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

Bar Bambino

barbambino.com is mostly ready for agents.

Listed by Overture Maps.

MenuCallWebsite

Ways to reach Bar Bambino directly, with no marketplace in between. Checked 2026-10-24. Report a mistake

2931 16th St, 94103, San Francisco · (415) 701-8466

Nearby, also direct

Places near Bar Bambino 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 Bar Bambino's website. It can read what Bar Bambino offers. It finds a way to book or order directly, through urldefense.com.

83.1%

54 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.

The assistants were asked 22 everyday questions about San Francisco and named 113 places. Bar Bambino wasn't one of them. See who was named →

Where it stands

How Bar Bambino compares

Where it stands

363 of 2,392 in San Francisco

Top 15% of the sites scanned in this index. Just above: Destino B, AK Subs B. Just below: Blue Plate B, Brasa Bros B.

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 HTML89%yes
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours55%no
Have an llms.txt25%no

The top 10% are the 244 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with BentoBox 2,256 sites80%86%83.1%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Locanda italian322 mFno
Plin italian517 mFno
Delfina italian, pizza666 mByes
Flour + Water italian857 mCno
Flour and Water Pasta Shop italian910 mByes
Heirloom Cafe italian931 mCno
The Rustic - San Francisco italian951 mByes
Tavola Rustica italian953 mByes
Tosca Cafe Summer at St. Joe's italian1.0 kmFno
Rich Table italian1.2 kmByes
Businesses like yours

Businesses like Bar Bambino in San Francisco

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in San Francisco2,39249%32%83.1%
Sites built with BentoBox in San Francisco9384%92%83.1%

The best of the sites built with BentoBox in San Francisco

Asian Box A 100% · Flores A 100% · Gott's SF Ferry Building A 100% · Roam Artisan Burgers A 100% · Gott's Roadside A 96.3%

After the top fixes

With the two fixes above (Booking through an unrecognised third party; Structured data is incomplete), the score would be about 100%, which would be first of 2,392 in San Francisco.

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. Booking through an unrecognised third party +9 points

    Check that the provider keeps your business as the seller of record. How to fix it

  2. Structured data is incomplete +2 points

    Missing: telephone. How to fix it

  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. 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 (FoodEstablishment) address, opening hours
  • Menu or price list is an HTML page Agents can read the items and prices.

Builder: bentobox · contact page /contact/: nothing new; menu page /menus/: menu schema

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 bentobox.

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": "FoodEstablishment",
  "name": "Bar Bambino",
  "url": "http://barbambino.com/",
  "telephone": "(415) 701-8466",
  "address": "2931 16th St, 94103, San Francisco",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.76504576806311,
    "longitude": -122.4183139750801
  }
}
</script>

llms.txt

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

# Bar Bambino

> food establishment (italian) in 2931 16th St, 94103, San Francisco, San Francisco. Phone (415) 701-8466.

## Book or order directly

- Menu: https://www.barbambino.com/menus/

## About

- Website: http://barbambino.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 B

<a href="https://directindex.org/r/barbambino.com"><img src="https://directindex.org/badge/barbambino.com.svg" alt="Agent-Direct Score B" 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 Bar Bambino

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

PathLinkStatus
Booknone on record
Ordernone on record
Menuwww.barbambino.com/menus/ html_pagefrom the scan
Hoursnone on record
Phone(415) 701-8466

Stable links that count: /go/barbambino.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: menu page /menus/: menu schema.

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.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 businessyes