# 연세 리앤피부과: Agent-Direct Score F (35%) Site: https://www.leeand.co.kr/ Report: https://directindex.org/r/leeand.co.kr Scanned: 2026-10-16 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) 연세 리앤피부과 is largely invisible to agents. An AI assistant can open 연세 리앤피부과'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: 02-2671-9300 ## Nearby, also direct Places near 연세 리앤피부과 that take a booking or an order on their own website, with no marketplace in between. - 영등포구보건소 (1.3 km): https://directindex.org/r/ydp.go.kr ## 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 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. In Seoul, 18% of comparable sites declare one. ## 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. ``` # 연세 리앤피부과 > physician in Seoul dentists, clinics and vets. Phone 02-2671-9300. ## About - Website: https://www.leeand.co.kr/ - 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 661 of 1225 in Seoul dentists, clinics and vets. Top 54% 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 | 85% | no | | Publish the menu or price list as HTML | 12% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 86% | yes | | Structured data with address, phone and hours | 11% | no | | Have an llms.txt | 38% | no | Nearest places in the index: 오플란트치과의원 (F, 88 m, https://directindex.org/r/oplant1.co.kr); 영등포 라온치과 (D, 309 m, https://directindex.org/r/laondental.com); 계피부과의원 (D, 425 m, https://directindex.org/r/kye.net); 덴티스킨치과의원 (D, 435 m, https://directindex.org/r/dentiskin.co.kr); 서울동물병원 (F, 727 m, https://directindex.org/r/daum.net); 영등포구보건소 (C, 1332 m, https://directindex.org/r/ydp.go.kr); 24시 수동물메디컬센터 (D, 1418 m, https://directindex.org/r/sooamc.com); 아란태산후조리원 (F, 1475 m, https://directindex.org/r/arante.co.kr); 캣앤캣 고양이병원 (D, 1481 m, https://directindex.org/r/talktalkcat.co.kr); 닥터오의원 (D, 1530 m, https://directindex.org/r/dr-oclinic.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. The assistants were asked 12 everyday questions about Seoul dentists, clinics and vets and named 39 places. 연세 리앤피부과 wasn't one of them. See who was named: https://directindex.org/city/seoul-clinics/recommended See what an AI agent reads on this site: https://directindex.org/r/leeand.co.kr/agent-view ## Businesses like 연세 리앤피부과 in Seoul dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seoul dentists, clinics and vets | 1225 | 38% | 4% | 35% | The best of the businesses of the same kind in Seoul dentists, clinics and vets: The Line Plastic Surgery Clinic (B 84.6%, https://directindex.org/r/thelineclinic.com); โรงพยาบาลศัลยกรรมอะวัง AVANT Plastic Surgery Hospital (B 84.6%, https://directindex.org/r/avantprs.com); 압구정디오성형외과 (B 84.6%, https://directindex.org/r/dio-ps.com); 플래닛성형외과의원 (B 84.6%, https://directindex.org/r/planetps.co.kr); 마음샘정신과의원 (B 81.5%, https://directindex.org/r/mindflowpsychservices.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 77.5%. That would be 18th of 1,225 in Seoul dentists, clinics and vets, up from 661st. ## The direct record What agents get for 연세 리앤피부과, as JSON: https://directindex.org/api/direct/leeand.co.kr - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 02-2671-9300 ## 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 | 1 | 25 | | Actionable | 2 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/leeand.co.kr - 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/leeand.co.kr/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/leeand.co.kr/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=leeand.co.kr&force=1