# مطعم لؤلؤة الشرق: Agent-Direct Score D (43.1%) Site: https://orientpearlqatar.com/ Report: https://directindex.org/r/orientpearlqatar.com Scanned: 2026-10-17 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) مطعم لؤلؤة الشرق is hard for agents to use. An AI assistant can open مطعم لؤلؤة الشرق's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online. ## Direct links - Phone: +974 4410 6600 ## Nearby, also direct Places near مطعم لؤلؤة الشرق that take a booking or an order on their own website, with no marketplace in between. - Jiwan Restaurant (330 m): https://directindex.org/r/jiwan.qa - Claw BBQ Doha (340 m): https://directindex.org/r/clawbbq.com - Karkeh Lebanese Restaurant (530 m): https://directindex.org/r/bwpdoha.com - Papa John's (760 m): https://directindex.org/r/papajohns.co.uk ## 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 - **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. 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. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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 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) - **The footer says © 2017.** Visitors and assistants may read that year as the last time anyone looked after the site. ## 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. ``` # مطعم لؤلؤة الشرق > restaurant in Doha. Phone +974 4410 6600. ## About - Website: https://orientpearlqatar.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 178 of 308 in Doha. Top 58% 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 | 97% | no | | Publish the menu or price list as HTML | 75% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 91% | yes | | Structured data with address, phone and hours | 31% | no | | Have an llms.txt | 22% | no | Nearest places in the index: Jikoni Restaurant (F, 248 m, https://directindex.org/r/jikoniqatar.com); Jiwan Restaurant (D, 330 m, https://directindex.org/r/jiwan.qa); Claw BBQ Doha (C, 343 m, https://directindex.org/r/clawbbq.com); Thalatheen (D, 467 m, https://directindex.org/r/thalatheen.com); Karkeh Lebanese Restaurant (B, 529 m, https://directindex.org/r/bwpdoha.com); Yoko Sizzlers (D, 541 m, https://directindex.org/r/yokosizzlers.com); Bharath (D, 748 m, https://directindex.org/r/bharathvasantabhavan.com); Roti & Boti (F, 757 m, https://directindex.org/r/rotiandboti.com); Zaitoon Restaurant (D, 758 m, https://directindex.org/r/thezaitoon.com); Papa John's (B, 759 m, https://directindex.org/r/papajohns.co.uk). ## 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 Doha and named 69 places. مطعم لؤلؤة الشرق wasn't one of them. See who was named: https://directindex.org/city/doha/recommended See what an AI agent reads on this site: https://directindex.org/r/orientpearlqatar.com/agent-view ## Businesses like مطعم لؤلؤة الشرق in Doha | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Doha | 308 | 46% | 21% | 43.1% | The best of the businesses of the same kind in Doha: Five Guys (A 100%, https://directindex.org/r/fiveguys.qa); Polka Qatar (A 100%, https://directindex.org/r/polkarestaurantqatar.com); Reberu (A 100%, https://directindex.org/r/reberu.qa); Burger King - Almeera (A 96.9%, https://directindex.org/r/burgerkingdelivery.qa); Amara Indian Restaurant (A 95.4%, https://directindex.org/r/amara.qa). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 95.4%. That would be 5th of 308 in Doha, up from 178th. ## The direct record What agents get for مطعم لؤلؤة الشرق, as JSON: https://directindex.org/api/direct/orientpearlqatar.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +974 4410 6600 ## 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 A browser path finder looked at the rendered home page on 2026-10-19 and found no booking or ordering link the scan had missed. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 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/orientpearlqatar.com - 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: 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/orientpearlqatar.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/orientpearlqatar.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=orientpearlqatar.com&force=1