# Leemoonwon clinic: Agent-Direct Score B (75.4%)

Site: http://eng.leemoonwon.com/
Report: https://directindex.org/r/leemoonwon.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Leemoonwon clinic is mostly ready for agents.
An AI assistant can open Leemoonwon clinic'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 on the site.

## Direct links
- Book directly: https://eng.leemoonwon.com/pages/leemoonwon-treatment-headspa-reservation (on the business's own site)
- Phone: +821033770689

## Nearby, also direct
Places near Leemoonwon clinic that take a booking or an order on their own website, with no marketplace in between.
- 주니엠 메이크업 (610 m): https://directindex.org/r/junym.com

## What to fix first
- **No price list of services found.** (+7 points) Agents answer 'what do they offer and what does it cost?' from marketplaces and 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.** (+6 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": "Leemoonwon clinic",
  "url": "http://eng.leemoonwon.com/",
  "telephone": "+821033770689",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.518482787144,
    "longitude": 127.04384922981
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://eng.leemoonwon.com/pages/leemoonwon-treatment-headspa-reservation",
        "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.
- **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
- **Appointments on your own site.** Agents can book an appointment without going through a marketplace.

## Where it stands
5 of 392 in Seoul hairdressers and beauty salons. Top 1% 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 | 83% | yes |
| Publish the menu or price list as HTML | 13% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 75% | yes |
| Structured data with address, phone and hours | 5% | no |
| Have an llms.txt | 38% | yes |

Nearest places in the index: 유앤미의원 청담점 (F, 90 m, https://directindex.org/r/unmecd.co.kr); 자끄데상쥬 (Jacques Dessange) (F, 136 m, https://directindex.org/r/jdjd.co.kr); 유니스텔라 (Unistella) (F, 352 m, https://directindex.org/r/unistella.com); 청담지온유의원 (F, 405 m, https://directindex.org/r/jionuclinic.co.kr); Meilleur KOREA Total Beauty Group (F, 473 m, https://directindex.org/r/mere-beauty.com); 알루(ALUU) (D, 521 m, https://directindex.org/r/aluu.co.kr); Eclat De Clinic (F, 542 m, https://directindex.org/r/eclatde.com); 스파머시 청담점 (F, 568 m, https://directindex.org/r/spamacy.co.kr); 주니엠 메이크업 (C, 611 m, https://directindex.org/r/junym.com); 앳나운 (D, 616 m, https://directindex.org/r/atnown.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.


Compared with its peers: Sites built with Shopify 48% (26% A or B, 7656 sites); This site 75.4%.

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

## Businesses like Leemoonwon clinic in Seoul hairdressers and beauty salons

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Seoul hairdressers and beauty salons | 392 | 37% | 2% | 75.4% |
| Sites built with Shopify in Seoul hairdressers and beauty salons | 3 | 53% | 33% | 75.4% |

The best of the businesses of the same kind in Seoul hairdressers and beauty salons: 2TTI (B 80%, https://directindex.org/r/2tti.co.kr); Ecojardin.jamsil (B 80%, https://directindex.org/r/ecojardin-jamsil.com); Forena Clinic Hongdae Branch (B 80%, https://directindex.org/r/forenaclinic.com); Cellinclinic hongdae (B 75.4%, https://directindex.org/r/cellinclinic.com); MINE Plastic Surgery Clinic (B 73.8%, https://directindex.org/r/mineps.com).

With the two fixes above (No price list of services found; Structured data is incomplete), the score would be about 95.4%, which would be first of 392 in Seoul hairdressers and beauty salons.

## The direct record
What agents get for Leemoonwon clinic, as JSON: https://directindex.org/api/direct/leemoonwon.com
- Book: https://eng.leemoonwon.com/pages/leemoonwon-treatment-headspa-reservation (own site; found by the scan of 2026-10-21, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +821033770689
- Stable links that count: https://directindex.org/go/leemoonwon.com/book

## 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 | 9 | 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/leemoonwon.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/leemoonwon.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/leemoonwon.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=leemoonwon.com&force=1