# Nanyang Cafe: Agent-Direct Score D (40%) Site: https://www.nanyangcafe.com/ Report: https://directindex.org/r/nanyangcafe.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.) Nanyang Cafe is hard for agents to use. An AI assistant can open Nanyang Cafe'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: +60397658688 - Address: Lot G-36, Sunway Velocity Mall, 55100, Kuala Lumpur ## Nearby, also direct Places near Nanyang Cafe that take a booking or an order on their own website, with no marketplace in between. - Andaman Seafood Village - Seafood Restaurant Kuala Lumpur (2.3 km): https://directindex.org/r/andamanseafood.my - Pepper Lunch Express (2.8 km): https://directindex.org/r/pepperlunch.com.sg ## 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 - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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 - **The phone number on the site doesn't match the open map data.** The site shows +60165658810, but OpenStreetMap or Overture Maps lists +60397658688. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org. ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Kuala Lumpur, 9.7% of comparable sites declare one. ## 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. ``` # Nanyang Cafe > local business (asian) in Lot G-36, Sunway Velocity Mall, 55100, Kuala Lumpur, Kuala Lumpur. Phone +60397658688. ## About - Website: https://www.nanyangcafe.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 619 of 965 in Kuala Lumpur. Top 64% 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% | no | | Publish the menu or price list as HTML | 82% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 92% | yes | | Structured data with address, phone and hours | 36% | no | | Have an llms.txt | 26% | no | Nearest places with a similar menu: Haidilao Sunway Velocity (F, 142 m, https://directindex.org/r/haidilao.com); Andaman Seafood Village - Seafood Restaurant Kuala Lumpur (B, 2344 m, https://directindex.org/r/andamanseafood.my); Warisan Cafe (F, 2652 m, https://directindex.org/r/theroyalechulan.com); Pepper Lunch Express (B, 2822 m, https://directindex.org/r/pepperlunch.com.sg); Paan (F, 2911 m, https://directindex.org/r/paanrestaurant.com); Gardenman KL (F, 3356 m, https://directindex.org/r/gardenmankl.com); DayOne DayOne Noodles - Petaling Street Kwai Chai Hong 小时光 叁号面铺 (F, 3453 m, https://directindex.org/r/dayonedayone.com); Old Malaya at Jalan Raja Chulan (F, 3459 m, https://directindex.org/r/oldmalaya.com); TWO SONS On The Park @ KLCC (B, 3643 m, https://directindex.org/r/twosonsbistro.com); Spices Restaurant and Wine Bar (C, 3812 m, https://directindex.org/r/concordehotelsresorts.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. The assistants were asked 12 everyday questions about Kuala Lumpur and named 62 places. Nanyang Cafe 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% (24% A or B, 217120 sites); This site 40%. See what an AI agent reads on this site: https://directindex.org/r/nanyangcafe.com/agent-view ## Businesses like Nanyang Cafe in Kuala Lumpur | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur | 965 | 49% | 22% | 40% | | Sites built with WordPress in Kuala Lumpur | 343 | 60% | 31% | 40% | 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 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 92.3%. That would be 19th of 965 in Kuala Lumpur, up from 619th. ## The direct record What agents get for Nanyang Cafe, as JSON: https://directindex.org/api/direct/nanyangcafe.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +60397658688 ## 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 | 23 | 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/nanyangcafe.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: 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/nanyangcafe.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/nanyangcafe.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=nanyangcafe.com&force=1