# Dean & DeLuca: Agent-Direct Score C (61.5%) Site: http://www.blessresidence.com/ Report: https://directindex.org/r/blessresidence.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.) Dean & DeLuca is partly visible to agents. An AI assistant can open Dean & DeLuca'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, through blessbkk.smartbooking-pro.com. ## Direct links - Phone: +6622610464 - Address: ชั้น G Sukhumvit Rd, 10110, กรุงเทพมหานคร - Languages: English, Japanese ## Nearby, also direct Places near Dean & DeLuca that take a booking or an order on their own website, with no marketplace in between. - O'Shea's Irish Pub (130 m): https://directindex.org/r/osheasbkk.com - Zumkoffee (140 m): https://directindex.org/r/zummart.com - Hakata Coffee Bangkok (150 m): https://directindex.org/r/hakatacoffee.com ## What to fix first - **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 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 - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. 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. ``` # Dean & DeLuca > organization in ชั้น G Sukhumvit Rd, 10110, กรุงเทพมหานคร, Bangkok cafes and bars. Phone +6622610464. ## About - Website: http://www.blessresidence.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. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (Organization).** no address, phone or hours in it ## Where it stands 176 of 946 in Bangkok cafes and bars. 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 | 83% | no | | Publish the menu or price list as HTML | 61% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 86% | yes | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 30% | no | Nearest places in the index: Royal Oak (D, 128 m, https://directindex.org/r/royaloakthailand.com); The Bronx Bar (D, 128 m, https://directindex.org/r/hotelmanhattanbangkok.com); O'Shea's Irish Pub (B, 130 m, https://directindex.org/r/osheasbkk.com); Zumkoffee (C, 143 m, https://directindex.org/r/zummart.com); Hakata Coffee Bangkok (B, 147 m, https://directindex.org/r/hakatacoffee.com); Sarnies Cafe Sukhumvit (C, 158 m, https://directindex.org/r/sarnies.com); Hair of the Dog Phrom Phong (C, 172 m, https://directindex.org/r/hairofthedogbkk.com); Midori Music Bar Bangkok (F, 177 m, https://directindex.org/r/midorimusicbar.com); Sauce Coffee (D, 183 m, https://directindex.org/r/saucecoffee.co); TWG Tea Salon and Boutique at Emporium (D, 185 m, https://directindex.org/r/twgtea.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. Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 61.5%. See what an AI agent reads on this site: https://directindex.org/r/blessresidence.com/agent-view ## Businesses like Dean & DeLuca in Bangkok cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Bangkok cafes and bars | 946 | 42% | 13% | 61.5% | | Sites built with WordPress in Bangkok cafes and bars | 267 | 53% | 21% | 61.5% | The best of the sites built with WordPress in Bangkok cafes and bars: Havana Social (A 95.4%, https://directindex.org/r/havanasocialbkk.com); The Shamrock Irish Pub • BTS Bang Chak (A 95.4%, https://directindex.org/r/shakespearepubbangkok.com); View Bangkok Rooftop Bar & Restaurant (A 94.9%, https://directindex.org/r/viewrooftopbarbangkok.com); Dusit Gourmet (A 86.2%, https://directindex.org/r/baandusitthani.com); Irvin Brew And Beat (A 86.2%, https://directindex.org/r/irvinthaikitchen1976.com). With the three fixes above (Booking through an unrecognised third party; No menu or price list found; Structured data is incomplete), the score would be about 95.4%, which would be first of 946 in Bangkok cafes and bars. ## The direct record What agents get for Dean & DeLuca, as JSON: https://directindex.org/api/direct/blessresidence.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +6622610464 ## 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 | 25 | 25 | | Readable | 9 | 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/blessresidence.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: yes Keep watching this business (https://directindex.org/r/blessresidence.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/blessresidence.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=blessresidence.com&force=1