# 커피브론즈 로스터스(COFFEE BRONZE ROASTERS): Agent-Direct Score F (30.8%)

Site: http://www.coffeebronze.com/
Report: https://directindex.org/r/coffeebronze.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
커피브론즈 로스터스(COFFEE BRONZE ROASTERS) is largely invisible to agents.
An AI assistant can open 커피브론즈 로스터스(COFFEE BRONZE ROASTERS)'s website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Address: 삼양로 39 02725 서울특별시

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and 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) There's no link on the site for an agent to follow. 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 on your own domain. 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
- **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it.
- **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
- **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 Seoul, 12% 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": "CafeOrCoffeeShop",
  "name": "커피브론즈 로스터스(COFFEE BRONZE ROASTERS)",
  "url": "http://www.coffeebronze.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "삼양로 39",
    "postalCode": "02725",
    "addressLocality": "서울특별시"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.606515,
    "longitude": 127.0236885
  }
}
</script>
```

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

```
# 커피브론즈 로스터스(COFFEE BRONZE ROASTERS)

> cafe or coffee shop in 삼양로 39 02725 서울특별시, Seoul cafes and bars.

## About

- Website: http://www.coffeebronze.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.** There's no robots.txt, which means everything is allowed.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.

## Where it stands
559 of 799 in Seoul cafes and bars. Top 70% 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 | 80% | no |
| Publish the menu or price list as HTML | 42% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 57% | yes |
| Structured data with address, phone and hours | 6% | no |
| Have an llms.txt | 27% | no |

Nearest places in the index: Cafe 1976 (F, 592 m, https://directindex.org/r/venusta76.com); 와플대학 미아사거리역캠퍼스 (C, 953 m, https://directindex.org/r/waffleuniv.com); 커피빈 고려대안암병원신관점 (F, 2189 m, https://directindex.org/r/gsretail.com); Cafe Munu (F, 2222 m, https://directindex.org/r/band.us); 쪼끼쪼끼 안암 (F, 2345 m, https://directindex.org/r/tcfamily.com); 시너지플레이스미아역점 (F, 2401 m, https://directindex.org/r/gabia.io); Coffee TALK (F, 2429 m, https://directindex.org/r/coffeentalk.co.kr); 충주집 (F, 2464 m, https://directindex.org/r/moatv.com); 노가리 슈퍼 (D, 2466 m, https://directindex.org/r/nogarisuper.com); 꾼노리 (KKUNNORI) (F, 2469 m, https://directindex.org/r/ikkun.co.kr).

## 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/coffeebronze.com/agent-view

## Businesses like 커피브론즈 로스터스(COFFEE BRONZE ROASTERS) in Seoul cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Seoul cafes and bars | 799 | 34% | 2% | 30.8% |

The best of the businesses of the same kind in Seoul cafes and bars: THE BARN Coffee Roasters Berlin (A 87.5%, https://directindex.org/r/thebarn.de); Prada (A 86.2%, https://directindex.org/r/prada.com); 을지맥옥 별관(Euljiro Brewing) (A 86.2%, https://directindex.org/r/bestpizzaseoul.com); Bonilla churros 보닐라츄러스 (B 83.8%, https://directindex.org/r/bonillaalavista.com); The Coffee Bean & Tea Leaf (B 81.3%, https://directindex.org/r/coffeebean.com).

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 87.7%, which would be first of 799 in Seoul cafes and bars.

## The direct record
What agents get for 커피브론즈 로스터스(COFFEE BRONZE ROASTERS), as JSON: https://directindex.org/api/direct/coffeebronze.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: none on record

## 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 | 20 | 25 |
| Readable | 0 | 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/coffeebronze.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: 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: no

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