The Direct Index
Report · Monterrey · scanned 2026-10-22

Mr. Brown Foodie Express Factory

mrbrown.com.mx is hard for agents to use.

Listed by Overture Maps.

CallWebsite

Ways to reach Mr. Brown Foodie Express Factory directly, with no marketplace in between. Checked 2026-10-22. Report a mistake

Anillo Periférico, Monterrey · 81 8143 9291

Prices: 124 prices on the site, the middle one MX$463 · Languages: English, Spanish

Esta página en español

Owners

The website's grade

An AI assistant can open Mr. Brown Foodie Express Factory's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

50.8%

33 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 →

What the site tells visitors Measured, not scored

These don't change the grade.

124 prices on the landing page, the middle one MX$463.

Every city compared →
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 12 everyday questions about Monterrey and named 62 places. Mr. Brown Foodie Express Factory wasn't one of them. See who was named →

Where it stands

How Mr. Brown Foodie Express Factory compares

Where it stands

127 of 377 in Monterrey

Top 34% of the sites scanned in this index. Just above: El MÁS Pollo Valle Verde D, Miramar Market D. Just below: Tacos del chavo estilo tijuana D, Vidaurri D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain82%no
Publish the menu or price list as HTML85%no
Let AI crawlers in (no block at the server or in robots.txt)92%yes
Structured data with address, phone and hours28%no
Have an llms.txt26%yes

The top 10% are the 39 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with Shopify 13,925 sites48%24%50.8%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Wendy's burger432 mCno
Diablo Philipino burger1.0 kmFno
Spike's Burgers & Alitas burger1.7 kmBno
Meat N Buns burger1.7 kmFno
Burger Army burger2.1 kmFno
Dairy Queen ice_cream, burger2.3 kmCno
Joe Burgers burger2.6 kmFno
J&J Burger Crew Suc. Residencial Lincoln burger2.9 kmFno
Businesses like yours

Businesses like Mr. Brown Foodie Express Factory in Monterrey

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Monterrey37742%11%50.8%
Sites built with Shopify in Monterrey656%33%50.8%

The best of the sites built with Shopify in Monterrey

Taquería Hidalgo A 86.2% · Matthew B 84.6% · Genius Foods D 53.8% · Tacos del chavo estilo tijuana D 50.8% · Novedades y Tendencia Limon Chic F 12.3%

After the top fixes

With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 5th of 377 in Monterrey, up from 127th.

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 +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

  2. Structured data is incomplete +7 points

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

  3. No menu or price list found +7 points

    Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. 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 Monterrey. 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 (Organization) no address, phone or hours in it

Builder: shopify · contact page /pages/sobre-nosotros: 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 shopify.

Where to paste it on Shopify: Online Store, then the three-dot menu on the theme, then Edit code; paste it in the theme's layout file, inside the head. 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": "Organization",
  "name": "Mr. Brown Foodie Express Factory",
  "url": "http://www.mrbrown.com.mx",
  "telephone": "81 8143 9291",
  "address": "Anillo Periférico, Monterrey",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.693304178478748,
    "longitude": -100.37839786522788
  }
}
</script>
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/mrbrown.com.mx"><img src="https://directindex.org/badge/mrbrown.com.mx.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 Mr. Brown Foodie Express Factory

No direct path on record: the scan of 2026-10-22 found no booking or ordering link on mrbrown.com.mx or on a vendor's site. The same record is served as JSON at /api/direct/mrbrown.com.mx, through the MCP tool direct_record and in the city feed /city/monterrey/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone81 8143 9291

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
yes
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/markdownyes
llms.txtyes
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryyes
OAuth protected resource metadatayes
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageyes
JSON-LD for the businessyes