# Marylebone Dental Care: Agent-Direct Score B (76.9%) Site: https://www.marylebone-dental.co.uk Report: https://directindex.org/r/marylebone-dental.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.) Marylebone Dental Care is mostly ready for agents. An AI assistant can open Marylebone Dental Care'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.marylebone-dental.co.uk/treatments/hygienist-appointments/ (on the business's own site) - Phone: 020 8050 9873 - Address: W1G 8GP, London ## Nearby, also direct Places near Marylebone Dental Care that take a booking or an order on their own website, with no marketplace in between. - Marylebone Implant Centre (0 m): https://directindex.org/r/maryleboneimplantcentre.co.uk - London Periodontics, Implants and Dentistry (10 m): https://directindex.org/r/londonpid.co.uk - Emergency Dentist London (10 m): https://directindex.org/r/emergencydentist.london ## 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 - **Structured data is incomplete.** (+5 points) Missing: address, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Marylebone Dental Care > organization in W1G 8GP, London, London dentists, clinics and vets. Phone 020 8050 9873. ## Book or order directly - Book: https://www.marylebone-dental.co.uk/treatments/hygienist-appointments/ (on the business's own site) ## About - Website: https://www.marylebone-dental.co.uk - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## 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).** phone - **Appointments on your own site.** Agents can book an appointment without going through a marketplace. ## Where it stands 339 of 5012 in London dentists, clinics and vets. Top 7% 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 | 6% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes | | Structured data with address, phone and hours | 30% | no | | Have an llms.txt | 42% | no | Nearest places in the index: Michael White Dentist (F, 2 m, https://directindex.org/r/smileconcierge.co.uk); Marylebone Implant Centre (B, 3 m, https://directindex.org/r/maryleboneimplantcentre.co.uk); Wimpole Dental (F, 4 m, https://directindex.org/r/wimpoledental.co.uk); Origin Orthodontics (C, 5 m, https://directindex.org/r/smileee.co.uk); London Periodontics, Implants and Dentistry (B, 6 m, https://directindex.org/r/londonpid.co.uk); Guy and Favero Dental Clinic (D, 8 m, https://directindex.org/r/guyandfaverodental.co.uk); Martin Gough (F, 11 m, https://directindex.org/r/martingough.com); Added Dimension Dentistry (F, 11 m, https://directindex.org/r/dentalfacelift.com); Emergency Dentist London (C, 12 m, https://directindex.org/r/emergencydentist.london); Feet For Life Ltd. (F, 15 m, https://directindex.org/r/feet4lifeuk.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 London dentists, clinics and vets and named 79 places. Marylebone Dental Care wasn't one of them. See who was named: https://directindex.org/city/london-clinics/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236086 sites); This site 76.9%. See what an AI agent reads on this site: https://directindex.org/r/marylebone-dental.co.uk/agent-view ## Businesses like Marylebone Dental Care in London dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in London dentists, clinics and vets | 5012 | 50% | 21% | 76.9% | | Sites built with WordPress in London dentists, clinics and vets | 2369 | 61% | 33% | 76.9% | The best of the sites built with WordPress in London dentists, clinics and vets: Grosvenor Gardens Healthcare (A 95.4%, https://directindex.org/r/gghealthcare.uk); Mayfair Health (A 95.4%, https://directindex.org/r/mayfairhealth.co.uk); Raynes Park Physio (A 95.4%, https://directindex.org/r/raynespark-physio.co.uk); The Hearing Care Partnership (A 95.4%, https://directindex.org/r/thcp.co.uk); DJN Physios (A 93.8%, https://directindex.org/r/djnphysioslondon.co.uk). With the two fixes above (No list of services and prices found; Structured data is incomplete), the score would be about 95.4%, which would be first of 5,012 in London dentists, clinics and vets. ## The direct record What agents get for Marylebone Dental Care, as JSON: https://directindex.org/api/direct/marylebone-dental.co.uk - Book: https://www.marylebone-dental.co.uk/treatments/hygienist-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: 020 8050 9873 - Stable links that count: https://directindex.org/go/marylebone-dental.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 | 25 | 25 | | Readable | 10 | 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/marylebone-dental.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: 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: 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/marylebone-dental.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/marylebone-dental.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 ยท Rescan now: https://directindex.org/scan?url=marylebone-dental.co.uk&force=1