# Upper House: Agent-Direct Score D (43.1%) Site: https://bhotel.com.my/dining/ Report: https://directindex.org/r/bhotel.com.my Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Upper House is hard for agents to use. An AI assistant can open the website of Upper House. It finds no menu or price list, so it answers from other sites. It finds no link to book or order online, only a phone number. ## Direct links - Phone: +6012 835 6610 ## 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). It is the one block every assistant reads first; 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) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent 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 menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Upper House > restaurant in Kuala Lumpur. Phone +6012 835 6610. ## Opening hours 17:00-21:00; Sa,Su 17:00-01:00 ## About - Website: https://bhotel.com.my/dining/ - 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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. ## Where it stands 113 of 166 in Kuala Lumpur. Top 68% of the sites scanned in this index. | What the top tenth 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 | 94% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes | | Structured data with address, phone and hours | 29% | no | | Have an llms.txt | 6% | no | Nearest places in the index: Nam Heong (D, 87 m, https://directindex.org/r/namheongchickenrice.com); The Hungry Tapir (C, 148 m, https://directindex.org/r/hungrytapir.com); Dunkin' (F, 441 m, https://directindex.org/r/dunkindonuts.com); Adyar Ananda Bhavan (D, 478 m, https://directindex.org/r/a2b.world); Nikka Kitchen & Lounge (D, 631 m, https://directindex.org/r/nikka.life); Saravanaa Bhavan (F, 687 m, https://directindex.org/r/saravanaabhavan.com); Dury Dury (C, 995 m, https://directindex.org/r/durydury.com); Bijan Bar and Restaurant (F, 1073 m, https://directindex.org/r/bijanrestaurant.com); Sao Nam (F, 1112 m, https://directindex.org/r/saonam.com.my); Cielo Rooftop - Dining and Lounge (A, 1113 m, https://directindex.org/r/cielokl.com). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included. Against its peers: Sites built with WordPress 59% (31% A or B, 38935 sites); This site 43.1%. See what an AI agent reads on this site: https://directindex.org/r/bhotel.com.my/agent-view ## Businesses like Upper House in Kuala Lumpur | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur | 166 | 53% | 32% | 43.1% | | Sites built with WordPress in Kuala Lumpur | 70 | 66% | 49% | 43.1% | The best of the sites built with WordPress in Kuala Lumpur: Captain Shrimp Petaling Jaya (A 95.4%, https://directindex.org/r/captainshrimp.my); Andaman Seafood Village - Seafood Restaurant Kuala Lumpur (A 92.3%, https://directindex.org/r/andamanseafood.my); Oriental Kopi 华阳 (A 92.3%, https://directindex.org/r/orientalkopi.asia); El Cerdo (A 90.8%, https://directindex.org/r/elcerdokl.com); Orchid House (A 90.8%, https://directindex.org/r/restaurantorchid.com). 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%: first of 166 in Kuala Lumpur. ## The direct record What agents get for Upper House, as JSON: https://directindex.org/api/direct/bhotel.com.my - Book: none on record - Order: none on record - Menu: none on record - Hours: 17:00-21:00; Sa,Su 17:00-01:00 (closed now) (from OpenStreetMap) - Phone: +6012 835 6610 ## 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 | 1 | 25 | | Actionable | 2 | 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/bhotel.com.my - 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/bhotel.com.my/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/bhotel.com.my/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=bhotel.com.my&force=1