# The Cat Cafe: Agent-Direct Score B (81.5%)

Site: http://thecatcafe.sg
Report: https://directindex.org/r/thecatcafe.sg
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.)
The Cat Cafe is mostly ready for agents.
An AI assistant can open The Cat Cafe'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 inline.

## Direct links
- Book directly: https://inline.app/booking/-MtLYdCB0cHt-kca6N0E:inline-live-2/-MtLYdltwPOgBJXln-w4 (through inline acting for the business)
- Phone: +6563386815
- Prices: 15 prices on the site, the middle one SGD 40.00
- WhatsApp: a link on the site

## Nearby, also direct
Places near The Cat Cafe that take a booking or an order on their own website, with no marketplace in between.
- Ya Kun Kaya Toast (80 m): https://directindex.org/r/yakun.com
- LiHO Tea (110 m): https://directindex.org/r/capitaland.com
- Tip Top Curry Puff (160 m): https://directindex.org/r/tiptopcurrypuff.com
- The Marmalade Pantry Petite - Brunch Cafe @ Bugis Junction (180 m): https://directindex.org/r/themarmaladepantry.com.sg
- The Lobby Lounge (210 m): https://directindex.org/r/frasershousethelobbylounge.com

## What to fix first
- **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
- **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)
- **15 prices on the landing page, the middle one SGD 40.00.** In Singapore, the middle price of comparable sites that show prices is SGD 29.00.

## Fix kit: What to paste

llms.txt. Save as /llms.txt at the root of the site.

```
# The Cat Cafe

> cafe or coffee shop in Singapore cafes and bars. Phone +6563386815.

## Book or order directly

- Book: https://inline.app/booking/-MtLYdCB0cHt-kca6N0E:inline-live-2/-MtLYdltwPOgBJXln-w4 (through inline acting for the business)

## About

- Website: http://thecatcafe.sg
- 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.
- **Structured data found (CafeOrCoffeeShop).** address, phone, opening hours
- **Booking through inline on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
119 of 1062 in Singapore cafes and bars. Top 11% 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% | yes |
| Publish the menu or price list as HTML | 83% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 35% | yes |
| Have an llms.txt | 51% | no |

Nearest places in the index: Mixue (D, 6 m, https://directindex.org/r/mixue.com); Ya Kun Kaya Toast (B, 80 m, https://directindex.org/r/yakun.com); LiHO Tea (B, 110 m, https://directindex.org/r/capitaland.com); 得一茗坊 (D, 136 m, https://directindex.org/r/deyi.com.sg); Joy Luck Teahouse (D, 140 m, https://directindex.org/r/joyluckteahouse.com); Bloom & Boom (C, 145 m, https://directindex.org/r/bloom-boom.sg); Tip Top Curry Puff (B, 162 m, https://directindex.org/r/tiptopcurrypuff.com); The Marmalade Pantry Petite - Brunch Cafe @ Bugis Junction (B, 181 m, https://directindex.org/r/themarmaladepantry.com.sg); The Lobby Lounge (D, 214 m, https://directindex.org/r/frasershousethelobbylounge.com); Alex Creation Cafe (C, 237 m, https://directindex.org/r/alexcreationcafe.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.


Compared with its peers: Sites using inline 70% (52% A or B, 331 sites); This site 81.5%.

See what an AI agent reads on this site: https://directindex.org/r/thecatcafe.sg/agent-view

## Businesses like The Cat Cafe in Singapore cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Singapore cafes and bars | 1062 | 51% | 30% | 81.5% |
| Sites using inline in Singapore cafes and bars | 19 | 79% | 79% | 81.5% |

The best of the sites using inline in Singapore cafes and bars: Seng Coffee Bar (A 100%, https://directindex.org/r/sengcoffeebar.sg); Mama Diam (A 93.8%, https://directindex.org/r/mamadiamsg.com); Jyu Gae (A 89.2%, https://directindex.org/r/jyugae.sg); OMU NOMU Craft Sake & Raw Bar (A 89.2%, https://directindex.org/r/omunomu.sg); Seng House (A 87.7%, https://directindex.org/r/senghouse.sg).

With the fix above (No menu or price list found), the score would be about 92.3%. That would be 23rd of 1,062 in Singapore cafes and bars, up from 119th.

## The direct record
What agents get for The Cat Cafe, as JSON: https://directindex.org/api/direct/thecatcafe.sg
- Book: https://inline.app/booking/-MtLYdCB0cHt-kca6N0E:inline-live-2/-MtLYdltwPOgBJXln-w4 (vendor on own site: inline; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +6563386815
- Stable links that count: https://directindex.org/go/thecatcafe.sg/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
- Vendor terms for agents, inline: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 18 | 25 |
| Actionable | 10 | 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/thecatcafe.sg
- 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: 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: yes

Keep watching this business (https://directindex.org/r/thecatcafe.sg/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/thecatcafe.sg/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=thecatcafe.sg&force=1