# Klinik Len Seng: Agent-Direct Score C (62.5%)

Site: https://kliniklenseng.my/
Report: https://directindex.org/r/kliniklenseng.my
Scanned: 2026-10-16 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Klinik Len Seng is partly visible to agents.
An AI assistant can open Klinik Len Seng's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through wa.link.

## Direct links
- Phone: 03-9107 5362
- Address: Jalan 9 S-G-08 56000 Kuala Lumpur
- Hours, from OpenStreetMap · Overture Maps: MO-FR 07:30AM - 23:30PM SATURDAY & SUNDAY 9 AM - 9 PM

## Nearby, also direct
Places near Klinik Len Seng that take a booking or an order on their own website, with no marketplace in between.
- Optimum Health Care Center (560 m): https://directindex.org/r/optimumwellnessmy.com
- KL Dental (990 m): https://directindex.org/r/kldental.com
- Klinik Azurose (1.1 km): https://directindex.org/r/klinikazurose.com

## What to fix first
- **Appointments through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No list of services and prices found.** (+7 points) Agents answer 'what do they treat and what does it cost?' from directories instead. Add a page that lists services and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+3 points) Missing: address, telephone. 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": "MedicalClinic",
  "name": "Klinik Len Seng",
  "url": "https://kliniklenseng.my/",
  "telephone": "03-9107 5362",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Jalan 9 S-G-08",
    "postalCode": "56000",
    "addressLocality": "Kuala Lumpur"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 3.0760368,
    "longitude": 101.7426153
  },
  "openingHours": "MO-FR 07:30AM - 23:30PM SATURDAY & SUNDAY 9 AM - 9 PM"
}
</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 (MedicalClinic).** opening hours

## Where it stands
97 of 359 in Kuala Lumpur dentists, clinics and vets. 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 | 95% | no |
| Publish the menu or price list as HTML | 3% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 86% | yes |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 27% | yes |

Nearest places in the index: Klinik Pergigian Dentcare (F, 269 m, https://directindex.org/r/dentcareclinics.com); Hi-Dentist Cheras (D, 558 m, https://directindex.org/r/hidentist.com.my); Optimum Health Care Center (C, 561 m, https://directindex.org/r/optimumwellnessmy.com); Your Physio Cheras (D, 639 m, https://directindex.org/r/yourphysio.my); Global Physio and Rehab (F, 654 m, https://directindex.org/r/globalphysio.com.my); Klinik Pergigian Lau (F, 856 m, https://directindex.org/r/wixsite.com); Klinik Medilove Cheras (D, 976 m, https://directindex.org/r/bloodtestmalaysia.com.my); KL Dental (C, 988 m, https://directindex.org/r/kldental.com); Laurent Bleu Medical Clinic (D, 1123 m, https://directindex.org/r/laurentbleu.com); Klinik Azurose (B, 1131 m, https://directindex.org/r/klinikazurose.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 dentists, clinics and vets and named 60 places. Klinik Len Seng wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur-clinics/recommended


Compared with its peers: Sites built with WordPress 55% (25% A or B, 236086 sites); This site 62.5%.

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

## Businesses like Klinik Len Seng in Kuala Lumpur dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Kuala Lumpur dentists, clinics and vets | 359 | 49% | 16% | 62.5% |
| Sites built with WordPress in Kuala Lumpur dentists, clinics and vets | 183 | 56% | 25% | 62.5% |

The best of the sites built with WordPress in Kuala Lumpur dentists, clinics and vets: My Bowen Therapy (A 87.7%, https://directindex.org/r/mybowentherapy.com); Fresh Dental Care | Dental Clinic Kepong 甲洞牙医诊所 (B 84.6%, https://directindex.org/r/freshdentalkepong.com.my); Klinik Azurose (B 84.6%, https://directindex.org/r/klinikazurose.com); Klinik Pergigian E.L.Lim Dental Surgery (B 84.6%, https://directindex.org/r/ellimdentalsripetaling.com); SpringHill Clinic TTDI (B 84.6%, https://directindex.org/r/springhillclinic.com.my).

With the three fixes above (Appointments through an unrecognised third party; No list of services and prices found; Structured data is incomplete), the score would be about 86.3%. That would be 2nd of 359 in Kuala Lumpur dentists, clinics and vets, up from 97th.

## The direct record
What agents get for Klinik Len Seng, as JSON: https://directindex.org/api/direct/kliniklenseng.my
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: MO-FR 07:30AM - 23:30PM SATURDAY & SUNDAY 9 AM - 9 PM (from OpenStreetMap)
- Phone: 03-9107 5362

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 12 | 25 |
| Actionable | 13 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/kliniklenseng.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: 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: 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: 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/kliniklenseng.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/kliniklenseng.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=kliniklenseng.my&force=1