# Dr McCallum & Partners: Agent-Direct Score C (59.4%)

Site: https://www.lmcgps.co.uk/
Report: https://directindex.org/r/lmcgps.co.uk
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.)
Dr McCallum & Partners is partly visible to agents.
Some AI assistants are turned away by Dr McCallum & Partners'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://www.lmcgps.co.uk/appointments-with-the-doctors/nhs-near-me-video-appointments/ (on the business's own site)
- Phone: 01413478909
- Address: Lightburn Medical Centre, 930 Carntyne Road, Glasgow, G32 6NB, G32 6NB

## Nearby, also direct
Places near Dr McCallum & Partners that take a booking or an order on their own website, with no marketplace in between.
- Drs Miller, Anderson and Fleming (0 m): https://directindex.org/r/lightburngps.co.uk
- Carntyne Dental Practice (50 m): https://directindex.org/r/carntynedentalcare.co.uk
- The Peoples Podiatry (970 m): https://directindex.org/r/peoplespodiatry.co.uk
- Aa Podiatry (1.1 km): https://directindex.org/r/aapodiatry.co.uk

## 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
- **Ordering through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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": "Dr McCallum & Partners",
  "url": "https://www.lmcgps.co.uk/",
  "telephone": "01413478909",
  "address": "Lightburn Medical Centre, 930 Carntyne Road, Glasgow, G32 6NB, G32 6NB",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 55.861627,
    "longitude": -4.166728
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.lmcgps.co.uk/appointments-with-the-doctors/nhs-near-me-video-appointments/",
        "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: /
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Dr McCallum & Partners

> organization in Lightburn Medical Centre, 930 Carntyne Road, Glasgow, G32 6NB, G32 6NB, Glasgow dentists, clinics and vets. Phone 01413478909.

## Book or order directly

- Book: https://www.lmcgps.co.uk/appointments-with-the-doctors/nhs-near-me-video-appointments/ (on the business's own site)

## About

- Website: https://www.lmcgps.co.uk/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## 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
165 of 356 in Glasgow dentists, clinics and vets. Top 46% 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 | 97% | yes |
| Publish the menu or price list as HTML | 0% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | no |
| Structured data with address, phone and hours | 35% | no |
| Have an llms.txt | 41% | no |

Nearest places in the index: Drs Miller, Anderson and Fleming (C, 0 m, https://directindex.org/r/lightburngps.co.uk); Carntyne Dental Practice (C, 45 m, https://directindex.org/r/carntynedentalcare.co.uk); Edinburgh Road Surgery (F, 968 m, https://directindex.org/r/bbc.co.uk); The Peoples Podiatry (B, 972 m, https://directindex.org/r/peoplespodiatry.co.uk); Quarter Care (F, 1109 m, https://directindex.org/r/minstercaregroup.co.uk); Aa Podiatry (C, 1139 m, https://directindex.org/r/aapodiatry.co.uk); Shettleston Smile (F, 1160 m, https://directindex.org/r/dentistnhsprivateshettleston.co.uk); Circumcision Clinic (D, 1181 m, https://directindex.org/r/circumcisionclinicglasgow.co.uk); Proform Aesthetics Clinic (F, 1197 m, https://directindex.org/r/proformaesthetics.co.uk); The One Dental Practice (F, 1398 m, https://directindex.org/r/theonedentalpractice.co.uk).

## 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/lmcgps.co.uk/agent-view

## Businesses like Dr McCallum & Partners in Glasgow dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Glasgow dentists, clinics and vets | 356 | 50% | 18% | 59.4% |
| Sites built with WordPress in Glasgow dentists, clinics and vets | 171 | 60% | 26% | 59.4% |

The best of the sites built with WordPress in Glasgow dentists, clinics and vets: Aga and Ola Physio, Massage (B 84.6%, https://directindex.org/r/agaandola.co.uk); Bank Street Surgery (B 84.6%, https://directindex.org/r/bankstreetsurgery.co.uk); Kalyani Dental Lounge and Gallery (B 84.6%, https://directindex.org/r/dentalpractice.com); Medassistant (B 84.6%, https://directindex.org/r/medassistant.co.uk); Queen's Drive Dental Practice (B 84.6%, https://directindex.org/r/queensdrivedentalpractice.co.uk).

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%, which would be first of 356 in Glasgow dentists, clinics and vets.

## The direct record
What agents get for Dr McCallum & Partners, as JSON: https://directindex.org/api/direct/lmcgps.co.uk
- Book: https://www.lmcgps.co.uk/appointments-with-the-doctors/nhs-near-me-video-appointments/ (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: 01413478909
- Stable links that count: https://directindex.org/go/lmcgps.co.uk/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/lmcgps.co.uk
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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/lmcgps.co.uk/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/lmcgps.co.uk/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=lmcgps.co.uk&force=1