# Mandi Man: Agent-Direct Score B (73.8%) Site: https://mandiman.ae Report: https://directindex.org/r/mandiman.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.) Mandi Man is mostly ready for agents. An AI assistant can open Mandi Man's website. It can read what Mandi Man offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://www.mandiman.ae/order-online (on the business's own site) - Menu: https://www.mandiman.ae/menu - Phone: +971 4 564 1732 ## What to fix first - WhatsApp: a link on the site - **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 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. ``` # Mandi Man > local business (middle eastern) in Barajeel Residencey, Dubai, Dubai. Phone +971 4 564 1732. ## Book or order directly - Order: https://www.mandiman.ae/order-online (on the business's own site) - Menu: https://www.mandiman.ae/menu ## About - Website: https://mandiman.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. - **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. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 306 of 1620 in Dubai. Top 19% 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% | yes | | Publish the menu or price list as HTML | 90% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes | | Structured data with address, phone and hours | 50% | no | | Have an llms.txt | 31% | no | Nearest places in the index: LONG HILL Brasserie (D, 120 m, https://directindex.org/r/form-hotel.com); Into The Jungle Brunch (C, 978 m, https://directindex.org/r/familybrunchdubai.com); OceanPrimedxb (D, 1170 m, https://directindex.org/r/2tlob.com); Labbaik Cafe & Restaurant - Jaddaf (C, 1179 m, https://directindex.org/r/labbaikcafe.com); Pizza Ghost (A, 1193 m, https://directindex.org/r/pizzaghost.com); 180degree.ae (D, 1215 m, https://directindex.org/r/180degree.ae); Subway (C, 1222 m, https://directindex.org/r/subway.com); GrillO The Healthier Option (DHCC) (B, 1310 m, https://directindex.org/r/grillo.ae); Al Madina Tasty Restaurant (F, 1327 m, https://directindex.org/r/noon.com); Laziz Persian Restaurant - Number #1 Iranian Restaurant DHCC (D, 1345 m, https://directindex.org/r/lazizlounge.ae). ## 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. Mandi Man wasn't one of them. See who was named: https://directindex.org/city/dubai/recommended Compared with its peers: Sites built with GoDaddy Website Builder 41% (14% A or B, 1674 sites); This site 73.8%. See what an AI agent reads on this site: https://directindex.org/r/mandiman.ae/agent-view ## Businesses like Mandi Man in Dubai | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Dubai | 1620 | 49% | 25% | 73.8% | | Sites built with GoDaddy Website Builder in Dubai | 23 | 32% | 4% | 73.8% | The best of the sites built with GoDaddy Website Builder in Dubai: Qedreh W Mansaf Catering - قـدره و مـنسف للتواصي (C 60%, https://directindex.org/r/qedrehwmansaf.com); Kebab Bistro (C 58.9%, https://directindex.org/r/kebabbistro.ae); Hyderabadi Biryani and Kababs (D 46.2%, https://directindex.org/r/hbkflavors.com); Deep cafe (D 43.1%, https://directindex.org/r/deepsports.ae); The Barnyard (D 41.5%, https://directindex.org/r/thebarnyard.me). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 34th of 1,620 in Dubai, up from 306th. ## The direct record What agents get for Mandi Man, as JSON: https://directindex.org/api/direct/mandiman.ae - Book: none on record - Order: https://www.mandiman.ae/order-online (own site; found by the scan of 2026-10-18, not yet tested) - Menu: https://www.mandiman.ae/menu (html_page; from the scan) - Hours: none on record - Phone: +971 4 564 1732 - Stable links that count: https://directindex.org/go/mandiman.ae/order, https://directindex.org/go/mandiman.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 Found one hop past the home page: booking page /order-online: ordering via talabat, ordering link (other), ordering via deliveroo. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 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/mandiman.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/mandiman.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/mandiman.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=mandiman.ae&force=1