# Dr. Med. Claudia Mlynek-luhr: Agent-Direct Score B (70.3%) Site: https://www.gesundheitfuerfrauen.de/beratung.html Report: https://directindex.org/r/gesundheitfuerfrauen.de Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Dr. Med. Claudia Mlynek-luhr is mostly ready for agents. Some AI assistants are turned away by Dr. Med. Claudia Mlynek-luhr'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.gesundheitfuerfrauen.de/kontakt#anfrage (on the business's own site) - Phone: 491733562642 ## What to fix first ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Cologne, 5.5% of comparable sites declare one. - **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.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as PerplexityBot (http_503) 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 - **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. ``` # Dr. Med. Claudia Mlynek-luhr > organization in Dürener Straße 276, 50935, Cologne, Cologne dentists, clinics and vets. Phone 491733562642. ## Book or order directly - Book: https://www.gesundheitfuerfrauen.de/kontakt#anfrage (on the business's own site) ## About - Website: https://www.gesundheitfuerfrauen.de/beratung.html - 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. - **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 209 of 2405 in Cologne dentists, clinics and vets. Top 9% 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 | 4% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 89% | no | | Structured data with address, phone and hours | 19% | no | | Have an llms.txt | 27% | no | Nearest places in the index: Jürgen Simonis - Praxis für Hypnose und Coaching in Köln (C, 47 m, https://directindex.org/r/juergensimonis.de); Praxis Virchowstrasse, Dr. Med. Britta Bozzi.allgemeinmedizin/ Phlebologie (C, 77 m, https://directindex.org/r/bozzi.koeln); Je Physiofit Praxis Für Private Physiotherapie (F, 100 m, https://directindex.org/r/je-physiofit.de); Tierarztpraxis am Stadtwald (F, 143 m, https://directindex.org/r/tierarztpraxis-am-stadtwald.koeln); Dr. med. Stefanie Karbe (D, 198 m, https://directindex.org/r/karbe-hno.de); Lippert-Grüner Marcela Dr. med. Ästhetische Medizin (F, 221 m, https://directindex.org/r/fettundfalten.de); Lieblings-Zahnarzt Köln-Lindenthal (F, 226 m, https://directindex.org/r/lieblings-zahnarzt.de); JugendLiebe (C, 226 m, https://directindex.org/r/jugendliebe.de); Neurologische Privatpraxis Prof. Dr. M. Lippert-grüner Msc Phd (F, 231 m, https://directindex.org/r/lippert-gruener.de); Dr. Stephan Grüner (F, 235 m, https://directindex.org/r/dr-gruener.de). ## 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. See what an AI agent reads on this site: https://directindex.org/r/gesundheitfuerfrauen.de/agent-view ## Businesses like Dr. Med. Claudia Mlynek-luhr in Cologne dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Cologne dentists, clinics and vets | 2405 | 47% | 9% | 70.3% | The best of the businesses of the same kind in Cologne dentists, clinics and vets: arthroprax Orthopädie Unfallchirurgie (A 95.4%, https://directindex.org/r/arthro-prax.de); Isabelle Schemien, Privatpraxis für Physiotherapie (A 90.8%, https://directindex.org/r/physiotherapie-schemien.de); Kassenzahnärztliche Bundesvereinigung Kdör - Institut Der Deutschen Zahnärzte (A 90.8%, https://directindex.org/r/idz.institute); Neurochirurgie-hristov (A 86.2%, https://directindex.org/r/hristov-medical.com); mamonova (A 86.2%, https://directindex.org/r/mamonova.de). With the three fixes above (No list of services and prices found; Structured data is incomplete; The server turns AI crawlers away at the door), the score would be about 95.4%, which would be first of 2,405 in Cologne dentists, clinics and vets. ## The direct record What agents get for Dr. Med. Claudia Mlynek-luhr, as JSON: https://directindex.org/api/direct/gesundheitfuerfrauen.de - Book: https://www.gesundheitfuerfrauen.de/kontakt#anfrage (own site; found by the scan of 2026-10-20, not yet tested) - Order: none on record - Menu: none on record - Hours: none on record - Phone: 491733562642 - Stable links that count: https://directindex.org/go/gesundheitfuerfrauen.de/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 | 21.7 | 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/gesundheitfuerfrauen.de - 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/gesundheitfuerfrauen.de/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/gesundheitfuerfrauen.de/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=gesundheitfuerfrauen.de&force=1