# Petrosains: Agent-Direct Score C (60%) Site: https://petrosains.com.my/ Report: https://directindex.org/r/petrosains.com.my Scanned: 2026-10-16 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Petrosains is partly visible to agents. An AI assistant can open Petrosains'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 on the site. ## Direct links - Book directly: https://petrosains.com.my/visit/admission-and-ticketing/ (on the business's own site) - Phone: +60 32 331 8787 - Address: Jalan Ampang 50088 Kuala Lumpur - Step-free access (OpenStreetMap) ## Nearby, also direct Places near Petrosains that take a booking or an order on their own website, with no marketplace in between. - شركة ترافل للسياحة (420 m): https://directindex.org/r/alsakkaftravel.net - Orient Escape Travel (490 m): https://directindex.org/r/orientescape.com.my ## What to fix first - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **No tickets and prices found.** (+7 points) Agents answer 'what does it cost and when?' from marketplaces instead. Add a page with tickets, times and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ``` # Petrosains > museum in Jalan Ampang 50088 Kuala Lumpur, Kuala Lumpur tours, attractions and museums. Phone +60 32 331 8787. ## Book or order directly - Book: https://petrosains.com.my/visit/admission-and-ticketing/ (on the business's own site) ## About - Website: https://petrosains.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. - **Structured data found (Organization).** no address, phone or hours in it - **Tickets on your own site.** Agents can buy tickets without going through a marketplace. ## Where it stands Not ranked yet in Kuala Lumpur tours, attractions and museums. | What the top 10% of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 87% | yes | | Publish the menu or price list as HTML | 13% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 87% | yes | | Structured data with address, phone and hours | 10% | no | | Have an llms.txt | 37% | no | Nearest places in the index: Youmid Travel and Tours (F, 132 m, https://directindex.org/r/simatravel.com); Kiffah Travel & Tours Sdn Bhd (F, 208 m, https://directindex.org/r/kiffah.com.my); Footprint Travel Planner (F, 263 m, https://directindex.org/r/footprint.com.my); Australia ETA Visa (F, 279 m, https://directindex.org/r/australiavisa.my); Mitra Kembara Sdn Bhd (F, 316 m, https://directindex.org/r/mitrakembara.travel); شركة ترافل للسياحة (D, 421 m, https://directindex.org/r/alsakkaftravel.net); Palmbeach Holidays Sdn. Bhd. (F, 432 m, https://directindex.org/r/palmbeach.tours); Priority Explorer and Visa (D, 456 m, https://directindex.org/r/priority1.com.my); Malaysia Islands - سكة هوليديز (D, 476 m, https://directindex.org/r/sikkaholidays.com); Orient Escape Travel (C, 491 m, https://directindex.org/r/orientescape.com.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. Recommended when people ask: "Skip-the-line tickets for the main museum tomorrow, where do I buy them?" (ChatGPT); "A bike tour of the city for a family with kids, book for Saturday." (ChatGPT); "A private guide for half a day with the family, how do I book one?" (ChatGPT); "It's raining. Something fun to book indoors for this afternoon." (ChatGPT, Gemini) Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 60%. See what an AI agent reads on this site: https://directindex.org/r/petrosains.com.my/agent-view ## Named by ChatGPT and Gemini for 4 questions, including "Skip-the-line tickets for the main museum tomorrow, where do I buy them?" in Kuala Lumpur tours, attractions and museums, October 2026 - "Skip-the-line tickets for the main museum tomorrow, where do I buy them?" (2026-10-23): ChatGPT with a link to this site. https://directindex.org/city/kuala-lumpur-tours/recommended/museum-tickets - "A bike tour of the city for a family with kids, book for Saturday." (2026-10-23): ChatGPT with a link to this site. https://directindex.org/city/kuala-lumpur-tours/recommended/bike-tour - "A private guide for half a day with the family, how do I book one?" (2026-10-23): ChatGPT with a link to this site. https://directindex.org/city/kuala-lumpur-tours/recommended/private-guide - "It's raining. Something fun to book indoors for this afternoon." (2026-10-23): ChatGPT with a link to this site; Gemini with a link to this site. https://directindex.org/city/kuala-lumpur-tours/recommended/rainy-day Named by 2 of 2 assistants asked. Badge: https://directindex.org/badge/named/petrosains.com.my.svg ## Businesses like Petrosains in Kuala Lumpur tours, attractions and museums | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Sites built with WordPress in Kuala Lumpur tours, attractions and museums | 109 | 49% | 16% | 60% | The best of the sites built with WordPress in Kuala Lumpur tours, attractions and museums: Museum of Illusions (B 84.6%, https://directindex.org/r/museumofillusions.my); Sky Airport Transfer Kuala Lumpur (B 84.6%, https://directindex.org/r/skylimo.my); We Go With Anuar (B 84.6%, https://directindex.org/r/wegowithanuar.com); Embassy Alliance Travel (B 80%, https://directindex.org/r/embassyalliance.com); Holiday Tours & Travel Sdn Bhd (B 80%, https://directindex.org/r/holidaytours.com.my). ## The direct record What agents get for Petrosains, as JSON: https://directindex.org/api/direct/petrosains.com.my - Book: https://petrosains.com.my/visit/admission-and-ticketing/ (own site; could not verify: failed (2026-10-19)) - Order: none on record - Menu: none on record - Hours: none on record - Phone: +60 32 331 8787 - Stable links that count: https://directindex.org/go/petrosains.com.my/book ## 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 /visit/admission-and-ticketing/: booking link (own domain). ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/petrosains.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: yes Keep watching this business (https://directindex.org/r/petrosains.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/petrosains.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=petrosains.com.my&force=1