The Direct Index
Report · New York · scanned 2026-10-23

Austin House

austinhousedinerrestaurant.com is hard for agents to use.

Listed by OpenStreetMap · Overture Maps.

MenuCallWebsite

Ways to reach Austin House directly, with no marketplace in between. Checked 2026-10-23. Report a mistake

Austin Street 72-04 · +1 718 544 2276

Its menu mentions: a lunch or set menu · Step-free access (OpenStreetMap)

Nearby, also direct

Places near Austin House 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 Austin House's website. It can read what Austin House offers. It can't find a link to book or order online.

44.6%

29 of 65 points available

0/5

agent-readiness level, Not Ready

4

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 →

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.

The assistants were asked 13 everyday questions about New York and named 69 places. Austin House wasn't one of them. See who was named →

Where it stands

How Austin House compares

Where it stands

6,707 of 11,000 in New York

Top 61% of the sites scanned in this index. Just above: Flaming BBQ Grill D, Andrew's Diner D. Just below: Baar Baar D, Barbaresco D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML95%yes
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours59%no
Have an llms.txt25%no

The top 10% are the 1114 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Spy C Cuisine chinese5 mFno
Tap House bar_and_grill21 mDno
5 Burro Cafe mexican22 mAyes
Austin Street Pizza pizza39 mCyes
Reef Restaurant & Bar seafood46 mBno
Bonfire Grill american52 mDno
Rove55 mDno
Tamashii Ramen ramen107 mByes
Sushi Time sushi111 mFno
Cheeburger Cheeburger burger168 mFno
Businesses like yours

Businesses like Austin House in New York

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in New York11,00052%34%44.6%

The best of the businesses of the same kind in New York

3 Guys Sushi A 100% · 3rd Ave Deli Gourmet and Juice Bar A 100% · 57s All American Grill A 100% · A1 Asian Fusion A 100% · Abey African and Mediterranean Restaurant A 100%

After the top fixes

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No working HTTPS), the score would be about 95.4%. That would be 336th of 11,000 in New York, up from 6707th.

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 (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). 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 working HTTPS +3 points

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

  4. 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 New York. 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.
  • Menu or price list is an HTML page Agents can read the items and prices.

Builder: unknown · menu page /Menu.html: nothing new

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": "Restaurant",
  "name": "Austin House",
  "url": "http://www.austinhousedinerrestaurant.com/",
  "telephone": "+1 718 544 2276",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Austin Street 72-04"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.719179,
    "longitude": -73.8424983
  },
  "hasMenu": "http://www.austinhousedinerrestaurant.com/Menu.html"
}
</script>

llms.txt

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

# Austin House

> restaurant in Austin Street 72-04, New York. Phone +1 718 544 2276.

## Book or order directly

- Menu: http://www.austinhousedinerrestaurant.com/Menu.html

## About

- Website: http://www.austinhousedinerrestaurant.com/
- 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 D

<a href="https://directindex.org/r/austinhousedinerrestaurant.com"><img src="https://directindex.org/badge/austinhousedinerrestaurant.com.svg" alt="Agent-Direct Score D" 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 Austin House

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/austinhousedinerrestaurant.com, through the MCP tool direct_record and in the city feed /city/new-york/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menuwww.austinhousedinerrestaurant.com/Menu.html html_pagefrom the scan
Hoursnone on record
Phone+1 718 544 2276

Stable links that count: /go/austinhousedinerrestaurant.com/menu 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.

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.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