# Le boréal: Agent-Direct Score B (73.8%) Site: http://leborealparis.com/ Report: https://directindex.org/r/leborealparis.com 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.) Le boréal is mostly ready for agents. An AI assistant can open Le boréal's website. It can read what Le boréal offers. To book or order, it is sent to TheFork, a marketplace. ## Direct links - Menu: https://www.leborealparis.com/cartescadeaux - Hours, from OpenStreetMap · Overture Maps: We-Fr 12:00-14:00,19:00-24:00, Sa 12:30-14:30,19:00-24:00, Su 12:30-15:30 ## Nearby, also direct Places near Le boréal that take a booking or an order on their own website, with no marketplace in between. - A L’Africaine (80 m): https://directindex.org/r/lafricaine.fr - Chez Elisa (110 m): https://directindex.org/r/chezelisaparis.fr - Le Safari (120 m): https://directindex.org/r/restaurant-lesafari.com - Bouch. (120 m): https://directindex.org/r/bouchrestaurant.fr - Le Maquis (140 m): https://directindex.org/r/lemaquisrestaurant.fr ## What to fix first - **Booking only through thefork.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+2 points) Missing: telephone. 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 ## 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, 34% 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. ``` # Le boréal > restaurant in Paris. ## Book or order directly - Menu: https://www.leborealparis.com/cartescadeaux ## Opening hours We-Fr 12:00-14:00,19:00-24:00, Sa 12:30-14:30,19:00-24:00, Su 12:30-15:30 ## About - Website: http://leborealparis.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 main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (LocalBusiness).** address, opening hours - **Menu or price list is an HTML page.** Agents can read the items and prices. - **TheFork works with agents through its partners.** TheFork's terms page could not be fetched on 2026-10-15; TheFork integrated OpenAI's Operator agent for UK bookings in February 2025 and is a named Google AI Mode booking partner. Terms read on 2026-10-15: https://itbrief.co.uk/story/thefork-integrates-openai-s-operator-for-uk-bookings. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands 1797 of 5992 in Paris. Top 30% 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% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes | | Structured data with address, phone and hours | 84% | no | | Have an llms.txt | 61% | no | Nearest places in the index: A L’Africaine (B, 80 m, https://directindex.org/r/lafricaine.fr); Chez Elisa (B, 105 m, https://directindex.org/r/chezelisaparis.fr); Le Safari (A, 118 m, https://directindex.org/r/restaurant-lesafari.com); Bouch. (B, 118 m, https://directindex.org/r/bouchrestaurant.fr); Le Maquis (D, 137 m, https://directindex.org/r/lemaquisrestaurant.fr); La bonne école (B, 164 m, https://directindex.org/r/la-bonne-ecole.fr); New Yakitori (B, 169 m, https://directindex.org/r/newyakitori.fr); Dix Sur Dix (C, 180 m, https://directindex.org/r/10surdix.com); Camone - Bistro Vietnamien (A, 180 m, https://directindex.org/r/restaurant-camone.fr); Restaurant La Calebasse (A, 188 m, https://directindex.org/r/restaurantlacalebasse.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. Le boréal wasn't one of them. See who was named: https://directindex.org/city/paris/recommended Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); Sites using TheFork 65% (39% A or B, 2017 sites); This site 73.8%. See what an AI agent reads on this site: https://directindex.org/r/leborealparis.com/agent-view ## Businesses like Le boréal in Paris | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Paris | 5992 | 57% | 39% | 73.8% | | Sites built with Squarespace in Paris | 157 | 70% | 54% | 73.8% | | Sites using TheFork in Paris | 201 | 66% | 42% | 73.8% | | Sites built with Squarespace and using TheFork in Paris | 5 | 78% | 80% | 73.8% | The best of the sites built with Squarespace and using TheFork in Paris: Tutti Amici (A 93.8%, https://directindex.org/r/tuttiamici.fr); Le Genie Sous Les Etoilles (B 81.5%, https://directindex.org/r/legeniesouslesetoiles.com); Korus (B 76.9%, https://directindex.org/r/restaurantkorus.com); Le Pur' (C 66.2%, https://directindex.org/r/paris-restaurant-pur.fr). With the two fixes above (Booking only through thefork; Structured data is incomplete), the score would be about 95.4%. That would be 201st of 5,992 in Paris, up from 1797th. ## The direct record What agents get for Le boréal, as JSON: https://directindex.org/api/direct/leborealparis.com - Book: none on record - Order: none on record - Menu: https://www.leborealparis.com/cartescadeaux (html_page; from the scan) - Hours: We-Fr 12:00-14:00,19:00-24:00, Sa 12:30-14:30,19:00-24:00, Su 12:30-15:30 (from OpenStreetMap) - Phone: none on record - Stable links that count: https://directindex.org/go/leborealparis.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): 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 - Vendor terms for agents, TheFork: Through partners. TheFork's terms page could not be fetched on 2026-10-15; TheFork integrated OpenAI's Operator agent for UK bookings in February 2025 and is a named Google AI Mode booking partner. Read 2026-10-15: https://itbrief.co.uk/story/thefork-integrates-openai-s-operator-for-uk-bookings Found one hop past the home page: menu page /cartescadeaux: 11 prices. ## 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/leborealparis.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 Keep watching this business (https://directindex.org/r/leborealparis.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/leborealparis.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=leborealparis.com&force=1