Stars

What to fix first

1. Structured data is incomplete +7 points

   Missing: address, telephone, opening hours. How to fix it

2. 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

3. 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

4. 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

• robots.txt lets AI crawlers in No rule blocks the key AI user agents.
• AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all received a normal response.
• Structured data present (LocalBusiness) but without address, phone or hours
• Ordering through square on your own domain No marketplace commission, and the guest stays yours.

Builder: squarespace · Front: cloudflare · contact page /about: ordering via square; almost no text without JavaScript

What to paste

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

Structured data (JSON-LD) Copy

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": "BarOrPub",
  "name": "Stars",
  "url": "https://www.stars-ny.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "East 12th Street 139",
    "postalCode": "10003",
    "addressLocality": "New York"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7321585,
    "longitude": -73.9883569
  },
  "openingHours": "Mo-Su 16:00-24:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "16:00",
      "closes": "24:00"
    }
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://app.squareup.com/gift/MLCHFRDXMKBQV/order",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt Copy

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

# Stars

> bar or pub in East 12th Street 139 10003 New York, New York cafes and bars.

## Book or order directly

- Order: https://app.squareup.com/gift/MLCHFRDXMKBQV/order (through square acting for the business)

## Opening hours

Mo-Su 16:00-24:00

## About

- Website: https://www.stars-ny.com
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.

623 of 1,612 in New York cafes and bars

Top 39% of the sites scanned in this index. Just above: Petite Maman C, Skin Contact C. Just below: Sweet Lil Sweets C, Swift Hibernian Lounge C.

The top tenth is the 162 best-scoring reachable sites of the index at the last refresh.

Against its peers

Nearest places in the index

Businesses like Stars in New York cafes and bars

The best of Built with Squarespace and using Square in New York cafes and bars

Fifth Hammer Brewing Company A 93.8% · Plug Uglies A 92.3% · Henry Public A 90.8% · Decibel A 86.2% · Grace Street A 86.2%

The climb

With the three fixes above (Structured data is incomplete; No menu or price list found; Almost no text without JavaScript) the score would be about 87.7%: 72nd of 1,612 in New York cafes and bars, up from 623rd.

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

What agents get for Stars

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/stars-ny.com, through the MCP tool direct_record and in the city feed /city/new-york-cafes-bars/direct.json.

Stable links that count: /go/stars-ny.com/order answer 302 to the links above; the count is the line "followed N direct links" on this page.

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

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.

Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Source. About Square · all vendors.

Found one hop past the home page: contact page /about: ordering via square.

Level 1 of 5, Basic Web Presence

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.

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.

Show the score

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

<a href="https://directindex.org/r/stars-ny.com"><img src="https://directindex.org/badge/stars-ny.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>

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.