# Cabaret La Bonbonnière: Agent-Direct Score B (81.5%)

Site: http://www.cabaretlabonbonniere.com
Report: https://directindex.org/r/cabaretlabonbonniere.com
Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Cabaret La Bonbonnière is mostly ready for agents.
An AI assistant can open Cabaret La Bonbonnière's website. It can read what Cabaret La Bonbonnière offers. It finds a way to book or order directly, through octotable.com.

## Direct links
- Menu: https://www.cabaretlabonbonniere.com/nos-menus
- Phone: +33328530914
- Address: 157 Rue du Molinel, 59000, Lille
- Hours, from cabaretlabonbonniere.com: Mon closed; Tue–Sun 10:15–20:00
- Languages: English, French, Dutch

## Nearby, also direct
Places near Cabaret La Bonbonnière that take a booking or an order on their own website, with no marketplace in between.
- Costaud (50 m): https://directindex.org/r/costaudlille.fr
- Bioburger (60 m): https://directindex.org/r/bioburger.fr
- Le Broc Lille-Centre (60 m): https://directindex.org/r/restaurant-lebroc.fr
- Kisoro (60 m): https://directindex.org/r/kisorolille.fr
- Friterie Meunier - Béthune (80 m): https://directindex.org/r/friterie-meunier.fr

## What to fix first
- **Booking through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website

## 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 (Restaurant).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
100 of 475 in Lille. Top 21% 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 | 96% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 90% | yes |
| Have an llms.txt | 73% | yes |

Nearest places in the index: Akira (F, 33 m, https://directindex.org/r/akira-restaurant.com); Costaud (A, 48 m, https://directindex.org/r/costaudlille.fr); Bioburger (C, 57 m, https://directindex.org/r/bioburger.fr); Café Citoyen (F, 57 m, https://directindex.org/r/cafecitoyen.org); Le Broc Lille-Centre (B, 58 m, https://directindex.org/r/restaurant-lebroc.fr); Kisoro (B, 63 m, https://directindex.org/r/kisorolille.fr); Subway (C, 65 m, https://directindex.org/r/subwayfrance.fr); Bagel Corner (C, 72 m, https://directindex.org/r/bagelcorner.fr); Burgouzz (F, 82 m, https://directindex.org/r/burgouzz.com); Friterie Meunier - Béthune (B, 84 m, https://directindex.org/r/friterie-meunier.fr).

## 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 29 everyday questions about Lille and named 162 places. Cabaret La Bonbonnière wasn't one of them. See who was named: https://directindex.org/city/lille/recommended


Compared with its peers: Sites built with Wix 52% (28% A or B, 48660 sites); This site 81.5%.

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

## Businesses like Cabaret La Bonbonnière in Lille

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Lille | 475 | 57% | 41% | 81.5% |
| Sites built with Wix in Lille | 30 | 57% | 33% | 81.5% |

The best of the sites built with Wix in Lille: Layalina (A 95.4%, https://directindex.org/r/layalina-lille.com); The Kitchen Burger (A 95.4%, https://directindex.org/r/kitchenburger.fr); Kairos (A 90.8%, https://directindex.org/r/bistrot-kairos.com); La Promenade (A 90.8%, https://directindex.org/r/lapromenaderestaurant.fr); Les Petits Poissons (A 90.8%, https://directindex.org/r/lespetitspoissons.fish).

With the fix above (Booking through an unrecognised third party), the score would be about 95.4%. That would be 11th of 475 in Lille, up from 100th.

## The direct record
What agents get for Cabaret La Bonbonnière, as JSON: https://directindex.org/api/direct/cabaretlabonbonniere.com
- Book: none on record
- Order: none on record
- Menu: https://www.cabaretlabonbonniere.com/nos-menus (html_page; from the scan)
- Hours: Tu-Su 10:15-20:00 (closed now) (from cabaretlabonbonniere.com)
- Phone: +33328530914
- Stable links that count: https://directindex.org/go/cabaretlabonbonniere.com/menu

## 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): yes
- 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

Found one hop past the home page: menu page /nos-menus: booking link (other).

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 25 |
| Actionable | 6 | 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/cabaretlabonbonniere.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/cabaretlabonbonniere.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/cabaretlabonbonniere.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=cabaretlabonbonniere.com&force=1