# Mademoiselle Bobun: Agent-Direct Score B (73.8%)

Site: https://mademoisellebobun.com
Report: https://directindex.org/r/mademoisellebobun.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.)
Mademoiselle Bobun is mostly ready for agents.

## Direct links
- Phone: +33 5 57 95 54 39

## What to fix first
- **Ordering only through ubereats.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **Menu or price list lives on another site.** (+5 points) The link points to deliveroo.fr, so the credit and the traffic go there. Guide: https://directindex.org/guides/menu-pdf-ai
- **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

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

```
# Mademoiselle Bobun

> fast food restaurant in Rue Malbec 200 bis, Bordeaux. Phone +33 5 57 95 54 39.

## Book or order directly

- Menu: https://deliveroo.fr/fr/menu/bordeaux/gare-st-jean-nansouty/mademoiselle-bobun

## About

- Website: https://mademoisellebobun.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.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Restaurant).** address, phone, opening hours

## Where it stands
96 of 450 in Bordeaux. Top 21% 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 | 93% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | yes |
| Structured data with address, phone and hours | 63% | yes |
| Have an llms.txt | 37% | no |

Nearest places in the index: Asia Box (C, 215 m, https://directindex.org/r/asia-box.fr); Memestra (A, 283 m, https://directindex.org/r/restaurant-memestra.fr); Sushi Thon (B, 292 m, https://directindex.org/r/sushithon.fr); Casa Sudette (B, 311 m, https://directindex.org/r/casa-sudette.fr); Mame (C, 768 m, https://directindex.org/r/mame-restaurant.fr); Wayo-Wayo (C, 786 m, https://directindex.org/r/wayowayo.fr); Piacere (F, 793 m, https://directindex.org/r/piacere-pizzeria.fr); Marie Curry (C, 808 m, https://directindex.org/r/mariecurry.fr); Gou Kaz Mwen (C, 813 m, https://directindex.org/r/goukazmwen.com); Dangerous Burger (F, 888 m, https://directindex.org/r/dangerousburger.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 using Uber Eats 63% (34% A or B, 653 sites); This site 73.8%.

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

Read by AI agents 1 times this month.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 20 | 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/mademoisellebobun.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

Deep report: https://directindex.org/r/mademoisellebobun.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=mademoisellebobun.com&force=1