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

Milk & Pull

milkandpull.com is largely invisible to agents.

See what an AI agent reads on this site →

F
38.5%

25 of 65 points available

1/5

agent-readiness level, Basic Web Presence

4

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. 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: squarespace · Front: cloudflare

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 squarespace 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": "Milk & Pull",
  "url": "https://www.milkandpull.com/",
  "telephone": "+1-718-821-1155",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Seneca Avenue 778"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7017554,
    "longitude": -73.9061681
  },
  "openingHours": "Su 08:00-18:00; Mo-Fr 07:00-19:00; Sa 08:00-19:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "08:00",
      "closes": "18:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:00",
      "closes": "19:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "08:00",
      "closes": "19:00"
    }
  ],
  "servesCuisine": [
    "coffee shop",
    "pastry",
    "bagel"
  ]
}
</script>

llms.txt

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

# Milk & Pull

> cafe or coffee shop (coffee shop, pastry, bagel) in Seneca Avenue 778, New York cafes and bars. Phone +1-718-821-1155.

## Opening hours

Su 08:00-18:00; Mo-Fr 07:00-19:00; Sa 08:00-19:00

## About

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

1,009 of 1,808 in New York cafes and bars

Top 56% of the sites scanned in this index. Just above: Madeline's F, Manjul F. Just below: MoCADA Cafe F, Mudflow Bubble Tea 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.txt9%no

The top tenth is the 182 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with Squarespace 6,916 sites64%46%38.5%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Norma's Corner Shoppe sandwich, bagel, bakery, pastry, soup457 mCyes
Mixtape Bushwick coffee, tea, coffee_shop, sandwich711 mFno
Caffeine Underground coffee_shop1.3 kmDno
Cobra Club coffee_shop1.6 kmCno
Nook coffee_shop, sandwich1.6 kmByes
Lazy Suzy Cafe & Shop coffee_shop1.6 kmFno
Bushwick Bakery pastry, salad, sandwich1.9 kmAyes
Crossroads Cafe sandwich, pastry2.0 kmByes
Cilantro Club coffee_shop, sandwich2.0 kmFno
Bake A Bagel bagel, breakfast, sandwich2.1 kmDno
Agent readiness

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.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
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/milkandpull.com"><img src="https://directindex.org/badge/milkandpull.com.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.