# Bistro Le Valentino: Agent-Direct Score C (66.2%) Site: http://www.au41.fr/le-bistrot Report: https://directindex.org/r/au41.fr Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Bistro Le Valentino is partly visible to agents. An AI assistant can open Bistro Le Valentino's website. What Bistro Le Valentino offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through lor.paris. ## Direct links - Menu: https://www.au41.fr/wp-content/uploads/2026/10/Carte-Octobre-2026.pdf - Phone: +33145630128 - Address: 41 Rue de Penthièvre, 75008, Paris ## Nearby, also direct Places near Bistro Le Valentino that take a booking or an order on their own website, with no marketplace in between. - Au Bureau (730 m): https://directindex.org/r/aubureau.fr - Simone Lemon (1.9 km): https://directindex.org/r/simonelemon.com - Le Trader's (1.9 km): https://directindex.org/r/tradersparisbourse.fr - Gallopin (2.1 km): https://directindex.org/r/gallopin.com - Lagano (2.7 km): https://directindex.org/r/lagano.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 - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai - **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 ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Paris, 33% of comparable sites declare one. ## 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. ``` # Bistro Le Valentino > organization (european) in 41 Rue de Penthièvre, 75008, Paris, Paris. Phone +33145630128. ## Book or order directly - Menu: https://www.au41.fr/wp-content/uploads/2026/10/Carte-Octobre-2026.pdf ## About - Website: http://www.au41.fr/le-bistrot - 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. - **Structured data found (Organization).** no address, phone or hours in it ## Where it stands 2511 of 5887 in Paris. Top 43% 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 | 99% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes | | Structured data with address, phone and hours | 87% | no | | Have an llms.txt | 62% | no | Nearest places with a similar menu: Au Bureau (C, 732 m, https://directindex.org/r/aubureau.fr); Le Restaurant Le V (C, 1140 m, https://directindex.org/r/hotelvernet-paris.com); Hémicycle Restaurant (F, 1391 m, https://directindex.org/r/hemicycle.paris); Maison 28 (C, 1565 m, https://directindex.org/r/leroch-hotel.com); Simone Lemon (C, 1906 m, https://directindex.org/r/simonelemon.com); Le Trader's (A, 1943 m, https://directindex.org/r/tradersparisbourse.fr); Gallopin (C, 2129 m, https://directindex.org/r/gallopin.com); Lagano (D, 2694 m, https://directindex.org/r/lagano.fr); Au Père Fouettard (C, 2761 m, https://directindex.org/r/pere-fouettard.fr); Paris en Seine (B, 3002 m, https://directindex.org/r/paris-en-scene.com). ## 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 13 everyday questions about Paris and named 98 places. Bistro Le Valentino wasn't one of them. See who was named: https://directindex.org/city/paris/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 66.2%. See what an AI agent reads on this site: https://directindex.org/r/au41.fr/agent-view ## Businesses like Bistro Le Valentino in Paris | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Paris | 5887 | 57% | 39% | 66.2% | | Sites built with WordPress in Paris | 1645 | 62% | 38% | 66.2% | The best of the sites built with WordPress in Paris: Ambos (A 100%, https://directindex.org/r/ambos-restaurant.fr); Baca'v (A 100%, https://directindex.org/r/bacav.paris); Khajuraho (A 100%, https://directindex.org/r/le-khajuraho.com); L'Almanach Montmartre (A 100%, https://directindex.org/r/almanach-montmartre.fr); Le Delmas (A 100%, https://directindex.org/r/cafedelmas.com). With the three fixes above (Booking through an unrecognised third party; Structured data is incomplete; Menu or price list is a PDF), the score would be about 95.4%. That would be 195th of 5,887 in Paris, up from 2511th. ## The direct record What agents get for Bistro Le Valentino, as JSON: https://directindex.org/api/direct/au41.fr - Book: none on record - Order: none on record - Menu: https://www.au41.fr/wp-content/uploads/2026/10/Carte-Octobre-2026.pdf (pdf; from the scan) - Hours: none on record - Phone: +33145630128 - Stable links that count: https://directindex.org/go/au41.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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 12 | 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/au41.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: yes Keep watching this business (https://directindex.org/r/au41.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/au41.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=au41.fr&force=1