# 하하: Agent-Direct Score F (33.8%) Site: http://www.melon.com/artist/timeline.htm?artistId=646176 Report: https://directindex.org/r/melon.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.) 하하 is largely invisible to agents. Some AI assistants are turned away by 하하's website. It can read what 하하 offers. It can't find a link to book or order online. ## Direct links - Menu: https://www.melon.com/tv/menu/index.htm?menuSeq=1 - Phone: +8223370211 - Address: 연남동 229-12, 121-865, 서울 ## Nearby, also direct Places near 하하 that take a booking or an order on their own website, with no marketplace in between. - Pie Republic (450 m): https://directindex.org/r/shuttledelivery.co.kr ## What to fix first - **No structured data for the business.** (+15 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 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 - **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (+10 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents - **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, 9.4% 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 ``` robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. ``` # Let AI assistants read the site: they send people to you; a marketplace keeps them. # Remove any Disallow lines for these names elsewhere in this file. User-agent: GPTBot Allow: / User-agent: ClaudeBot Allow: / User-agent: PerplexityBot Allow: / User-agent: Google-Extended Allow: / User-agent: OAI-SearchBot Allow: / User-agent: ChatGPT-User Allow: / User-agent: Claude-User Allow: / User-agent: Perplexity-User Allow: / ``` llms.txt. Save as /llms.txt at the root of the site. ``` # 하하 > local business (chinese) in 연남동 229-12, 121-865, 서울, Seoul. Phone +8223370211. ## Book or order directly - Menu: https://www.melon.com/tv/menu/index.htm?menuSeq=1 ## About - Website: http://www.melon.com/artist/timeline.htm?artistId=646176 - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 740 of 1420 in Seoul. Top 52% 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 | 74% | no | | Publish the menu or price list as HTML | 64% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 79% | no | | Structured data with address, phone and hours | 5% | no | | Have an llms.txt | 28% | no | Nearest places in the index: 라페름 연남 (D, 161 m, https://directindex.org/r/laferme.co.kr); Gongdreen (F, 314 m, https://directindex.org/r/gongdreen.com); Pie Republic (B, 446 m, https://directindex.org/r/shuttledelivery.co.kr); 스시겐 (F, 481 m, https://directindex.org/r/sushigen.com); Monster Pizza Station (F, 501 m, https://directindex.org/r/monsterpizza.co.kr); 베트남노상식당 연남직영점 (F, 516 m, https://directindex.org/r/nosangsikdang.com); 궁 개성만두 (F, 609 m, https://directindex.org/r/koong.co.kr); 카츠토랑 연남본점 (F, 661 m, https://directindex.org/r/katsutaurant.co.kr); mizarmiza (D, 704 m, https://directindex.org/r/mizarmiza.com); C27 (D, 716 m, https://directindex.org/r/c27.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 22 everyday questions about Seoul and named 104 places. 하하 wasn't one of them. See who was named: https://directindex.org/city/seoul/recommended See what an AI agent reads on this site: https://directindex.org/r/melon.com/agent-view ## Businesses like 하하 in Seoul | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seoul | 1420 | 34% | 3% | 33.8% | The best of the businesses of the same kind in Seoul: 뉴오더클럽 한남 (A 96.9%, https://directindex.org/r/neworderclub.com); 버거파크 (A 95.4%, https://directindex.org/r/burgerpark.co.kr); Bruxie (A 90.8%, https://directindex.org/r/bruxie.com); Tap Public (A 90.8%, https://directindex.org/r/tappublic.com); 아벤티움 (A 90.8%, https://directindex.org/r/aventium.co.kr). With the three fixes above (No structured data for the business; No booking or ordering link on the website; robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User), the score would be about 95.4%. That would be 2nd of 1,420 in Seoul, up from 740th. ## The direct record What agents get for 하하, as JSON: https://directindex.org/api/direct/melon.com - Book: none on record - Order: none on record - Menu: https://www.melon.com/tv/menu/index.htm?menuSeq=1 (html_page; from the scan) - Hours: none on record - Phone: +8223370211 - Stable links that count: https://directindex.org/go/melon.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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 15 | 25 | | Readable | 7 | 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/melon.com - 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: no Keep watching this business (https://directindex.org/r/melon.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/melon.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=melon.com&force=1