# Grand Harbour Restaurant and Banquet: Agent-Direct Score B (73.8%) Site: http://grandharbour.com.my/ Report: https://directindex.org/r/grandharbour.com.my 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.) Grand Harbour Restaurant and Banquet is mostly ready for agents. An AI assistant can open Grand Harbour Restaurant and Banquet's website. It can read what Grand Harbour Restaurant and Banquet offers. It finds a way to book or order directly on the site. ## Direct links - Book directly: https://grandharbour.com.my/get-in-touch/ (on the business's own site) - Menu: https://grandharbour.com.my/menu/ - Phone: +60321411660 - Address: 179, Jln Bukit Bintang, 55100, Bandar Kuala Lumpur - Its menu mentions: a lunch or set menu ## Nearby, also direct Places near Grand Harbour Restaurant and Banquet that take a booking or an order on their own website, with no marketplace in between. - EMP KL (140 m): https://directindex.org/r/empkl.com - Lai Ching Yuen (220 m): https://directindex.org/r/millenniumhotels.com - Jipinhe (220 m): https://directindex.org/r/easy.co - Chuai Heng Banquet Hall (510 m): https://directindex.org/r/chuaiheng.com - Andaman Seafood Village - Seafood Restaurant Kuala Lumpur (530 m): https://directindex.org/r/andamanseafood.my ## 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 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. ``` # Grand Harbour Restaurant and Banquet > local business (chinese) in 179, Jln Bukit Bintang, 55100, Bandar Kuala Lumpur, Kuala Lumpur. Phone +60321411660. ## Book or order directly - Book: https://grandharbour.com.my/get-in-touch/ (on the business's own site) - Menu: https://grandharbour.com.my/menu/ ## About - Website: http://grandharbour.com.my/ - 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. - **Booking on your own site.** Agents can book without going through a marketplace. ## Where it stands 149 of 1063 in Kuala Lumpur. Top 14% 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 | 92% | yes | | Publish the menu or price list as HTML | 81% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 91% | yes | | Structured data with address, phone and hours | 35% | no | | Have an llms.txt | 27% | no | Nearest places with a similar menu: EMP KL (C, 143 m, https://directindex.org/r/empkl.com); Lai Ching Yuen (C, 215 m, https://directindex.org/r/millenniumhotels.com); Jipinhe (B, 224 m, https://directindex.org/r/easy.co); Pao Xiang Bak Kut Teh (宝香绑线肉骨茶) (D, 229 m, https://directindex.org/r/paoxiangbkt.com); 新峰肉骨茶 (C, 292 m, https://directindex.org/r/sunfongbkt.com); Samy and Min Bak Kut Teh Elite (C, 354 m, https://directindex.org/r/pavilion-kl.com); Hakka (B, 444 m, https://directindex.org/r/hakkakl.com); Onn Kee Claypot Seafood Porridge (F, 470 m, https://directindex.org/r/meuu.online); Chuai Heng Banquet Hall (B, 508 m, https://directindex.org/r/chuaiheng.com); Andaman Seafood Village - Seafood Restaurant Kuala Lumpur (B, 532 m, https://directindex.org/r/andamanseafood.my). ## 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 22 everyday questions about Kuala Lumpur and named 139 places. Grand Harbour Restaurant and Banquet wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236086 sites); This site 73.8%. See what an AI agent reads on this site: https://directindex.org/r/grandharbour.com.my/agent-view ## Businesses like Grand Harbour Restaurant and Banquet in Kuala Lumpur | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur | 1063 | 49% | 23% | 73.8% | | Sites built with WordPress in Kuala Lumpur | 388 | 60% | 31% | 73.8% | The best of the sites built with WordPress in Kuala Lumpur: Sushi Hiro Sri Petaling (A 100%, https://directindex.org/r/sushihiro.my); Nasi Lemak Bamboo (A 95.4%, https://directindex.org/r/nasilemakbamboo.my); Penyet Express (A 95.4%, https://directindex.org/r/penyet.express); Super Saigon Bangsar KL - Pho Beef Noodle (A 95.4%, https://directindex.org/r/supersaigon.com.my); Tonkatsu by Ma Maison (A 95.4%, https://directindex.org/r/mamaison.com.my). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 8th of 1,063 in Kuala Lumpur, up from 149th. ## The direct record What agents get for Grand Harbour Restaurant and Banquet, as JSON: https://directindex.org/api/direct/grandharbour.com.my - Book: https://grandharbour.com.my/get-in-touch/ (own site; found by the scan of 2026-10-22, not yet tested) - Order: none on record - Menu: https://grandharbour.com.my/menu/ (html_page; from the scan) - Hours: none on record - Phone: +60321411660 - Stable links that count: https://directindex.org/go/grandharbour.com.my/book, https://directindex.org/go/grandharbour.com.my/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 | 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/grandharbour.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/grandharbour.com.my/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/grandharbour.com.my/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=grandharbour.com.my&force=1