# Cléo: Agent-Direct Score B (75.4%)

Site: https://www.restaurantcleo.fr
Report: https://directindex.org/r/restaurantcleo.fr
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.)
Cléo is mostly ready for agents.

## Direct links
- Menu: https://cdn.prod.website-files.com/67c8152d1d0eb2014de08167/6ab5231c7483c8510393fd15_restaurant-cleo_carte_dejeuner_240926.pdf
- Phone: +33140604432

## What to fix first
- **No booking or ordering path at all.** (+13 points) Only a phone number or WhatsApp. Agents cannot act on those yet. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## 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
686 of 2889 in Paris. Top 24% 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 | 100% | no |
| Publish the menu or price list as HTML | 98% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 88% | yes |
| Have an llms.txt | 65% | yes |

Nearest places with a similar menu: La Fontaine de Mars (F, 624 m, https://directindex.org/r/beatricevenezi.com); Étude (C, 1541 m, https://directindex.org/r/restaurant-etude.fr); Pilgrim (B, 2021 m, https://directindex.org/r/pilgrimparis.com); Boutary (B, 2113 m, https://directindex.org/r/boutary-restaurant.com); Onyx (B, 2220 m, https://directindex.org/r/restaurantonyx.com); MaSa (D, 2255 m, https://directindex.org/r/masa-paris.fr); Club Cochon (C, 2530 m, https://directindex.org/r/clubcochon.com); Maora (C, 2704 m, https://directindex.org/r/maorarestaurant.com); BRU Paris (B, 2704 m, https://directindex.org/r/bruparis.com); Mova (C, 2786 m, https://directindex.org/r/mova-paris.fr).

## 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 Webflow 59% (26% A or B, 1920 sites); This site 75.4%.

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

## Businesses like Cléo in Paris

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Paris | 2889 | 59% | 41% | 75.4% |
| Built with Webflow in Paris | 80 | 63% | 34% | 75.4% |

The best of Built with Webflow in Paris: La Plage Parisienne (A 100%, https://directindex.org/r/laplageparisienne.com); Naruto Ramen (A 100%, https://directindex.org/r/narutoramen.fr); Thoumieux (A 100%, https://directindex.org/r/thoumieux.fr); Orson (A 92.3%, https://directindex.org/r/orson.paris); Wukong The Grand Master (A 92.3%, https://directindex.org/r/wukongrestaurant.com).

With the two fixes above (No booking or ordering path at all; Menu or price list is a PDF) the score would be about 100%: first of 2,889 in Paris.

## The direct record
What agents get for Cléo, as JSON: https://directindex.org/api/direct/restaurantcleo.fr
- Book: none on record
- Order: none on record
- Menu: https://cdn.prod.website-files.com/67c8152d1d0eb2014de08167/6ab5231c7483c8510393fd15_restaurant-cleo_carte_dejeuner_240926.pdf (pdf; from the scan)
- Hours: 07:00-10:30,12:00-14:00,19:00-22:00 (closed now) (from OpenStreetMap)
- Phone: +33140604432
- Stable links that count: https://directindex.org/go/restaurantcleo.fr/menu
- Agents and people followed 1 direct link to this business this month (1 by AI agents).

## 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 | 25 | 25 |
| Readable | 22 | 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/restaurantcleo.fr
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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

Deep report: https://directindex.org/r/restaurantcleo.fr/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=restaurantcleo.fr&force=1