# เอส/เป/โร่ คาเฟ่: Agent-Direct Score A (95.4%)

Site: https://www.wongnai.com/restaurants/151149gg-es-pe-ro-caf%25C3%25A9
Report: https://directindex.org/r/wongnai.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
เอส/เป/โร่ คาเฟ่ is ready for agents.
An AI assistant can open เอส/เป/โร่ คาเฟ่'s website. It can read what เอส/เป/โร่ คาเฟ่ offers. It finds a way to book or order directly on the site.

## Direct links
- Order directly: https://www.wongnai.com/restaurants/delivery/businesses/151149gg/order (on the business's own site)
- Menu: https://www.wongnai.com/restaurants/restaurants/151149gg-es-pe-ro-caf%C3%A9-%E0%B8%AA%E0%B8%B2%E0%B8%97%E0%B8%A3-1/menu?menuGroupId=items
- Phone: 0615672318
- Address: ซอยเกอเธ่ 22 10120

## Nearby, also direct
Places near เอส/เป/โร่ คาเฟ่ that take a booking or an order on their own website, with no marketplace in between.
- Yellow Stuff (370 m): https://directindex.org/r/yellowstuffstore.com
- The Water Club at SO/ Bangkok (400 m): https://directindex.org/r/so-hotels.com

## What to fix first
- **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)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Bangkok, 21% of comparable sites declare one.

## Fix kit: What to paste

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

```
# เอส/เป/โร่ คาเฟ่

> cafe or coffee shop in ซอยเกอเธ่ 22 10120, Bangkok cafes and bars. Phone 0615672318.

## Book or order directly

- Order: https://www.wongnai.com/restaurants/delivery/businesses/151149gg/order (on the business's own site)
- Menu: https://www.wongnai.com/restaurants/restaurants/151149gg-es-pe-ro-caf%C3%A9-%E0%B8%AA%E0%B8%B2%E0%B8%97%E0%B8%A3-1/menu?menuGroupId=items

## About

- Website: https://www.wongnai.com/restaurants/151149gg-es-pe-ro-caf%25C3%25A9
- 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 (Restaurant).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
7 of 988 in Bangkok cafes and bars. Top 1% 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 | 84% | yes |
| Publish the menu or price list as HTML | 64% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 87% | yes |
| Structured data with address, phone and hours | 24% | yes |
| Have an llms.txt | 30% | no |

Nearest places in the index: Ariya (D, 243 m, https://directindex.org/r/ariyawellness.com); Tim Hortons (ทิม ฮอร์ตันส์) (D, 301 m, https://directindex.org/r/timhortons.co.th); PIMS (C, 317 m, https://directindex.org/r/pimstea.com); Pinn BAR (C, 318 m, https://directindex.org/r/pinnaclehotels.com); Sundry (F, 361 m, https://directindex.org/r/nightify.co); Yellow Stuff (B, 369 m, https://directindex.org/r/yellowstuffstore.com); Pacamara Coffee Roasters (พาคามาร่า คอฟฟี่ โรสเตอร์) (D, 372 m, https://directindex.org/r/pacamaracoffee.com); The Water Club at SO/ Bangkok (C, 396 m, https://directindex.org/r/so-hotels.com); Squeeze (F, 415 m, https://directindex.org/r/tipco.net); กาแฟดอยช้าง (Doi Chaang Coffee) (F, 432 m, https://directindex.org/r/doichaangcoffee.co.th).

## 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.


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

## Businesses like เอส/เป/โร่ คาเฟ่ in Bangkok cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Bangkok cafes and bars | 988 | 42% | 13% | 95.4% |

The best of the businesses of the same kind in Bangkok cafes and bars: Anaya Espresso Kitchen (A 95.4%, https://directindex.org/r/anayaespressosociety.com); Baan Kanom Farang - บ้านขนมฝรั่ง เค้กวันเกิด เค้กขายส่ง บริการส่ง Delivery (A 95.4%, https://directindex.org/r/baankanomfarangbakery.com); Bar Us (A 95.4%, https://directindex.org/r/us-bar.com); Dark (A 95.4%, https://directindex.org/r/darkoffee.com); Havana Social (A 95.4%, https://directindex.org/r/havanasocialbkk.com).

## The direct record
What agents get for เอส/เป/โร่ คาเฟ่, as JSON: https://directindex.org/api/direct/wongnai.com
- Book: none on record
- Order: https://www.wongnai.com/restaurants/delivery/businesses/151149gg/order (own site; found by the scan of 2026-10-24, not yet tested)
- Menu: https://www.wongnai.com/restaurants/restaurants/151149gg-es-pe-ro-caf%C3%A9-%E0%B8%AA%E0%B8%B2%E0%B8%97%E0%B8%A3-1/menu?menuGroupId=items (html_page; from the scan)
- Hours: none on record
- Phone: 0615672318
- Stable links that count: https://directindex.org/go/wongnai.com/order, https://directindex.org/go/wongnai.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 | 22 | 25 |
| Actionable | 15 | 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/wongnai.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: yes

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