# Catopia Cafe Singapore: Agent-Direct Score C (64.6%) Site: http://www.catopiacafe.com/ Report: https://directindex.org/r/catopiacafe.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.) Catopia Cafe Singapore is partly visible to agents. An AI assistant can open Catopia Cafe Singapore'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, through cho.pe. ## Direct links - Phone: +6589070666 - Address: 46 Dunlop St, 209375, Singapore ## Nearby, also direct Places near Catopia Cafe Singapore that take a booking or an order on their own website, with no marketplace in between. - Kung Fu Tea (260 m): https://directindex.org/r/kungfutea.com - The Black Sheep Cafe (320 m): https://directindex.org/r/theblacksheepcafe.com - Cattractioncafe.sg (470 m): https://directindex.org/r/cattractioncafe.sg - Bounce Luggage Storage - Near Thian Hock Keng Temple (490 m): https://directindex.org/r/bounce.com ## What to fix first - **Booking through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. 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 - **Structured data is incomplete.** (+4 points) Missing: address, telephone. 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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2020.** Visitors and assistants may read that year as the last time anyone looked after the site. In Singapore, 69% of comparable sites that show a year say 2025 or later. ## 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. ``` # Catopia Cafe Singapore > organization in 46 Dunlop St, 209375, Singapore, Singapore cafes and bars. Phone +6589070666. ## About - Website: http://www.catopiacafe.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 main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (Organization).** opening hours ## Where it stands 356 of 1034 in Singapore cafes and bars. Top 34% 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 | 98% | no | | Publish the menu or price list as HTML | 84% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 36% | no | | Have an llms.txt | 52% | no | Nearest places in the index: Orient Tea (F, 247 m, https://directindex.org/r/edslrs.com); Kung Fu Tea (A, 260 m, https://directindex.org/r/kungfutea.com); Maxi-Cash (Little India 61 Serangoon Rd) (D, 287 m, https://directindex.org/r/maxi-cash.com); The Black Sheep Cafe (A, 320 m, https://directindex.org/r/theblacksheepcafe.com); Aljunied Cafe (F, 403 m, https://directindex.org/r/aljunied.edu.sg); Alchemy (C, 411 m, https://directindex.org/r/shake.coffee); Cattractioncafe.sg (C, 468 m, https://directindex.org/r/cattractioncafe.sg); Three's A Crowd (D, 485 m, https://directindex.org/r/threesacrowdcafe.com); Bounce Luggage Storage - Near Thian Hock Keng Temple (B, 487 m, https://directindex.org/r/bounce.com); Apartment (F, 497 m, https://directindex.org/r/apartmentcoffee.co). ## 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. Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 64.6%. See what an AI agent reads on this site: https://directindex.org/r/catopiacafe.com/agent-view ## Businesses like Catopia Cafe Singapore in Singapore cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Singapore cafes and bars | 1034 | 51% | 30% | 64.6% | | Sites built with WordPress in Singapore cafes and bars | 254 | 58% | 34% | 64.6% | The best of the sites built with WordPress in Singapore cafes and bars: Seng Coffee Bar (A 100%, https://directindex.org/r/sengcoffeebar.sg); HighHouse (A 95.4%, https://directindex.org/r/highhouse.sg); NOVA (A 95.4%, https://directindex.org/r/novabar.sg); Sofnade (A 95.4%, https://directindex.org/r/sofnade.com); Kopiteori Singapore (A 89.2%, https://directindex.org/r/kopiteori.id). With the three fixes above (Booking through an unrecognised third party; No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 10th of 1,034 in Singapore cafes and bars, up from 356th. ## The direct record What agents get for Catopia Cafe Singapore, as JSON: https://directindex.org/api/direct/catopiacafe.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +6589070666 ## 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 | 11 | 25 | | Actionable | 6 | 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/catopiacafe.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: 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/catopiacafe.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/catopiacafe.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=catopiacafe.com&force=1