The Direct Index
Report · New York cafes and bars · scanned 2026-10-14

Cilantro Club

joincilantro.club is largely invisible to agents.

See what an AI agent reads on this site →

F
35.4%

23 of 65 points available

0/5

agent-readiness level, Not Ready

5

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

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). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it

  2. No booking or ordering path at all +15 points

    Agents have nothing to act on. 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 menu or price list page and link it from the homepage. How to fix it

  4. Almost no text without JavaScript +2 points

    Crawlers that do not run scripts see an empty page. Render the menu, hours and address as plain HTML. How to fix it

  5. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in New York cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · almost no text without JavaScript

Fix kit

What to paste

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

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Cilantro Club",
  "url": "https://joincilantro.club/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Central Avenue 108",
    "addressLocality": "Brooklyn"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7003011,
    "longitude": -73.9293438
  },
  "servesCuisine": [
    "coffee shop",
    "sandwich"
  ]
}
</script>

llms.txt

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

# Cilantro Club

> cafe or coffee shop (coffee shop, sandwich) in Central Avenue 108 Brooklyn, New York cafes and bars.

## About

- Website: https://joincilantro.club/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

1,048 of 1,625 in New York cafes and bars

Top 64% of the sites scanned in this index. Just above: Cafè Blériot F, Casa Next Door F. Just below: Clockwork Bar F, Cronin & Phelan's F.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain98%no
Publish the menu or price list as HTML96%no
Let AI crawlers in (no edge block, no robots.txt block)99%yes
Structured data with address, phone and hours23%no
Have an llms.txt10%no

The top tenth is the 164 best-scoring reachable sites of the index at the last refresh.

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Bushwick Bakery pastry, salad, sandwich117 mByes
Lazy Suzy Cafe & Shop coffee_shop348 mFno
Hart Bar sandwich, snack442 mByes
Crossroads Cafe sandwich, pastry529 mByes
Nook coffee_shop, sandwich657 mByes
Pitanga health_food, sandwich, juice722 mAyes
IC Brooklyn Cafe sandwich742 mFno
Cobra Club coffee_shop865 mCno
Mixtape Bushwick coffee, tea, coffee_shop, sandwich1.3 kmFno
Win Son Bakery coffee_shop, asian, taiwanese, pastry1.4 kmFno
Businesses like yours

Businesses like Cilantro Club in New York cafes and bars

GroupSitesAvg scoreA or BThis site
Same kind in New York cafes and bars1,62545%28%35.4%

The best of Same kind in New York cafes and bars

Analogue A 100% · Sandwell A 100% · Nurse Bettie A 96.3% · Someday A 96.3% · The Broken Shaker A 96.3%

The climb

With the three fixes above (No structured data for the business; No booking or ordering path at all; No menu or price list found) the score would be about 92.3%: 17th of 1,625 in New York cafes and bars, up from 1048th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Cilantro Club

No direct path on record: the scan of 2026-10-14 found no booking or ordering link on joincilantro.club or on a vendor's site. The same record is served as JSON at /api/direct/joincilantro.club, through the MCP tool direct_record and in the city feed /city/new-york-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phonenone on record

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
not measured
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
not measured
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
not measured

Not measured at this scan; the next scan measures it.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 0 of 5, Not Ready

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlno how
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 recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score F

<a href="https://directindex.org/r/joincilantro.club"><img src="https://directindex.org/badge/joincilantro.club.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.