# The Lobby Lounge: Agent-Direct Score D (50.8%) Site: https://www.frasershousethelobbylounge.com/ Report: https://directindex.org/r/frasershousethelobbylounge.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.) The Lobby Lounge is hard for agents to use. Some AI assistants are turned away by The Lobby Lounge's website. It can read what The Lobby Lounge offers. It finds a way to book or order directly, through SevenRooms. ## Direct links - Book directly: https://www.sevenrooms.com/reservations/thelobbyloungesinlb?venues=thelobbyloungesinlb,manfuyuansinlb,lucesinlb (through sevenrooms acting for the business) - Menu: https://www.frasershousethelobbylounge.com/menu - Phone: +6568251008 - Address: Intercontinental Singapore, 80 Middle Rd, Singapore 188966, Singapore, 188966, Singapore - Its menu mentions: a lunch or set menu - Prices: 11 prices on the site, the middle one SGD 62.00 ## Nearby, also direct Places near The Lobby Lounge that take a booking or an order on their own website, with no marketplace in between. - Tip Top Curry Puff (90 m): https://directindex.org/r/tiptopcurrypuff.com - OTC Cafe (100 m): https://directindex.org/r/otccafe.sg - The Marmalade Pantry Petite - Brunch Cafe @ Bugis Junction (110 m): https://directindex.org/r/themarmaladepantry.com.sg - LiHO Tea (170 m): https://directindex.org/r/capitaland.com - 味香園甜品 Mei Heong Yuen Dessert (180 m): https://directindex.org/r/meiheongyuendessert.com.sg ## What to fix first - **No structured data for the business.** (+14 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 - **The server turns AI crawlers away at the door.** (+10 points) Requests as GPTBot (challenge:access denied), ClaudeBot (challenge:access denied), PerplexityBot (challenge:access denied) 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 - **Ordering through an unrecognised third party.** (+5 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **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) - **11 prices on the landing page, the middle one SGD 62.00.** In Singapore, the middle price of comparable sites that show prices is SGD 29.00. ## 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. ``` # The Lobby Lounge > local business in Intercontinental Singapore, 80 Middle Rd, Singapore 188966, Singapore, 188966, Singapore, Singapore cafes and bars. Phone +6568251008. ## Book or order directly - Book: https://www.sevenrooms.com/reservations/thelobbyloungesinlb?venues=thelobbyloungesinlb,manfuyuansinlb,lucesinlb (through sevenrooms acting for the business) - Menu: https://www.frasershousethelobbylounge.com/menu ## About - Website: https://www.frasershousethelobbylounge.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. - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Booking through sevenrooms on your own domain.** There's no marketplace commission, and the customer stays yours. - **SevenRooms works with agents through its partners.** SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Terms read on 2026-10-15: https://sevenrooms.com/terms-of-service/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands 583 of 1062 in Singapore cafes and bars. Top 55% 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 | 98% | yes | | Publish the menu or price list as HTML | 83% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | no | | Structured data with address, phone and hours | 35% | no | | Have an llms.txt | 51% | no | Nearest places in the index: Secret Garden at InterContinental Singapore (F, 49 m, https://directindex.org/r/intercontinental.com); Alex Creation Cafe (C, 78 m, https://directindex.org/r/alexcreationcafe.com); Shinno Tea (D, 82 m, https://directindex.org/r/shinnotea.com); Tip Top Curry Puff (B, 91 m, https://directindex.org/r/tiptopcurrypuff.com); OTC Cafe (D, 95 m, https://directindex.org/r/otccafe.sg); The Marmalade Pantry Petite - Brunch Cafe @ Bugis Junction (B, 106 m, https://directindex.org/r/themarmaladepantry.com.sg); Joy Luck Teahouse (D, 129 m, https://directindex.org/r/joyluckteahouse.com); LiHO Tea (B, 174 m, https://directindex.org/r/capitaland.com); 味香園甜品 Mei Heong Yuen Dessert (C, 176 m, https://directindex.org/r/meiheongyuendessert.com.sg); Bloom & Boom (C, 176 m, https://directindex.org/r/bloom-boom.sg). ## 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 Webflow 56% (22% A or B, 9629 sites); Sites using SevenRooms 74% (64% A or B, 4812 sites); This site 50.8%. See what an AI agent reads on this site: https://directindex.org/r/frasershousethelobbylounge.com/agent-view ## Businesses like The Lobby Lounge in Singapore cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Singapore cafes and bars | 1062 | 51% | 30% | 50.8% | | Sites built with Webflow in Singapore cafes and bars | 16 | 64% | 31% | 50.8% | | Sites using SevenRooms in Singapore cafes and bars | 59 | 73% | 64% | 50.8% | | Sites built with Webflow and using SevenRooms in Singapore cafes and bars | 5 | 69% | 60% | 50.8% | The best of the sites built with Webflow and using SevenRooms in Singapore cafes and bars: CÉ LA VI (A 85%, https://directindex.org/r/celavi.com); The Best Brew (B 76.9%, https://directindex.org/r/bestbrewsingapore.com); Republic Bar Singapore (B 72.3%, https://directindex.org/r/republicbar.com.sg); Cool Cats (C 61.5%, https://directindex.org/r/coolcats.sg). With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; Ordering through an unrecognised third party), the score would be about 95.4%. That would be 10th of 1,062 in Singapore cafes and bars, up from 583rd. ## The direct record What agents get for The Lobby Lounge, as JSON: https://directindex.org/api/direct/frasershousethelobbylounge.com - Book: https://www.sevenrooms.com/reservations/thelobbyloungesinlb?venues=thelobbyloungesinlb,manfuyuansinlb,lucesinlb (vendor on own site: SevenRooms; found by the scan of 2026-10-22, not yet tested) - Order: none on record - Menu: https://www.frasershousethelobbylounge.com/menu (html_page; from the scan) - Hours: none on record - Phone: +6568251008 - Stable links that count: https://directindex.org/go/frasershousethelobbylounge.com/book, https://directindex.org/go/frasershousethelobbylounge.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 - Vendor terms for agents, SevenRooms: Through partners. SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Read 2026-10-15: https://sevenrooms.com/terms-of-service/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 15 | 25 | | Readable | 8 | 25 | | Actionable | 10 | 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/frasershousethelobbylounge.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/frasershousethelobbylounge.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/frasershousethelobbylounge.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=frasershousethelobbylounge.com&force=1