# Sandy Fridge, LME Esthetician: Agent-Direct Score C (55.4%)

Site: http://www.pattmd.com/
Report: https://directindex.org/r/pattmd.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Sandy Fridge, LME Esthetician is partly visible to agents.
An AI assistant can open Sandy Fridge, LME Esthetician's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

## Direct links
- Phone: +12816497170
- Address: 915 Gessner Rd Ste 235, 77024, Houston

## Nearby, also direct
Places near Sandy Fridge, LME Esthetician that take a booking or an order on their own website, with no marketplace in between.
- Face IQ Aesthetics (200 m): https://directindex.org/r/faceiqaesthetics.com
- Brillo Hair Studio (350 m): https://directindex.org/r/brillohairstudio.com
- TRACE Body Rejuvenation - Sports Recovery, Pain Relief, and Aesthetics (380 m): https://directindex.org/r/tracethebody.com

## What to fix first
- **No online booking 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 an online appointment page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No price list of services found.** (+7 points) Agents answer 'what do they offer and what does it cost?' from marketplaces and 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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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": "Sandy Fridge, LME Esthetician",
  "url": "http://www.pattmd.com/",
  "telephone": "+12816497170",
  "address": "915 Gessner Rd Ste 235, 77024, Houston",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 29.78021296,
    "longitude": -95.54511382
  }
}
</script>
```

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

```
# Sandy Fridge, LME Esthetician

> organization in 915 Gessner Rd Ste 235, 77024, Houston, Houston hairdressers and beauty salons. Phone +12816497170.

## About

- Website: http://www.pattmd.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
805 of 1906 in Houston hairdressers and beauty salons. Top 42% 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 | 96% | no |
| Publish the menu or price list as HTML | 14% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 21% | no |
| Have an llms.txt | 62% | no |

Nearest places in the index: Salon Social (F, 189 m, https://directindex.org/r/salon-social.com); Sharkey's Cuts for Kids (D, 193 m, https://directindex.org/r/sharkeyscutsforkidshoustonmemorial.com); Face IQ Aesthetics (B, 203 m, https://directindex.org/r/faceiqaesthetics.com); Brush & Blush Blow Dry Bar (F, 297 m, https://directindex.org/r/brushandblushbar.com); Brillo Hair Studio (D, 349 m, https://directindex.org/r/brillohairstudio.com); Phenix Salon Suites Memorial City (F, 372 m, https://directindex.org/r/phenixsalonshoukaty.com); TRACE Body Rejuvenation - Sports Recovery, Pain Relief, and Aesthetics (B, 375 m, https://directindex.org/r/tracethebody.com); The Hevinly Medspa (F, 379 m, https://directindex.org/r/thehevinlymedspa.com); Mina's Aesthetics and Wellness (F, 675 m, https://directindex.org/r/minasaesthetics.com); Midaly Spa Houston (F, 678 m, https://directindex.org/r/midalyspa.com).

## 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.


Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 55.4%.

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

## Businesses like Sandy Fridge, LME Esthetician in Houston hairdressers and beauty salons

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Houston hairdressers and beauty salons | 1906 | 46% | 20% | 55.4% |
| Sites built with WordPress in Houston hairdressers and beauty salons | 438 | 57% | 26% | 55.4% |

The best of the sites built with WordPress in Houston hairdressers and beauty salons: Amy's Med Spa (A 95.4%, https://directindex.org/r/amyshouston.com); Dr. Haresh Yalamanchili (A 95.4%, https://directindex.org/r/belagecenter.com); Bare Necessities Spa + Medspa - Tanglewood (A 93.8%, https://directindex.org/r/bnwax.com); River Oaks Galleria Medspa (A 90.8%, https://directindex.org/r/rogmedspa.com); Uptown Galleria Nails & Spa Houston (A 90.3%, https://directindex.org/r/uptowngallerianails.com).

With the three fixes above (No online booking link on the website; No price list of services found; Structured data is incomplete), the score would be about 95.4%, which would be first of 1,906 in Houston hairdressers and beauty salons.

## The direct record
What agents get for Sandy Fridge, LME Esthetician, as JSON: https://directindex.org/api/direct/pattmd.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +12816497170

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 9 | 25 |
| Actionable | 2 | 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/pattmd.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/pattmd.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/pattmd.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=pattmd.com&force=1
