# Antipodean @ Bangsar: Agent-Direct Score D (49.2%) Site: https://antipodeancoffee.com/ Report: https://directindex.org/r/antipodeancoffee.com 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.) Antipodean @ Bangsar is hard for agents to use. An AI assistant can open the website of Antipodean @ Bangsar. It can read what Antipodean @ Bangsar offers. It finds no link to book or order online. ## Direct links - Menu: https://antipodeancoffee.com/index.php/food-culture/indonesia-outlet-menu ## What to fix first - **No structured data for the business.** (+15 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.** (+15 points) Agents find no link to follow on the site. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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. ``` # Antipodean @ Bangsar > restaurant (breakfast, coffee shop) in Kuala Lumpur. ## Book or order directly - Menu: https://antipodeancoffee.com/index.php/food-culture/indonesia-outlet-menu ## Opening hours Mo-Su 07:30-22:00 ## About - Website: https://antipodeancoffee.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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Menu or price list is an HTML page.** Agents can read items and prices directly. ## Where it stands 100 of 166 in Kuala Lumpur. Top 60% 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% | yes | | 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: KGB - Killer Gourmet Burger (C, 32 m, https://directindex.org/r/kgb.my); Maria's SteakCafe (B, 60 m, https://directindex.org/r/marias.com.my); Tony's New York Pizza Bangsar (B, 85 m, https://directindex.org/r/tonysnewyorkpizza.my); VCR Bangsar (C, 95 m, https://directindex.org/r/vcr.my); Taco Bell (C, 115 m, https://directindex.org/r/tacobell.co.uk); WTF Restaurants (D, 151 m, https://directindex.org/r/wtfrestaurants.com.my); Haidilao Hot Pot (F, 171 m, https://directindex.org/r/haidilao-inc.com); The Social @ Bangsar (D, 188 m, https://directindex.org/r/thesocial.com.my); Nando's (F, 313 m, https://directindex.org/r/nandos.com); Bunglow37 (B, 587 m, https://directindex.org/r/bunglow37.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. See what an AI agent reads on this site: https://directindex.org/r/antipodeancoffee.com/agent-view ## Businesses like Antipodean @ Bangsar in Kuala Lumpur | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur | 166 | 53% | 32% | 49.2% | The best of the businesses of the same kind 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); Sushi Oribe (A 92.3%, https://directindex.org/r/oribe-sushi.com.my); Hard Rock Cafe (A 92%, https://directindex.org/r/hardrock.com). With the two fixes above (No structured data for the business; No booking or ordering link on the website) the score would be about 95.4%: first of 166 in Kuala Lumpur. ## The direct record What agents get for Antipodean @ Bangsar, as JSON: https://directindex.org/api/direct/antipodeancoffee.com - Book: none on record - Order: none on record - Menu: https://antipodeancoffee.com/index.php/food-culture/indonesia-outlet-menu (html_page; from the scan) - Hours: Mo-Su 07:30-22:00 (closed now) (from OpenStreetMap) - Phone: none on record - Stable links that count: https://directindex.org/go/antipodeancoffee.com/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 | 7 | 25 | | Actionable | 0 | 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/antipodeancoffee.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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/antipodeancoffee.com/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/antipodeancoffee.com/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=antipodeancoffee.com&force=1