# Leandro Manuel Martínez Saleh Neumólogo Monterrey: Agent-Direct Score C (55.4%)

Site: http://www.pediatra-neumologo.com/
Report: https://directindex.org/r/pediatra-neumologo.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.)
Leandro Manuel Martínez Saleh Neumólogo Monterrey is partly visible to agents.
An AI assistant can open Leandro Manuel Martínez Saleh Neumólogo Monterrey's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to Docplanner (MioDottore, Doctoralia, jameda), a marketplace.

## Direct links
- Phone: +528183330093
- Address: Lic. José Benítez 2505, 64060, Monterrey
- WhatsApp: a link on the site

## Nearby, also direct
Places near Leandro Manuel Martínez Saleh Neumólogo Monterrey that take a booking or an order on their own website, with no marketplace in between.
- Clínica Dental Carreño - Rehabilitación & Implantes (100 m): https://directindex.org/r/dentalcarreno.com

## What to fix first
- **Appointments only through docplanner.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No list of services and prices found.** (+7 points) Agents answer 'what do they treat and what does it cost?' from directories instead. Add a page that lists services and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **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. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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": "Leandro Manuel Martínez Saleh Neumólogo Monterrey",
  "url": "http://www.pediatra-neumologo.com/",
  "telephone": "+528183330093",
  "address": "Lic. José Benítez 2505, 64060, Monterrey",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.67760529,
    "longitude": -100.34989541
  }
}
</script>
```

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

```
# Leandro Manuel Martínez Saleh Neumólogo Monterrey

> organization in Lic. José Benítez 2505, 64060, Monterrey, Monterrey dentists, clinics and vets. Phone +528183330093.

## About

- Website: http://www.pediatra-neumologo.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## 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

## Where it stands
128 of 528 in Monterrey dentists, clinics and vets. Top 24% 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 | 57% | no |
| Publish the menu or price list as HTML | 7% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 20% | no |
| Have an llms.txt | 39% | no |

Nearest places in the index: Alivia Clínica de Alta Especialidad (D, 8 m, https://directindex.org/r/alivia.mx); Clinica Alvessa (F, 27 m, https://directindex.org/r/alvessa.com); Clínica Dental Carreño - Rehabilitación & Implantes (C, 97 m, https://directindex.org/r/dentalcarreno.com); Dr. Hugo Tamez (D, 100 m, https://directindex.org/r/podiatratamez.com); Dr. Eddye Hernán Reyes (F, 225 m, https://directindex.org/r/multiestetica.mx); Dr Isordia - Enfermedades del Riñón (D, 229 m, https://directindex.org/r/nefrologonuevoleon.com); Dra. Anabel Sandoval de la Fuente, Otorrinolaringólogo (F, 230 m, https://directindex.org/r/findoctor.com.mx); Centro de Especialidades Medicas (F, 238 m, https://directindex.org/r/cem.mx); Dr. Américo Benavides Lozano (F, 238 m, https://directindex.org/r/dramericobenavides.com.mx); urologa (F, 240 m, https://directindex.org/r/urologa.com.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 dentists, clinics and vets and named 52 places. Leandro Manuel Martínez Saleh Neumólogo Monterrey wasn't one of them. See who was named: https://directindex.org/city/monterrey-clinics/recommended


Compared with its peers: Sites using Docplanner (MioDottore, Doctoralia, jameda) 48% (2% A or B, 1953 sites); This site 55.4%.

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

## Businesses like Leandro Manuel Martínez Saleh Neumólogo Monterrey in Monterrey dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Monterrey dentists, clinics and vets | 528 | 42% | 6% | 55.4% |
| Sites using Docplanner (MioDottore, Doctoralia, jameda) in Monterrey dentists, clinics and vets | 44 | 46% | 2% | 55.4% |

The best of the sites using Docplanner (MioDottore, Doctoralia, jameda) in Monterrey dentists, clinics and vets: Dr. Juan René Cornejo (B 83.1%, https://directindex.org/r/cardias.mx); Cardiólogo en Monterrey - Dr. Omar Carrasco (C 56.9%, https://directindex.org/r/cardiologosenmty.com); Cirujano General y Bariátrico en Monterrey - Dr. Abel Peña (C 56.9%, https://directindex.org/r/cirujanoenmonterrey.com); Dra. Gabriela Dominguez (C 56.9%, https://directindex.org/r/dragabrieladominguez.com); Labioplastia en Monterrey - Dr. Oscar Suárez (C 56.9%, https://directindex.org/r/labioplastiaenmonterrey.com.mx).

With the three fixes above (Appointments only through docplanner; Structured data is incomplete; No list of services and prices found), the score would be about 95.4%, which would be first of 528 in Monterrey dentists, clinics and vets.

## The direct record
What agents get for Leandro Manuel Martínez Saleh Neumólogo Monterrey, as JSON: https://directindex.org/api/direct/pediatra-neumologo.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +528183330093

## 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, Docplanner (MioDottore, Doctoralia, jameda): 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 | 8 | 25 |
| Actionable | 3 | 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/pediatra-neumologo.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: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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/pediatra-neumologo.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/pediatra-neumologo.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=pediatra-neumologo.com&force=1
