# Seoulmenu: Agent-Direct Score C (63.1%) Site: http://seoulmenu.com Report: https://directindex.org/r/seoulmenu.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.) Seoulmenu is partly visible to agents. An AI assistant can open Seoulmenu'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 - Order directly: https://seoulmenu.com/products/items/MTA1Ng/NDE4 (on the business's own site) - Phone: 12129670077 - Address: 11W W 32nd St, 10001-3801, New York ## Nearby, also direct Places near Seoulmenu that take a booking or an order on their own website, with no marketplace in between. - Five Senses (10 m): https://directindex.org/r/fivesensesnyc.com - O2 Hot Stone BBQ House - Koreatown NYC (10 m): https://directindex.org/r/princeteahouse.com - BCD Tofu House (20 m): https://directindex.org/r/bcdtofuhouse.com - missKOREA BBQ (40 m): https://directindex.org/r/misskoreabbq.com - New Wonjo (50 m): https://directindex.org/r/newwonjo.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list 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 ## 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. ``` # Seoulmenu > local business (korean) in 11W W 32nd St, 10001-3801, New York, New York. Phone 12129670077. ## Book or order directly - Order: https://seoulmenu.com/products/items/MTA1Ng/NDE4 (on the business's own site) ## About - Website: http://seoulmenu.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. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 4725 of 11000 in New York. Top 43% 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 | 100% | yes | | Publish the menu or price list as HTML | 95% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 25% | no | Nearest places with a similar menu: CFC Korean Fried Chicken K Culture (C, 2 m, https://directindex.org/r/koreanculture.org); Gammeeok (F, 10 m, https://directindex.org/r/gammeeok.com); Five Senses (D, 13 m, https://directindex.org/r/fivesensesnyc.com); O2 Hot Stone BBQ House - Koreatown NYC (B, 14 m, https://directindex.org/r/princeteahouse.com); BCD Tofu House (B, 24 m, https://directindex.org/r/bcdtofuhouse.com); Woorijip (C, 35 m, https://directindex.org/r/woorijip.com); missKOREA BBQ (B, 35 m, https://directindex.org/r/misskoreabbq.com); New Wonjo (B, 45 m, https://directindex.org/r/newwonjo.com); BB.Q Olive Chicken (B, 55 m, https://directindex.org/r/bbqchicken.com); Joo Ok (C, 60 m, https://directindex.org/r/joo-ok.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 13 everyday questions about New York and named 69 places. Seoulmenu wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended See what an AI agent reads on this site: https://directindex.org/r/seoulmenu.com/agent-view ## Businesses like Seoulmenu in New York | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York | 11000 | 52% | 34% | 63.1% | The best of the businesses of the same kind in New York: 3 Guys Sushi (A 100%, https://directindex.org/r/3guyssushi.com); 3rd Ave Deli Gourmet and Juice Bar (A 100%, https://directindex.org/r/3rdavegourmet.com); 57s All American Grill (A 100%, https://directindex.org/r/57sburger.com); A1 Asian Fusion (A 100%, https://directindex.org/r/a1asianfusion.com); Abey African and Mediterranean Restaurant (A 100%, https://directindex.org/r/abeyrestaurant.com). With the two fixes above (No structured data for the business; No menu or price list found), the score would be about 95.4%. That would be 336th of 11,000 in New York, up from 4725th. ## The direct record What agents get for Seoulmenu, as JSON: https://directindex.org/api/direct/seoulmenu.com - Book: none on record - Order: https://seoulmenu.com/products/items/MTA1Ng/NDE4 (own site; found by the scan of 2026-10-24, not yet tested) - Menu: none on record - Hours: none on record - Phone: 12129670077 - Stable links that count: https://directindex.org/go/seoulmenu.com/order ## 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 | 15 | 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/seoulmenu.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/seoulmenu.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/seoulmenu.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=seoulmenu.com&force=1