# Mrm & Associates: Agent-Direct Score F (20%)

Site: https://mrmassociates.com
Report: https://directindex.org/r/mrmassociates.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.)
Mrm & Associates is largely invisible to agents.
AI assistants can't open Mrm & Associates's website, so they go by what other sites say about it.

## Direct links
- Phone: 7039718407
- Address: 9324 Reseda Blvd, 91324-6010, Northridge

## Nearby, also direct
Places near Mrm & Associates that take a booking or an order on their own website, with no marketplace in between.
- Lemón Zëst (20 m): https://directindex.org/r/lemonzest.cafe
- Northern Cafe (70 m): https://directindex.org/r/northerncafenorthridge.com
- Emle's California Mediterranean (140 m): https://directindex.org/r/emlesnorthridge.com
- Tasty Pot (140 m): https://directindex.org/r/tastypotusa.com
- Waffle Love (160 m): https://directindex.org/r/wafflelove.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (challenge:attention required). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **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. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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.** (+4 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## 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": "LocalBusiness",
  "name": "Mrm & Associates",
  "url": "https://mrmassociates.com",
  "telephone": "7039718407",
  "address": "9324 Reseda Blvd, 91324-6010, Northridge",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.2398662,
    "longitude": -118.535849
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (LocalBusiness).** address

## Where it stands
3472 of 4350 in Los Angeles. Top 80% 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 | 100% | no |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | no |
| Structured data with address, phone and hours | 59% | no |
| Have an llms.txt | 37% | no |

Nearest places in the index: Lemón Zëst (B, 19 m, https://directindex.org/r/lemonzest.cafe); Northern Cafe (B, 71 m, https://directindex.org/r/northerncafenorthridge.com); Emle's California Mediterranean (C, 136 m, https://directindex.org/r/emlesnorthridge.com); Tasty Pot (B, 143 m, https://directindex.org/r/tastypotusa.com); Waffle Love (A, 164 m, https://directindex.org/r/wafflelove.com); Halal Biriyani Kabob House (C, 205 m, https://directindex.org/r/halalbiriyanikabobhouse.com); Food Joy Catering (F, 205 m, https://directindex.org/r/foodjoycatering.com); Sourdough & Co. (B, 313 m, https://directindex.org/r/sourdoughandco.com); My Hero (B, 349 m, https://directindex.org/r/myhero.com); Maria's Italian Kitchen (A, 356 m, https://directindex.org/r/mariasitaliankitchen.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.

The assistants were asked 12 everyday questions about Los Angeles and named 95 places. Mrm & Associates wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


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

## Businesses like Mrm & Associates in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 20% |

The best of the businesses of the same kind in Los Angeles: A Votre Sante (A 100%, https://directindex.org/r/avotresantela.com); ADRIANS TACOS (A 100%, https://directindex.org/r/adrianstacos.online); Aki Shabu (A 100%, https://directindex.org/r/akishabu.com); Alessandro's Pizza (A 100%, https://directindex.org/r/alessandropizzaitalian.com); Amalia's (A 100%, https://directindex.org/r/amaliasrestaurant.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No booking or ordering link on the website; No menu or price list found), the score would be about 89.2%. That would be 397th of 4,350 in Los Angeles, up from 3472nd.

## The direct record
What agents get for Mrm & Associates, as JSON: https://directindex.org/api/direct/mrmassociates.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 7039718407

## 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

Only a real browser got this page (a plain fetch got challenge:attention required); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 11 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/mrmassociates.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/mrmassociates.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=mrmassociates.com&force=1