# L'Imprévu: Agent-Direct Score B (73.8%) Site: https://limprevu-marseille.fr/ Report: https://directindex.org/r/limprevu-marseille.fr 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.) L'Imprévu is mostly ready for agents. An AI assistant can open L'Imprévu's website. It can read what L'Imprévu offers. It finds a way to book or order directly on the site. ## Direct links - Book directly: https://limprevu-marseille.fr/fr/booking (on the business's own site) - Menu: https://limprevu-marseille.fr/fr/services - Phone: +33623186940 - Address: 29 Rue Edmond Rostand, 13006, Marseille - Its menu mentions: vegan options - Languages: French, English ## Nearby, also direct Places near L'Imprévu that take a booking or an order on their own website, with no marketplace in between. - Al dente (210 m): https://directindex.org/r/aldente-marseille.fr - Cielo trattoria jogging (230 m): https://directindex.org/r/cielotrattoria.com - Vapiano (450 m): https://directindex.org/r/vapiano.fr - Pelino Restaurant & Pizzeria (590 m): https://directindex.org/r/pelino.fr - Primo Amore (640 m): https://directindex.org/r/restaurant-primoamore.fr ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## 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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # L'Imprévu > local business (italian) in 29 Rue Edmond Rostand, 13006, Marseille, Marseille. Phone +33623186940. ## Book or order directly - Book: https://limprevu-marseille.fr/fr/booking (on the business's own site) - Menu: https://limprevu-marseille.fr/fr/services ## About - Website: https://limprevu-marseille.fr/ - 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 main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Booking on your own site.** Agents can book without going through a marketplace. ## Where it stands 203 of 747 in Marseille. Top 27% 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% | yes | | Publish the menu or price list as HTML | 90% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 55% | no | | Have an llms.txt | 34% | no | Nearest places with a similar menu: Al dente (C, 211 m, https://directindex.org/r/aldente-marseille.fr); Cielo trattoria jogging (B, 231 m, https://directindex.org/r/cielotrattoria.com); Au Rendez Vous (D, 416 m, https://directindex.org/r/forkosher.com); Vapiano (B, 445 m, https://directindex.org/r/vapiano.fr); Le Select (F, 492 m, https://directindex.org/r/selectstore.fr); Delouss Pasta (D, 511 m, https://directindex.org/r/jimdofree.com); Pelino Restaurant & Pizzeria (B, 594 m, https://directindex.org/r/pelino.fr); Primo Amore (A, 642 m, https://directindex.org/r/restaurant-primoamore.fr); La Mamma (D, 687 m, https://directindex.org/r/pizzerialamamma.fr); L'Osteria (C, 709 m, https://directindex.org/r/losteria.net). ## 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 Marseille and named 65 places. L'Imprévu wasn't one of them. See who was named: https://directindex.org/city/marseille/recommended See what an AI agent reads on this site: https://directindex.org/r/limprevu-marseille.fr/agent-view ## Businesses like L'Imprévu in Marseille | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Marseille | 747 | 56% | 38% | 73.8% | The best of the businesses of the same kind in Marseille: Amista (A 100%, https://directindex.org/r/lentrecote-valentine-restaurant-marseille.fr); Au Petit Amandier (A 100%, https://directindex.org/r/aupetitamandier.com); Bar Restaurant de La Grotte (A 100%, https://directindex.org/r/lagrotte-restaurant.fr); Basilic & Co (A 100%, https://directindex.org/r/basilic-and-co.com); Chez Quan (A 100%, https://directindex.org/r/chezquan.fr). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 21st of 747 in Marseille, up from 203rd. ## The direct record What agents get for L'Imprévu, as JSON: https://directindex.org/api/direct/limprevu-marseille.fr - Book: https://limprevu-marseille.fr/fr/booking (own site; found by the scan of 2026-10-20, not yet tested) - Order: none on record - Menu: https://limprevu-marseille.fr/fr/services (html_page; from the scan) - Hours: none on record - Phone: +33623186940 - Stable links that count: https://directindex.org/go/limprevu-marseille.fr/book, https://directindex.org/go/limprevu-marseille.fr/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): 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 Found one hop past the home page: menu page /fr/services: 112 prices; booking page /fr/booking: booking link (other). ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 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/limprevu-marseille.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: 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 Keep watching this business (https://directindex.org/r/limprevu-marseille.fr/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/limprevu-marseille.fr/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=limprevu-marseille.fr&force=1