# Mple Lounge: Agent-Direct Score C (56.9%) Site: http://www.mple.kr Report: https://directindex.org/r/mple.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.) Mple Lounge is partly visible to agents. An AI assistant can open Mple Lounge'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 - Book directly: http://www.mple.kr/content/reservation (on the business's own site) - Phone: +1025087847 - Address: 논현로 404, - Languages: Korean, English ## Nearby, also direct Places near Mple Lounge that take a booking or an order on their own website, with no marketplace in between. - 고트레 (610 m): https://directindex.org/r/gotre.co.kr ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). 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 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 ## 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. ``` # Mple Lounge > local business in 논현로 404, , Seoul cafes and bars. Phone +1025087847. ## Book or order directly - Book: http://www.mple.kr/content/reservation (on the business's own site) ## About - Website: http://www.mple.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. - **Booking on your own site.** Agents can book without going through a marketplace. ## Where it stands 88 of 799 in Seoul cafes and bars. Top 11% 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% | yes | | Publish the menu or price list as HTML | 42% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 57% | yes | | Structured data with address, phone and hours | 6% | no | | Have an llms.txt | 27% | no | Nearest places in the index: Ediya Coffee (F, 115 m, https://directindex.org/r/ediya.co.kr); 알라카르테 (C, 278 m, https://directindex.org/r/alacartemall.com); 에이바우트커피 (D, 283 m, https://directindex.org/r/a-boutcoffee.com); 이태원천상 역삼점 (F, 462 m, https://directindex.org/r/10040.co.kr); Prabean Coffee (F, 486 m, https://directindex.org/r/prabean.com); 위너스크린골프 (F, 589 m, https://directindex.org/r/golfzon.com); 고트레 (D, 608 m, https://directindex.org/r/gotre.co.kr); 프리버드2 (F, 623 m, https://directindex.org/r/freebud.co.kr); 퀴즈노스 역삼점 (F, 652 m, https://directindex.org/r/quiznos.co.kr); 비놀릭 (F, 668 m, https://directindex.org/r/vinolic.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. See what an AI agent reads on this site: https://directindex.org/r/mple.kr/agent-view ## Businesses like Mple Lounge in Seoul cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seoul cafes and bars | 799 | 34% | 2% | 56.9% | The best of the businesses of the same kind in Seoul cafes and bars: THE BARN Coffee Roasters Berlin (A 87.5%, https://directindex.org/r/thebarn.de); Prada (A 86.2%, https://directindex.org/r/prada.com); 을지맥옥 별관(Euljiro Brewing) (A 86.2%, https://directindex.org/r/bestpizzaseoul.com); Bonilla churros 보닐라츄러스 (B 83.8%, https://directindex.org/r/bonillaalavista.com); The Coffee Bean & Tea Leaf (B 81.3%, https://directindex.org/r/coffeebean.com). With the three fixes above (No structured data for the business; No menu or price list found; No working HTTPS), the score would be about 95.4%, which would be first of 799 in Seoul cafes and bars. ## The direct record What agents get for Mple Lounge, as JSON: https://directindex.org/api/direct/mple.kr - Book: http://www.mple.kr/content/reservation (own site; found by the scan of 2026-10-21, not yet tested) - Order: none on record - Menu: none on record - Hours: none on record - Phone: +1025087847 - Stable links that count: https://directindex.org/go/mple.kr/book ## 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 | 22 | 25 | | Readable | 0 | 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/mple.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: yes - 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/mple.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/mple.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=mple.kr&force=1