# 엠제이산부인과: Agent-Direct Score F (39.5%) Site: http://www.mjobgy.com Report: https://directindex.org/r/mjobgy.com Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) 엠제이산부인과 is largely invisible to agents. Some AI assistants are turned away by 엠제이산부인과's website. It can read what 엠제이산부인과 offers. It can't find a link to book or order online. ## Direct links - Menu: http://www.mjobgy.com/sub.php?menu_number=468 - Phone: +10221093000 - Address: 독산동 289-18, 153-010 ## Nearby, also direct Places near 엠제이산부인과 that take a booking or an order on their own website, with no marketplace in between. - 금천구보건소 (1.4 km): https://directindex.org/r/geumcheon.go.kr - 아가온여성병원 (1.5 km): https://directindex.org/r/agaon.co.kr ## 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 - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **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 ## 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. ``` # 엠제이산부인과 > local business in 독산동 289-18, 153-010, Seoul dentists, clinics and vets. Phone +10221093000. ## Book or order directly - Menu: http://www.mjobgy.com/sub.php?menu_number=468 ## About - Website: http://www.mjobgy.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. - **List of services and prices is an HTML page.** Agents can read the items and prices. ## Where it stands 456 of 1225 in Seoul dentists, clinics and vets. Top 37% 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% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 86% | no | | Structured data with address, phone and hours | 11% | no | | Have an llms.txt | 38% | no | Nearest places in the index: 이플란트치과의원 (F, 158 m, https://directindex.org/r/2plant.co.kr); 금천구보건소 (D, 1422 m, https://directindex.org/r/geumcheon.go.kr); 연세봄빛피부과 (D, 1453 m, https://directindex.org/r/ysbb.co.kr); 연세리엘의원 (F, 1524 m, https://directindex.org/r/leighelclinic.co.kr); 아가온여성병원 (C, 1525 m, https://directindex.org/r/agaon.co.kr); 슈퍼스타피부과 (F, 1538 m, https://directindex.org/r/superskin.co.kr); TM global (F, 1612 m, https://directindex.org/r/tm-global.net); 디지털치과 (D, 1720 m, https://directindex.org/r/digital-clinic.co.kr); 금천삼성본정형외과의원 (F, 1801 m, https://directindex.org/r/samsungos.kr); 베스트e치과의원 (F, 1913 m, https://directindex.org/r/beste.co.kr). ## 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. 엠제이산부인과 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/mjobgy.com/agent-view ## Businesses like 엠제이산부인과 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% | 39.5% | 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; The server turns AI crawlers away at the door), the score would be about 90.8%, which would be first of 1,225 in Seoul dentists, clinics and vets. ## The direct record What agents get for 엠제이산부인과, as JSON: https://directindex.org/api/direct/mjobgy.com - Book: none on record - Order: none on record - Menu: http://www.mjobgy.com/sub.php?menu_number=468 (html_page; from the scan) - Hours: none on record - Phone: +10221093000 - Stable links that count: https://directindex.org/go/mjobgy.com/menu ## 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: menu page /sub.php: almost no text without JavaScript. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 18.7 | 25 | | Readable | 7 | 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/mjobgy.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/mjobgy.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/mjobgy.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=mjobgy.com&force=1