# Le French Dad Boulangerie & Cafe: Agent-Direct Score F (30.3%)

Site: https://www.lefrenchdad.com/
Report: https://directindex.org/r/lefrenchdad.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Le French Dad Boulangerie & Cafe is largely invisible to agents.

## Direct links
- Phone: +1 973-746-0288

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. 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 menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The server turns AI crawlers away at the door.** (+3.3 points) Live fetches as ClaudeBot (challenge:attention required) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Almost no text without JavaScript.** (+2 points) Crawlers that do not run scripts see an empty page. Render the menu, hours and address as plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Le French Dad Boulangerie & Cafe",
  "url": "https://www.lefrenchdad.com/",
  "telephone": "+1 973-746-0288",
  "email": "info@lefrenchdad.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Church Street 10",
    "postalCode": "07042",
    "addressLocality": "Montclair"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.8137673,
    "longitude": -74.2179867
  }
}
</script>
```

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

```
# Le French Dad Boulangerie & Cafe

> cafe or coffee shop in Church Street 10 07042 Montclair, New York cafes and bars. Phone +1 973-746-0288.

## About

- Website: https://www.lefrenchdad.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 key AI user agents.

## Where it stands
1138 of 1625 in New York cafes and bars. Top 70% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 98% | no |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | no |
| Structured data with address, phone and hours | 23% | no |
| Have an llms.txt | 10% | no |

Nearest places in the index: Benvenuti (B, 30 m, https://directindex.org/r/benvenutimontclair.com); Cafe Giotto (C, 132 m, https://directindex.org/r/cafegiotto.com); Trend Coffee & Tea House (D, 159 m, https://directindex.org/r/trendcoffee.com); Chashni (B, 318 m, https://directindex.org/r/chashnichai.co); Tierney's Tavern (F, 987 m, https://directindex.org/r/tierneystavern.com); Bánh Voyage (B, 2006 m, https://directindex.org/r/banhvoyagemontclair.com); Bluestone Coffee Co. (B, 2140 m, https://directindex.org/r/bluestonecoffee.com); Bonjour Montclair (C, 2158 m, https://directindex.org/r/bonjourmontclaircafe.com); Starbucks (C, 2758 m, https://directindex.org/r/target.com); Jungle Juice (D, 3019 m, https://directindex.org/r/junglejuicenj.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with Weebly 35% (0% A or B, 726 sites); This site 30.3%.

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

## Businesses like Le French Dad Boulangerie & Cafe in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1625 | 45% | 28% | 30.3% |
| Built with Weebly in New York cafes and bars | 52 | 32% | 0% | 30.3% |

The best of Built with Weebly in New York cafes and bars: Dinah (C 58%, https://directindex.org/r/dinahbrooklyn.com); Madman Espresso (D 51.8%, https://directindex.org/r/madmanespresso.com); Le Paris Dekar (D 50.8%, https://directindex.org/r/leparisdakar.com); Bagels Cafe (D 50.3%, https://directindex.org/r/bagelsbythepark.net); Eagle Trading Company (D 47.2%, https://directindex.org/r/eagletradingco.nyc).

With the three fixes above (No structured data for the business; No booking or ordering path at all; No menu or price list found) the score would be about 87.2%: 95th of 1,625 in New York cafes and bars, up from 1138th.

## The direct record
What agents get for Le French Dad Boulangerie & Cafe, as JSON: https://directindex.org/api/direct/lefrenchdad.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +1 973-746-0288

## 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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 19.7 | 25 |
| Readable | 0 | 25 |
| Actionable | 0 | 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/lefrenchdad.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: no

Deep report: https://directindex.org/r/lefrenchdad.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lefrenchdad.com&force=1