# Prologue The Lifestyle Medical Clinic - Ngee Ann City: Agent-Direct Score C (59.4%)

Site: http://prologueclinic.com/
Report: https://directindex.org/r/prologueclinic.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.)
Prologue The Lifestyle Medical Clinic - Ngee Ann City is partly visible to agents.
Some AI assistants are turned away by Prologue The Lifestyle Medical Clinic - Ngee Ann City'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://prologueclinic.com/contact/#book (on the business's own site)
- Phone: +6563661283
- Address: 391 Orchard Rd, #05-25A Block, 238872, Singapore

## Nearby, also direct
Places near Prologue The Lifestyle Medical Clinic - Ngee Ann City that take a booking or an order on their own website, with no marketplace in between.
- Robertson Choo Oehlers Lee  & Lye Pte Ltd (90 m): https://directindex.org/r/rcolldentist.com.sg
- HelloPhysio (90 m): https://directindex.org/r/hellophysio.sg
- Dental Designs Clinic (90 m): https://directindex.org/r/dentaldesigns.com.sg
- Dr Foot Podiatry Clinic (Orchard) | Foot Doctor Singapore (100 m): https://directindex.org/r/drfoot.com.sg

## What to fix first
- **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
- **The server turns AI crawlers away at the door.** (+6.7 points) Requests as GPTBot (http_403), ClaudeBot (http_403) 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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **robots.txt blocks GPTBot, ClaudeBot, Google-Extended.** (+3.7 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **The phone number on the site doesn't match the open map data.** The site shows +65%206366%201283, but OpenStreetMap or Overture Maps lists +6563661283. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## 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": "Prologue The Lifestyle Medical Clinic - Ngee Ann City",
  "url": "http://prologueclinic.com/",
  "telephone": "+6563661283",
  "address": "391 Orchard Rd, #05-25A Block, 238872, Singapore",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.30307367,
    "longitude": 103.83380399
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://prologueclinic.com/contact/#book",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

## Already right
- **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
488 of 1030 in Singapore dentists, clinics and vets. Top 47% 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 | 98% | yes |
| Publish the menu or price list as HTML | 7% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | no |
| Structured data with address, phone and hours | 39% | no |
| Have an llms.txt | 62% | yes |

Nearest places in the index: GPK Clinic Orchard (F, 42 m, https://directindex.org/r/gpkclinicorchard.com); Atria-City Dental Group (C, 56 m, https://directindex.org/r/atria-city.com); Cambridge Medical Group (C, 63 m, https://directindex.org/r/cambridgemedical.com.sg); Sleep Easy Centre (D, 74 m, https://directindex.org/r/sleepeasysingapore.com); Robertson Choo Oehlers Lee  & Lye Pte Ltd (D, 91 m, https://directindex.org/r/rcolldentist.com.sg); HelloPhysio (B, 93 m, https://directindex.org/r/hellophysio.sg); Dental Designs Clinic (C, 93 m, https://directindex.org/r/dentaldesigns.com.sg); Pacific Healthcare Specialist Centre (C, 94 m, https://directindex.org/r/pacificwomensclinic.com); Tp Dental Surgeons (C, 97 m, https://directindex.org/r/tpdental.com.sg); Dr Foot Podiatry Clinic (Orchard) | Foot Doctor Singapore (B, 102 m, https://directindex.org/r/drfoot.com.sg).

## 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 WordPress 55% (25% A or B, 236087 sites); This site 59.4%.

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

## Businesses like Prologue The Lifestyle Medical Clinic - Ngee Ann City in Singapore dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Singapore dentists, clinics and vets | 1030 | 55% | 26% | 59.4% |
| Sites built with WordPress in Singapore dentists, clinics and vets | 584 | 60% | 32% | 59.4% |

The best of the sites built with WordPress in Singapore dentists, clinics and vets: Camden Medical Centre (A 95.4%, https://directindex.org/r/polarisplasticsurgery.com); Ray of Health (A 92.3%, https://directindex.org/r/rayofhealth.sg); Smilepoint (A 87.5%, https://directindex.org/r/smilepoint.com.sg); DP Dental (A 86.2%, https://directindex.org/r/dpdental.com); The iClinic (A 86.2%, https://directindex.org/r/iclinic.sg).

With the three fixes above (No list of services and prices found; The server turns AI crawlers away at the door; Structured data is incomplete), the score would be about 89.7%. That would be 3rd of 1,030 in Singapore dentists, clinics and vets, up from 488th.

## The direct record
What agents get for Prologue The Lifestyle Medical Clinic - Ngee Ann City, as JSON: https://directindex.org/api/direct/prologueclinic.com
- Book: https://prologueclinic.com/contact/#book (own site; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +6563661283
- Stable links that count: https://directindex.org/go/prologueclinic.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): 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 | 14.6 | 25 |
| Readable | 9 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 2 of 5, Bot-Aware. Cloudflare's report: https://isitagentready.com/prologueclinic.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: yes
- 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/prologueclinic.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/prologueclinic.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=prologueclinic.com&force=1