# 마하한남: Agent-Direct Score D (43.1%) Site: http://www.ma-ha.co.kr/ Report: https://directindex.org/r/ma-ha.co.kr Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) 마하한남 is hard for agents to use. An AI assistant can open 마하한남's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online. ## Direct links - Phone: +827080648409 - Address: 서울시 용산구 동빙고동 21-2, 4층, 04398, Seoul ## Nearby, also direct Places near 마하한남 that take a booking or an order on their own website, with no marketplace in between. - Bar - Privilege Bar (520 m): https://directindex.org/r/accor.com - Fragrance lab Once32 (940 m): https://directindex.org/r/once32.com - Champ Coffee 2nd Workroom (950 m): https://directindex.org/r/champcoffee.com - Hustle (1 km): https://directindex.org/r/planethustle.com ## What to fix first - **No booking or ordering 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 a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. 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 working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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, 10% 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. ``` # 마하한남 > organization in 서울시 용산구 동빙고동 21-2, 4층, 04398, Seoul, Seoul cafes and bars. Phone +827080648409. ## About - Website: http://www.ma-ha.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.** 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 305 of 842 in Seoul cafes and bars. 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 | 80% | no | | Publish the menu or price list as HTML | 47% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 58% | yes | | Structured data with address, phone and hours | 5% | no | | Have an llms.txt | 25% | no | Nearest places in the index: Bar - Privilege Bar (D, 523 m, https://directindex.org/r/accor.com); Fragrance lab Once32 (D, 938 m, https://directindex.org/r/once32.com); Champ Coffee 2nd Workroom (D, 946 m, https://directindex.org/r/champcoffee.com); Hustle (B, 1029 m, https://directindex.org/r/planethustle.com); La Nube (D, 1057 m, https://directindex.org/r/thebacco.co.kr); Bavaria Cafe in Itaewon (F, 1091 m, https://directindex.org/r/soloist.in); The Craic House (D, 1118 m, https://directindex.org/r/craichousekorea.com); Globe Lounge (F, 1194 m, https://directindex.org/r/uos.ac.kr); Soap Seoul (D, 1200 m, https://directindex.org/r/soapseoul.com); 올댓재즈(All that Jazz) (F, 1201 m, https://directindex.org/r/allthatjazz.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. Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 43.1%. See what an AI agent reads on this site: https://directindex.org/r/ma-ha.co.kr/agent-view ## Businesses like 마하한남 in Seoul cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seoul cafes and bars | 842 | 35% | 2% | 43.1% | | Sites built with WordPress in Seoul cafes and bars | 45 | 45% | 7% | 43.1% | The best of the sites built with WordPress in Seoul cafes and bars: Bonilla churros 보닐라츄러스 (B 83.8%, https://directindex.org/r/bonillaalavista.com); 에이와인 (B 72.3%, https://directindex.org/r/awine.kr); Flash Coffee (B 70.8%, https://directindex.org/r/flash-coffee.com); 투다리 전농2점 (C 65.7%, https://directindex.org/r/tudari.co.kr); Antidote (C 63.1%, https://directindex.org/r/antidoteseoul.com). With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 87.7%, which would be first of 842 in Seoul cafes and bars. ## The direct record What agents get for 마하한남, as JSON: https://directindex.org/api/direct/ma-ha.co.kr - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +827080648409 ## 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 | 20 | 25 | | Readable | 8 | 25 | | Actionable | 0 | 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/ma-ha.co.kr - 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/ma-ha.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/ma-ha.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=ma-ha.co.kr&force=1