# Taewon Moon, Md - Flushing Office: Agent-Direct Score F (38.5%) Site: http://mdmoon.com Report: https://directindex.org/r/mdmoon.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.) Taewon Moon, Md - Flushing Office is largely invisible to agents. An AI assistant can open Taewon Moon, Md - Flushing Office's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online. ## Direct links - Phone: 19176784422 - Address: 16410 Northern Blvd Ste 101, 11358-2668, Flushing ## Nearby, also direct Places near Taewon Moon, Md - Flushing Office that take a booking or an order on their own website, with no marketplace in between. - Marcial Dental Pc (310 m): https://directindex.org/r/marcialdentalpc.com - Vantage Oncology (550 m): https://directindex.org/r/vantagehealth.com - Wasserman Family Dentistry (600 m): https://directindex.org/r/wassermanfamilydentistry.com - Lida Dental (780 m): https://directindex.org/r/smileudentistry.com ## What to fix first - **No structured data for the business.** (+14 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.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. 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. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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. - **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 +12015030066, but OpenStreetMap or Overture Maps lists 19176784422. 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. ``` # Taewon Moon, Md - Flushing Office > local business in 16410 Northern Blvd Ste 101, 11358-2668, Flushing, New York dentists, clinics and vets. Phone 19176784422. ## About - Website: http://mdmoon.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 4814 of 6404 in New York dentists, clinics and vets. Top 75% 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: Grace Dental Studio | 法拉盛的牙科诊所, 法拉盛的牙医, 뉴욕, 임플란트, 치과, 한보영치과) (F, 0 m, https://directindex.org/r/gracedentalstudio.com); Northern Urgent Medical Care (F, 21 m, https://directindex.org/r/umdcare.com); Ventus Therapy LLC (D, 211 m, https://directindex.org/r/ventustherapy.com); Queens Family Dental (D, 231 m, https://directindex.org/r/queensfamilydental.com); David Kim Dental (D, 298 m, https://directindex.org/r/davidkimdental.com); Marcial Dental Pc (C, 312 m, https://directindex.org/r/marcialdentalpc.com); Vantage Oncology (B, 552 m, https://directindex.org/r/vantagehealth.com); Wasserman Family Dentistry (B, 597 m, https://directindex.org/r/wassermanfamilydentistry.com); Lida Dental (D, 780 m, https://directindex.org/r/smileudentistry.com); 굿뉴스보청기언어청각센터 뉴욕지점 Good News Hearing And Communication Center-ny Branch (F, 804 m, https://directindex.org/r/goodnewscenter.net). ## 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/mdmoon.com/agent-view ## Businesses like Taewon Moon, Md - Flushing Office 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 | 6404 | 49% | 19% | 38.5% | The best of the businesses of the same kind 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); Pro Motion Physical Therapy (A 95.4%, https://directindex.org/r/promotionphysicaltherapy.com); Sutton Animal Hospital (A 95.4%, https://directindex.org/r/suttonvet.com); Premier Dermatology and Aesthetics (A 93.8%, https://directindex.org/r/pdskincenter.com). With the three fixes above (No structured data for the business; No online booking link on the website; No list of services and prices found), the score would be about 90.8%. That would be 9th of 6,404 in New York dentists, clinics and vets, up from 4814th. ## The direct record What agents get for Taewon Moon, Md - Flushing Office, as JSON: https://directindex.org/api/direct/mdmoon.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 19176784422 ## 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 | 22 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 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/mdmoon.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/mdmoon.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/mdmoon.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=mdmoon.com&force=1