# Institute of Medical Physics: Agent-Direct Score B (75.4%)

Site: https://www.medicalphysics.institute/
Report: https://directindex.org/r/medicalphysics.institute
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Institute of Medical Physics is mostly ready for agents.

## Direct links
- Book directly: https://www.medicalphysics.institute/booking/all-treatments (on the business's own site)
- Phone: +442081356968

## 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 with services and prices as text and link 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). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "MedicalClinic",
  "name": "Institute of Medical Physics",
  "url": "https://www.medicalphysics.institute/",
  "telephone": "+442081356968",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "King's Cross Road 199",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5307363,
    "longitude": -0.1192146
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.medicalphysics.institute/booking/all-treatments",
        "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 key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Appointments on your own site.** Agents can book an appointment without a marketplace in the loop.

## Where it stands
119 of 1015 in London dentists, clinics and vets. Top 12% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 99% | yes |
| Publish the menu or price list as HTML | 9% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | yes |
| Structured data with address, phone and hours | 43% | no |
| Have an llms.txt | 33% | yes |

Nearest places in the index: Amwell Veterinary Practice (F, 647 m, https://directindex.org/r/amwell.co.uk); Brunswick Medical Centre (C, 741 m, https://directindex.org/r/brunswickmedicalcentre.com); The Holborn Hair Scalp Clinic (C, 874 m, https://directindex.org/r/stevens-trichology.com); Injury Therapy Pro (B, 908 m, https://directindex.org/r/injurytherapy.pro); Beaumont Sainsbury Animal Hospital (D, 1267 m, https://directindex.org/r/rvc.ac.uk); Museum Dental Suites (C, 1362 m, https://directindex.org/r/museumdentalsuites.co.uk); Dental Beauty Islington (D, 1370 m, https://directindex.org/r/dentalbeautyislington.co.uk); The Child and Family Practice (C, 1460 m, https://directindex.org/r/tcfp.org.uk); Bloomsbury Dental Practice (C, 1462 m, https://directindex.org/r/bloomsburydental.co.uk); Malmin (B, 1464 m, https://directindex.org/r/malmin.co.uk).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

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

Read by AI agents 5 times this month (ClaudeBot 5).

## Businesses like Institute of Medical Physics in London dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in London dentists, clinics and vets | 1015 | 54% | 24% | 75.4% |

The best of Same kind in London dentists, clinics and vets: Visage Medispa (A 95.4%, https://directindex.org/r/visagemedispa.co.uk); Mr Azhar Khan (A 89.2%, https://directindex.org/r/urology-london.co.uk); Skin Science Clinic (A 86.3%, https://directindex.org/r/skinscienceclinic.co.uk); tooth Specialist Dental Centre (A 86.3%, https://directindex.org/r/toothlondon.co.uk); Tessa Jowell Health Centre (A 86.2%, https://directindex.org/r/selondonics.org).

With the two fixes above (No list of services and prices found; Structured data is incomplete) the score would be about 95.4%: first of 1,015 in London dentists, clinics and vets.

## The direct record
What agents get for Institute of Medical Physics, as JSON: https://directindex.org/api/direct/medicalphysics.institute
- Book: https://www.medicalphysics.institute/booking/all-treatments (own site; found by the scan of 2026-10-14, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +442081356968
- Stable links that count: https://directindex.org/go/medicalphysics.institute/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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## 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/medicalphysics.institute
- 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

Deep report: https://directindex.org/r/medicalphysics.institute/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=medicalphysics.institute&force=1