# mfs: Agent-Direct Score D (50.8%)

Site: http://www.mfsnatural.com
Report: https://directindex.org/r/mfsnatural.com
Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
mfs is hard for agents to use.
An AI assistant can open mfs's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

## Direct links
- Phone: 2305 2186
- Address: Unit GK1-2, G/F, Amoy Plaza 2, Jiǔlóng wān
- WhatsApp: a link on the site

## Nearby, also direct
Places near mfs that take a booking or an order on their own website, with no marketplace in between.
- M3 Coffee and Zakka (580 m): https://directindex.org/r/m3coffee.hk

## What to fix first
- **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript

## 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 Hong Kong, 34% of comparable sites declare one.

## 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
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "mfs",
  "url": "http://www.mfsnatural.com",
  "telephone": "2305 2186",
  "address": "Unit GK1-2, G/F, Amoy Plaza 2, Jiǔlóng wān",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 22.32406340495053,
    "longitude": 114.21608290615008
  }
}
</script>
```

## 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

## Where it stands
287 of 701 in Hong Kong cafes and bars. Top 41% 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 | 93% | no |
| Publish the menu or price list as HTML | 47% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 22% | no |
| Have an llms.txt | 56% | yes |

Nearest places in the index: 有間麻辣燙 Yau Gan Mala Tang (九龍灣店) (F, 536 m, https://directindex.org/r/threads.com); Fino Vino Wine 輝盛酒業 (F, 568 m, https://directindex.org/r/finovino.com.hk); M3 Coffee and Zakka (C, 582 m, https://directindex.org/r/m3coffee.hk); Olympia Graeco Egyptian Coffee (F, 646 m, https://directindex.org/r/ogecoffee.com); Sang Roastery (Kowloon Bay) (F, 675 m, https://directindex.org/r/sangroastery.com); 29 Coffee (D, 814 m, https://directindex.org/r/29coffeeco.com); Boncafe (Hong Kong) Limited (D, 871 m, https://directindex.org/r/boncafe.com.hk); Caffe Vergnano 1882 Hong Kong (F, 960 m, https://directindex.org/r/whealth.com.hk); deFoodies (D, 1103 m, https://directindex.org/r/dehub.com.hk); Ten Ren's Tea (F, 1116 m, https://directindex.org/r/bandshk.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.


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

## Businesses like mfs in Hong Kong cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Hong Kong cafes and bars | 701 | 44% | 15% | 50.8% |

The best of the businesses of the same kind in Hong Kong cafes and bars: One Small Step (A 100%, https://directindex.org/r/onesmallstep.hk); 植作茶 (A 100%, https://directindex.org/r/zhizuocha.hk); Frank's Records (A 96.3%, https://directindex.org/r/frankshk.com); Cats Tea Room Causeway Bay (A 95.4%, https://directindex.org/r/catstearoom.com); City Cafe (A 95.4%, https://directindex.org/r/thecityview.com.hk).

With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 92.3%. That would be 9th of 701 in Hong Kong cafes and bars, up from 287th.

## The direct record
What agents get for mfs, as JSON: https://directindex.org/api/direct/mfsnatural.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 2305 2186

## 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 | 23 | 25 |
| Readable | 8 | 25 |
| Actionable | 2 | 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/mfsnatural.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: yes
- 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/mfsnatural.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/mfsnatural.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=mfsnatural.com&force=1