# 172 NYC Dental: Agent-Direct Score B (75.4%) Site: https://172nycdental.com/ Report: https://directindex.org/r/172nycdental.com Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) 172 NYC Dental is mostly ready for agents. An AI assistant can open 172 NYC Dental'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://172nycdental.com/services/same-day-dentist-nyc/ (on the business's own site) - Phone: 6469215541 - Address: 172 Madison Ave, Comm 1, 10016, New York ## Nearby, also direct Places near 172 NYC Dental that take a booking or an order on their own website, with no marketplace in between. - Vivaflex Rehab (40 m): https://directindex.org/r/vivaflexrehab.com - Madison Medical Building (50 m): https://directindex.org/r/walkinclinicnyc.com - HU LIN ORTHODONTICS Manhattan (50 m): https://directindex.org/r/hulinorthodontics.com - Center for Healthy Hearing New York (50 m): https://directindex.org/r/centerforhealthyhearingnewyork.com - Dr. Hadley King Dermatology (60 m): https://directindex.org/r/drhadleyking.com ## 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.** (+6 points) Missing: address, telephone, 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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2021.** Visitors and assistants may read that year as the last time anyone looked after the site. In New York, 79% of comparable sites that show a year say 2025 or later. ## 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. ``` # 172 NYC Dental > organization in 172 Madison Ave, Comm 1, 10016, New York, New York dentists, clinics and vets. Phone 6469215541. ## Book or order directly - Book: https://172nycdental.com/services/same-day-dentist-nyc/ (on the business's own site) ## About - Website: https://172nycdental.com/ - 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).** 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 583 of 6411 in New York 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 | 5% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 31% | no | | Have an llms.txt | 37% | no | Nearest places in the index: Amy Mednick MD (D, 20 m, https://directindex.org/r/dramymednick.com); The Smile Center (D, 21 m, https://directindex.org/r/smileny.org); Doctor To Your Door (F, 34 m, https://directindex.org/r/doc2door.com); Vivaflex Rehab (D, 38 m, https://directindex.org/r/vivaflexrehab.com); Madison Medical Building (B, 47 m, https://directindex.org/r/walkinclinicnyc.com); Diamond Dental Manhattan - Pediatric & Adult Family Dentistry (D, 47 m, https://directindex.org/r/diamonddentalmanhattan.com); HU LIN ORTHODONTICS Manhattan (C, 48 m, https://directindex.org/r/hulinorthodontics.com); Center for Healthy Hearing New York (B, 49 m, https://directindex.org/r/centerforhealthyhearingnewyork.com); Dr. Hadley King Dermatology (B, 55 m, https://directindex.org/r/drhadleyking.com); Adler Dental (D, 56 m, https://directindex.org/r/adlerdental.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. Recommended when people ask: "Tooth pain right now, an emergency dentist that takes walk-ins today." (ChatGPT); "A teeth cleaning and check-up, I want to book a slot online for next week." (Claude); "A consultation for teeth aligners. Where can I book online?" (Claude) Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 75.4%. See what an AI agent reads on this site: https://directindex.org/r/172nycdental.com/agent-view ## Named by ChatGPT and Claude for 3 questions, including "Tooth pain right now, an emergency dentist that takes walk-ins today" in New York dentists, clinics and vets, October 2026 - "Tooth pain right now, an emergency dentist that takes walk-ins today." (2026-10-26): ChatGPT with a link to this site. https://directindex.org/city/new-york-clinics/recommended/emergency-tooth - "A teeth cleaning and check-up, I want to book a slot online for next week." (2026-10-26): Claude with a link to this site. https://directindex.org/city/new-york-clinics/recommended/teeth-cleaning - "A consultation for teeth aligners. Where can I book online?" (2026-10-26): Claude with a link to this site. https://directindex.org/city/new-york-clinics/recommended/aligners Named by 2 of 3 assistants asked. Badge: https://directindex.org/badge/named/172nycdental.com.svg ## Businesses like 172 NYC Dental in New York dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York dentists, clinics and vets | 6411 | 49% | 19% | 75.4% | | Sites built with WordPress in New York dentists, clinics and vets | 2644 | 58% | 30% | 75.4% | The best of the sites built with WordPress in New York dentists, clinics and vets: Central Park Orthodontics (A 95.4%, https://directindex.org/r/centralparkorthodontics.com); Cosmetic Dentistry NY- Dr. Viviane Trinh - Dentist (A 95.4%, https://directindex.org/r/cosmeticdentistryny.com); Sutton Animal Hospital (A 95.4%, https://directindex.org/r/suttonvet.com); SkinLab (A 93.8%, https://directindex.org/r/skinlab-nyc.com); Russak Dermatology Clinic (A 89.2%, https://directindex.org/r/russakplus.com). 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 6,411 in New York dentists, clinics and vets. ## The direct record What agents get for 172 NYC Dental, as JSON: https://directindex.org/api/direct/172nycdental.com - Book: https://172nycdental.com/services/same-day-dentist-nyc/ (own site; found by the scan of 2026-10-24, not yet tested) - Order: none on record - Menu: none on record - Hours: none on record - Phone: 6469215541 - Stable links that count: https://directindex.org/go/172nycdental.com/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 Found one hop past the home page: booking page /services/same-day-dentist-nyc/: booking link (other). ## 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/172nycdental.com - 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/172nycdental.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/172nycdental.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=172nycdental.com&force=1