# Labor Mexicana Monterrey: Agent-Direct Score C (69.2%)

Site: http://www.labormx.com/
Report: https://directindex.org/r/labormx.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Labor Mexicana Monterrey is partly visible to agents.
An AI assistant can open Labor Mexicana Monterrey's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through Calendly.

## Direct links
- Book directly: https://assets.calendly.com/assets/external/widget.js (through calendly acting for the business)
- Phone: 8120872087
- Address: Av. Padre Mier num 481-L5, 64000, Monterrey

## Nearby, also direct
Places near Labor Mexicana Monterrey that take a booking or an order on their own website, with no marketplace in between.
- Taquería Hidalgo (470 m): https://directindex.org/r/lahidalgo.com
- Super Tortas del Gordo (580 m): https://directindex.org/r/supertortasdelgordo.com

## What to fix first
- **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. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+5 points) Missing: address, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **The phone number on the site doesn't match the open map data.** The site shows +52%20844-160-7867, but OpenStreetMap or Overture Maps lists 8120872087. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## What the site tells visitors (Measured, not scored)
- **The footer says © 2024.** Visitors and assistants may read that year as the last time anyone looked after the site.
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Monterrey, 6.6% of comparable sites declare one.

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Labor Mexicana Monterrey",
  "url": "http://www.labormx.com/",
  "telephone": "8120872087",
  "address": "Av. Padre Mier num 481-L5, 64000, Monterrey",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.6697619,
    "longitude": -100.322656
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://assets.calendly.com/assets/external/widget.js",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

## 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).** phone
- **Booking through calendly on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
48 of 377 in Monterrey. Top 13% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 82% | yes |
| Publish the menu or price list as HTML | 85% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 92% | yes |
| Structured data with address, phone and hours | 28% | no |
| Have an llms.txt | 26% | yes |

Nearest places with a similar menu: Tortas La Purisima (F, 444 m, https://directindex.org/r/eloteslapurisima.com.mx); Taquería Hidalgo (A, 473 m, https://directindex.org/r/lahidalgo.com); Super Tortas del Gordo (C, 583 m, https://directindex.org/r/supertortasdelgordo.com); Restaurante La Reina Regia (C, 617 m, https://directindex.org/r/restaurantelareinaregia.com); Tacos Allende (F, 774 m, https://directindex.org/r/parkopedia.mx); La Puntada Restaurant (D, 804 m, https://directindex.org/r/lapuntada.com.mx); Asador Las Diligencias (F, 826 m, https://directindex.org/r/asadorlasdiligencias.com); Tacos Kike MTY (D, 876 m, https://directindex.org/r/tacoskike.com); Los Condados (F, 945 m, https://directindex.org/r/loscondados.mx); Hacienda Carranza (D, 960 m, https://directindex.org/r/haciendacarranza.mx).

## What assistants answer
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. Labor Mexicana Monterrey wasn't one of them. See who was named: https://directindex.org/city/monterrey/recommended


Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); Sites using Calendly 62% (32% A or B, 1170 sites); This site 69.2%.

See what an AI agent reads on this site: https://directindex.org/r/labormx.com/agent-view

## Businesses like Labor Mexicana Monterrey in Monterrey

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Monterrey | 377 | 42% | 11% | 69.2% |
| Sites built with WordPress in Monterrey | 108 | 54% | 17% | 69.2% |
| Sites using Calendly in Monterrey | 2 | 77% | 50% | 69.2% |
| Sites built with WordPress and using Calendly in Monterrey | 1 | 69% | 0% | 69.2% |

The best of the sites built with WordPress in Monterrey: Restaurante Won Korean BBQ and Grill (A 100%, https://directindex.org/r/wonkoreanbbqgrill.com); Comidas Caseras Los Molcajetes (A 94.9%, https://directindex.org/r/losmolcajetes.mx); Applebee's (A 89.2%, https://directindex.org/r/applebees.com.mx); Peter Piper Pizza (B 84.6%, https://directindex.org/r/peterpiperpizza.com); Piacere Divino (B 84.6%, https://directindex.org/r/piaceredivino.mx).

With the two fixes above (No menu or price list found; Structured data is incomplete), the score would be about 87.7%. That would be 11th of 377 in Monterrey, up from 48th.

## The direct record
What agents get for Labor Mexicana Monterrey, as JSON: https://directindex.org/api/direct/labormx.com
- Book: https://assets.calendly.com/assets/external/widget.js (vendor on own site: Calendly; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 8120872087
- Stable links that count: https://directindex.org/go/labormx.com/book

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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
- Vendor terms for agents, Calendly: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 10 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/labormx.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: yes
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/labormx.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/labormx.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=labormx.com&force=1