindex.org/r/hannarigroup.com); Fukuya (B, 620 m, https://directindex.org/r/fukuya.com.my); Lucky Tora (F, 742 m, https://directindex.org/r/jwtogelll99.com); Sakana Japanese Dining (D, 955 m, https://directindex.org/r/sakana.my); Niku29 (C, 1031 m, https://directindex.org/r/niku29-restaurant.com); Kyoto Katsu • Suria KLCC (D, 1037 m, https://directindex.org/r/kyotokatsu.com); Not A Ramen Suria KLCC (D, 1098 m, https://directindex.org/r/notaramen.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 and named 62 places. Kohaku wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur/recommended


Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); Sites using inline 70% (52% A or B, 331 sites); This site 67.2%.

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

## Businesses like Kohaku in Kuala Lumpur

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Kuala Lumpur | 1063 | 49% | 23% | 67.2% |
| Sites built with WordPress in Kuala Lumpur | 388 | 60% | 31% | 67.2% |
| Sites using inline in Kuala Lumpur | 34 | 69% | 53% | 67.2% |
| Sites built with WordPress and using inline in Kuala Lumpur | 17 | 71% | 65% | 67.2% |

The best of the sites built with WordPress and using inline in Kuala Lumpur: Cafe Chef Wan TTDI (A 86.2%, https://directindex.org/r/cafechefwan.my); Director's Cut (B 81.5%, https://directindex.org/r/directorscut-ttdi.com); Cielo Rooftop - Dining and Lounge (B 80%, https://directindex.org/r/cielokl.com); Towzen (B 79.5%, https://directindex.org/r/towzenramen.com); Roots (B 78.5%, https://directindex.org/r/rootsbistro.my).

With the three fixes above (Structured data is incomplete; The server turns AI crawlers away at the door; Menu or price list is a PDF), the score would be about 87.7%. That would be 43rd of 1,063 in Kuala Lumpur, up from 287th.

## The direct record
What agents get for Kohaku, as JSON: https://directindex.org/api/direct/kohakuomakase.com
- Book: https://inline.app/booking/-OnUx3KIkuCP9SyqCRL6:inline-live-4/-OnUx3Qlr4E8VvmYp_7Y (vendor on own site: inline; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: https://kohakuomakase.com/wp-content/uploads/2026/03/Kohaku-Omakase-Lunch-Set-2026.pdf (pdf; from the scan)
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/kohakuomakase.com/book, https://directindex.org/go/kohakuomakase.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): 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
- Vendor terms for agents, inline: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 21.7 | 25 |
| Readable | 12 | 25 |
| Actionable | 10 | 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/kohakuomakase.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: yes

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