# Manhattan Eye Ear & Throat: Chang Benjamin Md: Agent-Direct Score C (61.5%) Site: https://www.stahlny.com Report: https://directindex.org/r/stahlny.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Manhattan Eye Ear & Throat: Chang Benjamin Md is partly visible to agents. An AI assistant can open Manhattan Eye Ear & Throat: Chang Benjamin Md'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, through stahlny.myeyestore.com. ## Direct links - Phone: 16319528000 - Address: 210 E 64th St, 10065-7471, New York ## Nearby, also direct Places near Manhattan Eye Ear & Throat: Chang Benjamin Md that take a booking or an order on their own website, with no marketplace in between. - New York Hand and Wrist Center of Lenox Hill (10 m): https://directindex.org/r/handsurgeonsnewyork.com - Dental Implant Solutions NYC (30 m): https://directindex.org/r/dentalimplantsolutionsnyc.com ## What to fix first - **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **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 - **The phone number on the site doesn't match the open map data.** The site shows 8777444865, but OpenStreetMap or Overture Maps lists 16319528000. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org. ## 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. ``` # Manhattan Eye Ear & Throat: Chang Benjamin Md > organization in 210 E 64th St, 10065-7471, New York, New York dentists, clinics and vets. Phone 16319528000. ## About - Website: https://www.stahlny.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 ## Where it stands 2318 of 6357 in New York dentists, clinics and vets. Top 36% 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% | no | | 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: Waner Children's Vascular Anomaly Foundation (C, 0 m, https://directindex.org/r/wanervascularanomaly.org); New York Hand and Wrist Center of Lenox Hill (C, 5 m, https://directindex.org/r/handsurgeonsnewyork.com); BRCA Center (C, 13 m, https://directindex.org/r/brcacenter.com); Vascular Birthmark Institute (C, 16 m, https://directindex.org/r/vbiny.org); Dr. Hector Sarmiento (C, 25 m, https://directindex.org/r/perionewyork.com); Dental Implant Solutions NYC (C, 27 m, https://directindex.org/r/dentalimplantsolutionsnyc.com); CompleteSkinMD (F, 28 m, https://directindex.org/r/completeskinmd.com); HairCareMD - Hair Transplant NYC (B, 36 m, https://directindex.org/r/haircaremd.com); Dr. Benjamin Paul (B, 38 m, https://directindex.org/r/drbenpaul.com); Dr. Vahidi Reconstructive Dentistry (F, 46 m, https://directindex.org/r/drvahidi.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. Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 61.5%. See what an AI agent reads on this site: https://directindex.org/r/stahlny.com/agent-view ## Businesses like Manhattan Eye Ear & Throat: Chang Benjamin Md 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 | 6357 | 49% | 19% | 61.5% | | Sites built with WordPress in New York dentists, clinics and vets | 2611 | 58% | 30% | 61.5% | 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 three fixes above (Ordering through an unrecognised third party; No list of services and prices found; Structured data is incomplete), the score would be about 95.4%, which would be first of 6,357 in New York dentists, clinics and vets. ## The direct record What agents get for Manhattan Eye Ear & Throat: Chang Benjamin Md, as JSON: https://directindex.org/api/direct/stahlny.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 16319528000 ## 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 | 9 | 25 | | Actionable | 6 | 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/stahlny.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/stahlny.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/stahlny.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 ยท Rescan now: https://directindex.org/scan?url=stahlny.com&force=1