The Direct Index
Report · Toronto · scanned 2026-10-19

漁港灣 Lobster Harbour

lobsterharbour.com is partly visible to agents.

Listed by Overture Maps.

MenuCallWebsite

Ways to reach 漁港灣 Lobster Harbour directly, with no marketplace in between. Checked 2026-10-19. Report a mistake

2900 Warden Ave., M1W 2S8, Toronto · +14167567273

Owners

The website's grade

An AI assistant can open 漁港灣 Lobster Harbour's website. It can read what 漁港灣 Lobster Harbour offers. It finds a phone number, but no link to book or order online.

63.1%

41 of 65 points available

1/5

agent-readiness level, Basic Web Presence

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 22 everyday questions about Toronto and named 106 places. 漁港灣 Lobster Harbour wasn't one of them. See who was named →

Where it stands

How 漁港灣 Lobster Harbour compares

Where it stands

1,417 of 3,392 in Toronto

Top 42% of the sites scanned in this index. Just above: Viva Tastings C, Wow! Mobile Boutique C. Just below: Bombay Chowpatty C, Leros Grill C.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain99%no
Publish the menu or price list as HTML96%yes
Let AI crawlers in (no block at the server or in robots.txt)95%yes
Structured data with address, phone and hours49%no
Have an llms.txt37%no

The top 10% are the 354 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with Squarespace 11,547 sites65%49%63.1%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Mr. Congee Chinese Cuisine chinese23 mCno
Pho Quinn vietnamese56 mCyes
Nantha's Bakery indian251 mCno
BanBan Korean Fried Chicken chicken, korean, wings887 mFno
Happy Lamb Hot Pot mongolian, hotpot901 mFno
Dumpling & Szechuan Cuisine(川流不息店) chinese902 mFno
Pizza 21 pizza909 mByes
Delicious Shawarma & Falafel shawarma917 mCyes
Suvaiyakam indian918 mDno
Kachiguda Junction indian1.1 kmBno
Businesses like yours

Businesses like 漁港灣 Lobster Harbour in Toronto

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Toronto3,39252%33%63.1%
Sites built with Squarespace in Toronto11272%61%63.1%

The best of the sites built with Squarespace in Toronto

Pukka A 100% · Vivo A 100% · Abrielle A 95.4% · CC Lounge and Whiskey Bar A 93.8% · Central A 93.8%

After the top fixes

With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; Almost no text without JavaScript), the score would be about 95.4%. That would be 81st of 3,392 in Toronto, up from 1417th.

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 booking or ordering link on the website +13 points

    There's only a phone number or WhatsApp, and agents can't use those yet. 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. How to fix it

  2. Structured data is incomplete +6 points

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

  3. Almost no text without JavaScript +2 points

    Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. How to fix 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 Toronto. 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.

Builder: squarespace · Front: cloudflare

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": "漁港灣 Lobster Harbour",
  "url": "https://www.lobsterharbour.com/",
  "telephone": "+14167567273",
  "address": "2900 Warden Ave., M1W 2S8, Toronto",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 43.79866316,
    "longitude": -79.31818468
  }
}
</script>

llms.txt

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

# 漁港灣 Lobster Harbour

> local business (seafood) in 2900 Warden Ave., M1W 2S8, Toronto, Toronto. Phone +14167567273.

## Book or order directly

- Menu: https://www.lobsterharbour.com/#special-menu-section

## About

- Website: https://www.lobsterharbour.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.

Rescan now · 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 C

<a href="https://directindex.org/r/lobsterharbour.com"><img src="https://directindex.org/badge/lobsterharbour.com.svg" alt="Agent-Direct Score C" 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 漁港灣 Lobster Harbour

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/lobsterharbour.com, through the MCP tool direct_record and in the city feed /city/toronto/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menuwww.lobsterharbour.com/#special-menu-section html_pagefrom the scan
Hoursnone on record
Phone+14167567273

Stable links that count: /go/lobsterharbour.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 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