# Docteur Frédéric Lange: Agent-Direct Score F (15.4%) Site: http://docteurlange-esthetiquemontpellier.com Report: https://directindex.org/r/docteurlange-esthetiquemontpellier.com 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.) Docteur Frédéric Lange is largely invisible to agents. Some AI assistants are turned away by Docteur Frédéric Lange's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online. ## Direct links - Phone: +33467027938 - Address: 2 Rue des Étuves, 34000, Montpellier ## Nearby, also direct Places near Docteur Frédéric Lange that take a booking or an order on their own website, with no marketplace in between. - Dr Guillaume Karsenti (0 m): https://directindex.org/r/drkarsenti.com - Dr Makram ZIADE (110 m): https://directindex.org/r/docteurziade-esthetiquemontpellier.com - Institut de Chirurgie Esthétique de Montpellier (110 m): https://directindex.org/r/icem-montpellier.fr - Dr Ezzaki - Médecin vasculaire, Angiologue, Phlébologue (120 m): https://directindex.org/r/medivasc.fr - Capoulié Médical (200 m): https://directindex.org/r/gynecologue-montpellier.com ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No online booking link on the website.** (+15 points) There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add an online appointment page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (+10 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 - **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 - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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 ## 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. ## 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 ``` 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. ``` # Docteur Frédéric Lange > local business in 2 Rue des Étuves, 34000, Montpellier, Montpellier dentists, clinics and vets. Phone +33467027938. ## About - Website: http://docteurlange-esthetiquemontpellier.com - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands Not ranked yet in Montpellier dentists, clinics and vets. | What the top 10% of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 100% | no | | Publish the menu or price list as HTML | 33% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 100% | no | | Structured data with address, phone and hours | 33% | no | | Have an llms.txt | 33% | no | Nearest places in the index: Dr Guillaume Karsenti (D, 0 m, https://directindex.org/r/drkarsenti.com); Dr Makram ZIADE (B, 112 m, https://directindex.org/r/docteurziade-esthetiquemontpellier.com); Institut de Chirurgie Esthétique de Montpellier (C, 113 m, https://directindex.org/r/icem-montpellier.fr); Centre Medical de la Loge (B, 116 m, https://directindex.org/r/kookai.fr); Dr Ezzaki - Médecin vasculaire, Angiologue, Phlébologue (C, 123 m, https://directindex.org/r/medivasc.fr); Capoulié Médical (D, 200 m, https://directindex.org/r/gynecologue-montpellier.com); Dr Clovis Crouzet - Chirurgie Plastique Montpellier. (C, 204 m, https://directindex.org/r/chirurgieplastiquemontpellier.fr); Chatel Marc-Antoine (B, 255 m, https://directindex.org/r/docteurchatel.com); Naturalis Medicina (C, 257 m, https://directindex.org/r/naturalismedicina.fr); Clinadent (B, 273 m, https://directindex.org/r/clinadent.fr). ## 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 Montpellier dentists, clinics and vets and named 59 places. Docteur Frédéric Lange wasn't one of them. See who was named: https://directindex.org/city/montpellier-clinics/recommended See what an AI agent reads on this site: https://directindex.org/r/docteurlange-esthetiquemontpellier.com/agent-view Read by AI agents 3 times this month (ClaudeBot 3). ## The direct record What agents get for Docteur Frédéric Lange, as JSON: https://directindex.org/api/direct/docteurlange-esthetiquemontpellier.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +33467027938 ## 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 | 10 | 25 | | Readable | 0 | 25 | | Actionable | 0 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/docteurlange-esthetiquemontpellier.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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: no Keep watching this business (https://directindex.org/r/docteurlange-esthetiquemontpellier.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/docteurlange-esthetiquemontpellier.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=docteurlange-esthetiquemontpellier.com&force=1