The Direct Index
Report · San Francisco cafes and bars · scanned 2026-10-24

Rose's Cafe

rosescafesf.com is ready for agents.

Listed by Overture Maps.

OrderMenuCallWebsite

Ways to reach Rose's Cafe directly, with no marketplace in between. Checked 2026-10-24. On the business's own site. Report a mistake

2298 Union St, 94123, San Francisco · +14157752200

Owners

The website's grade

An AI assistant can open Rose's Cafe's website. It can read what Rose's Cafe offers. To book or order, it is sent to OpenTable, a marketplace.

86.2%

56 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

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.

Where it stands

How Rose's Cafe compares

Where it stands

68 of 1,039 in San Francisco cafes and bars

Top 7% of the sites scanned in this index. Just above: Mellow Haight A, Palm House A. Just below: Scoma's Restaurant A, Under Dog Sports Bar & Grill A.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain98%yes
Publish the menu or price list as HTML85%yes
Let AI crawlers in (no block at the server or in robots.txt)98%yes
Structured data with address, phone and hours33%no
Have an llms.txt25%no

The top 10% are the 105 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with Squarespace 32,150 sites61%41%86.2%
Sites using OpenTable 6,152 sites69%51%86.2%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Wrecking Ball Coffee Roasters coffee_shop38 mFno
The Bungalow by Tribe42 mCno
Mauna Loa Club125 mDno
Coffee Roastery coffee_shop159 mFno
Bar Crenn180 mBno
Telve Cafe190 mFno
Lilikoi bubble_tea193 mDno
Balboa Cafe216 mDno
White Rabbit219 mFno
Eastside West Restaurant & Raw Bar239 mFno
Businesses like yours

Businesses like Rose's Cafe in San Francisco cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in San Francisco cafes and bars1,03948%24%86.2%
Sites built with Squarespace in San Francisco cafes and bars23667%42%86.2%
Sites using OpenTable in San Francisco cafes and bars3868%50%86.2%
Sites built with Squarespace and using OpenTable in San Francisco cafes and bars1970%47%86.2%

The best of the sites built with Squarespace and using OpenTable in San Francisco cafes and bars

Palm House A 86.2% · Big Finish Wine Tavern B 78.5% · Fermentation Lab B 78.5% · Le Marais Bakery Market Cafe B 77.5% · Bar Iris B 73.8%

After the top fixes

With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 6th of 1,039 in San Francisco cafes and bars, up from 68th.

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. Structured data is incomplete +6 points

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

  2. Booking only through opentable no points, but worth doing

    Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. How to fix it About this vendor

  3. 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 San Francisco 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 No rule blocks the main AI user agents.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
  • Structured data found (LocalBusiness) no address, phone or hours in it
  • Menu or price list is an HTML page Agents can read the items and prices.
  • Ordering on your own site Agents can order without going through a marketplace.

Builder: squarespace · contact page /about: nothing new; menu page /menus: nothing new; booking page /order-online: ordering via doordash

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 squarespace.

Where to paste it on Squarespace: the Code Injection panel, in the Header field, which applies to every page. It needs the Core plan or above. the official help page.

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": "Rose's Cafe",
  "url": "http://www.rosescafesf.com/",
  "telephone": "+14157752200",
  "address": "2298 Union St, 94123, San Francisco",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.79699586,
    "longitude": -122.43702103
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.rosescafesf.com/order-online",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Rose's Cafe

> local business in 2298 Union St, 94123, San Francisco, San Francisco cafes and bars. Phone +14157752200.

## Book or order directly

- Order: https://www.rosescafesf.com/order-online (on the business's own site)
- Menu: https://www.rosescafesf.com/menus

## About

- Website: http://www.rosescafesf.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 A

<a href="https://directindex.org/r/rosescafesf.com"><img src="https://directindex.org/badge/rosescafesf.com.svg" alt="Agent-Direct Score A" 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 Rose's Cafe

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/rosescafesf.com, through the MCP tool direct_record and in the city feed /city/san-francisco-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Orderwww.rosescafesf.com/order-online own sitefound by the scan of 2026-10-24, not yet tested
Menuwww.rosescafesf.com/menus html_pagefrom the scan
Hoursnone on record
Phone+14157752200

Stable links that count: /go/rosescafesf.com/order, /go/rosescafesf.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

Found one hop past the home page: booking page /order-online: ordering via doordash.

Agent readiness

Level 1 of 5, Basic Web Presence

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.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 businessyes