The Direct Index
Report · Seoul cafes and bars · scanned 2026-10-21

Caffe BONITO

caffebonito.co.kr is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach Caffe BONITO directly, with no marketplace in between. Checked 2026-10-21. Report a mistake

국회대로 612, · +10220683977

Nearby, also direct

Places near Caffe BONITO that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open Caffe BONITO'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.

30.8%

20 of 65 points available

0/5

agent-readiness level, Not Ready

6

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

What the site tells visitors Measured, not scored

These don't change the grade.

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.

Every city compared →
Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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.

Where it stands

How Caffe BONITO compares

Where it stands

468 of 799 in Seoul cafes and bars

Top 59% of the sites scanned in this index. Just above: Cafe Dudart F, Cafe Jass F. Just below: Café Jass F, Ceci Cela Dosan Park F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain80%no
Publish the menu or price list as HTML42%no
Let AI crawlers in (no block at the server or in robots.txt)57%yes
Structured data with address, phone and hours6%no
Have an llms.txt27%no

The top 10% are the 83 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
하자센터106 mFno
대한명품물물421 mCyes
코젤다크하우스 영등포구청점442 mFno
디저트39503 mFno
미스터힐링 영등포구청점525 mFno
커피베이 당산하늘601 mFno
Billy Angle Dangsan893 mFno
카페마마스 영등포타임스퀘어점948 mCyes
호차우 서부목동_보이차/우롱차/자사호949 mFno
로또커피1.3 kmFno
Businesses like yours

Businesses like Caffe BONITO in Seoul cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Seoul cafes and bars79934%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% · Prada A 86.2% · 을지맥옥 별관(Euljiro Brewing) A 86.2% · Bonilla churros 보닐라츄러스 B 83.8% · The Coffee Bean & Tea Leaf B 81.3%

After the top fixes

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.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. 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. How to fix it

  2. 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. How to fix it

  3. 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. How to fix it

  4. No working HTTPS +3 points

    The page is only served over plain http. Browsers and agents rank it lower or refuse it.

  5. 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. How to fix it

  6. 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. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Seoul cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.

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.

Builder: unknown · almost no text without JavaScript

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.

Show the code 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Caffe BONITO",
  "url": "http://caffebonito.co.kr/?mod=document&keyword=코레일&page_id=1228&uid=153&pageid=1",
  "telephone": "+10220683977",
  "address": "국회대로 612, ",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.525638,
    "longitude": 126.902451
  }
}
</script>

llms.txt

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

# Caffe BONITO

> local business in 국회대로 612, , Seoul cafes and bars. Phone +10220683977.

## About

- Website: http://caffebonito.co.kr/?mod=document&keyword=코레일&page_id=1228&uid=153&pageid=1
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

· Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score F

<a href="https://directindex.org/r/caffebonito.co.kr"><img src="https://directindex.org/badge/caffebonito.co.kr.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Caffe BONITO

No direct path on record: the scan of 2026-10-21 found no booking or ordering link on caffebonito.co.kr or on a vendor's site. The same record is served as JSON at /api/direct/caffebonito.co.kr, through the MCP tool direct_record and in the city feed /city/seoul-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+10220683977

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Agent readiness

Level 0 of 5, Not Ready

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsyes
WebMCP tools on the pageno how
JSON-LD for the businessno