# Observatory Bar and Grill: Agent-Direct Score D (44.6%) Site: https://observatorylounge.ae/ Report: https://directindex.org/r/observatorylounge.ae Scanned: 2026-10-18 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Observatory Bar and Grill is hard for agents to use. Some AI assistants are turned away by Observatory Bar and Grill's website. It can read what Observatory Bar and Grill offers. It finds a way to book or order directly, through app.tablz.com. ## Direct links - Menu: https://www.observatorylounge.ae/our-menus - Phone: +97143194795 ## 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 - **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 - **Booking through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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. ``` # Observatory Bar and Grill > local business (bar and grill) in Dubai Marriott Harbour Hotel & Suites - 52nd Floor - King Salman Bin Abdulaziz Al Saud St, 2344, دبي, Dubai. Phone +97143194795. ## Book or order directly - Menu: https://www.observatorylounge.ae/our-menus ## About - Website: https://observatorylounge.ae/ - 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. ## Where it stands 917 of 1620 in Dubai. Top 57% 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% | no | | Publish the menu or price list as HTML | 90% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 90% | no | | Structured data with address, phone and hours | 50% | no | | Have an llms.txt | 31% | no | Nearest places with a similar menu: Speakeasy Bar and Restaurant (C, 1491 m, https://directindex.org/r/speakeasydubai.com); Catch22 (F, 1925 m, https://directindex.org/r/catch22.ae); Hurricane's Grill & Bar The Beach (F, 2154 m, https://directindex.org/r/onelink.to); Merak | Restaurant & Grill (B, 2463 m, https://directindex.org/r/merakdxb.com); The Maine Oyster Bar and Grill (C, 2489 m, https://directindex.org/r/themainegroup.com); Seagrill Bistro (C, 2550 m, https://directindex.org/r/fairmont.com); Solis Beach Club (F, 3222 m, https://directindex.org/r/hugedomains.com); Lock, Stock and Barrel (F, 3465 m, https://directindex.org/r/lockstockandbarrelglobal.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 12 everyday questions about Dubai and named 67 places. Observatory Bar and Grill wasn't one of them. See who was named: https://directindex.org/city/dubai/recommended Compared with its peers: Sites built with Webflow 58% (26% A or B, 3358 sites); This site 44.6%. See what an AI agent reads on this site: https://directindex.org/r/observatorylounge.ae/agent-view ## Businesses like Observatory Bar and Grill in Dubai | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Dubai | 1620 | 49% | 25% | 44.6% | | Sites built with Webflow in Dubai | 62 | 65% | 45% | 44.6% | The best of the sites built with Webflow in Dubai: Turkish Village (A 100%, https://directindex.org/r/turkishvillage.com); Papa Johns - Kitopi Motor City (A 95.4%, https://directindex.org/r/papajohns.ae); Paros Rooftop Bar and Restaurant (A 95.4%, https://directindex.org/r/parosdubai.com); Rare (A 90%, https://directindex.org/r/therare.ae); Novikov Cafe (A 87.7%, https://directindex.org/r/novikov-cafe.com). With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; Booking through an unrecognised third party), the score would be about 95.4%. That would be 34th of 1,620 in Dubai, up from 917th. ## The direct record What agents get for Observatory Bar and Grill, as JSON: https://directindex.org/api/direct/observatorylounge.ae - Book: none on record - Order: none on record - Menu: https://www.observatorylounge.ae/our-menus (html_page; from the scan) - Hours: none on record - Phone: +97143194795 - Stable links that count: https://directindex.org/go/observatorylounge.ae/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 | 8 | 25 | | Actionable | 6 | 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/observatorylounge.ae - 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/observatorylounge.ae/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/observatorylounge.ae/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=observatorylounge.ae&force=1