The Direct Index
Report · Hamilton cafes and bars · scanned 2026-11-12

lobby Hamilton

lobby.ca is partly visible to agents.

Listed by Overture Maps.

BookMenuCallWebsite

Ways to reach lobby Hamilton directly, with no marketplace in between. Checked 2026-11-12. On the business's own site. Report a mistake

151 James St S, Hamilton L8P 2Z5 · +12893893109

Nearby, also direct

Places near lobby Hamilton 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 lobby Hamilton's website. It can read what lobby Hamilton offers. It finds a way to book or order directly on the site.

68.8%

55 of 80 points available

1/5

agent-readiness level, Basic Web Presence

2

things to fix

Action test, 2026-11-12: partial, there's a path, but an agent would have trouble with it. There is a button or a form, but no complete booking or ordering flow an agent can finish on this page.

Provisional, with 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 lobby Hamilton compares

Where it stands

38 of 153 in Hamilton cafes and bars

Top 25% of the sites scanned in this index. Just above: Squire - Pub on Locke C, The King George Pub C. Just below: Crabby Joe's Tap & Grill C, Durand Coffee C.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain94%yes
Publish the menu or price list as HTML100%yes
Let AI crawlers in (no block at the server or in robots.txt)100%yes
Structured data with address, phone and hours50%no
Have an llms.txt50%no

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Radius13 mCyes
Secco30 mAyes
11:1130 mDno
Mezcal TNT42 mFno
Odds Bar69 mFno
The Ship71 mFno
Pheasant Plucker74 mCyes
The Judge78 mFno
House Of Java200 mFno
The Cat & Fiddle212 mCno
Businesses like yours

Businesses like lobby Hamilton in Hamilton cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Hamilton cafes and bars15352%21%68.8%

After the top fixes

With the fix above (No structured data for the business), the score would be about 86.3%. That would be 6th of 153 in Hamilton cafes and bars, up from 38th.

This site appears in 2 cities (3 places on lobby.ca). All the cities it's in →

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. 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 Hamilton 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.
  • Menu or price list is an HTML page Agents can read the items and prices.
  • Booking on your own site Agents can book without going through a marketplace.

Builder: unknown · menu page /hamilton-menu: 117 prices; booking page /reso: phone · What to paste

Owners

Own this business?

Claiming is free and takes one email to confirm. Then you can correct what assistants are told, and 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

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