# La Bouffe: Agent-Direct Score C (69.2%) Site: http://www.labouffe.co.uk/ Report: https://directindex.org/r/labouffe.co.uk 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.) La Bouffe is partly visible to agents. An AI assistant can open La Bouffe's website. It can read what La Bouffe offers. To book or order, it is sent to OpenTable, a marketplace. ## Direct links - Menu: https://labouffe.co.uk/menus/ - Phone: +442036407466 - Address: 116 Wandsworth Bridge Rd., SW6 2TF, London - Its menu mentions: a lunch or set menu ## Nearby, also direct Places near La Bouffe that take a booking or an order on their own website, with no marketplace in between. - Medlar (1.5 km): https://directindex.org/r/medlarrestaurant.co.uk - Margaux (2.1 km): https://directindex.org/r/barmargaux.co.uk - Sinabro Restaurant (2.3 km): https://directindex.org/r/sinabro.co.uk ## What to fix first - **Booking only through opentable.** (+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.** (+5 points) Missing: address, opening hours. 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. ``` # La Bouffe > organization (french) in 116 Wandsworth Bridge Rd., SW6 2TF, London, London. Phone +442036407466. ## Book or order directly - Menu: https://labouffe.co.uk/menus/ ## About - Website: http://www.labouffe.co.uk/ - 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).** phone - **Menu or price list is an HTML page.** Agents can read the items and prices. - **OpenTable works with agents through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Terms read on 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. 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 3336 of 8985 in London. Top 37% 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 | 87% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes | | Structured data with address, phone and hours | 63% | no | | Have an llms.txt | 36% | no | Nearest places with a similar menu: L'Art du Fromage (F, 1272 m, https://directindex.org/r/artdufromage.co.uk); Duck and Champagne (D, 1307 m, https://directindex.org/r/chelseafunhouse.com); Medlar (B, 1492 m, https://directindex.org/r/medlarrestaurant.co.uk); Glaister's Garden Bistro (F, 1533 m, https://directindex.org/r/glaisters.co.uk); Lou Pescadou (F, 1797 m, https://directindex.org/r/london-restaurants.com); Margaux (A, 2083 m, https://directindex.org/r/barmargaux.co.uk); Le Colombier (F, 2293 m, https://directindex.org/r/buydomainnames.co.uk); Sinabro Restaurant (A, 2330 m, https://directindex.org/r/sinabro.co.uk); Aux Merveilleux de Fred (F, 2362 m, https://directindex.org/r/auxmerveilleux.com); Le Bouchon Bordelais (D, 2420 m, https://directindex.org/r/lebouchon.co.uk). ## 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 London and named 66 places. La Bouffe wasn't one of them. See who was named: https://directindex.org/city/london/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using OpenTable 69% (51% A or B, 6152 sites); This site 69.2%. See what an AI agent reads on this site: https://directindex.org/r/labouffe.co.uk/agent-view ## Businesses like La Bouffe in London | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in London | 8985 | 54% | 36% | 69.2% | | Sites built with WordPress in London | 2671 | 66% | 48% | 69.2% | | Sites using OpenTable in London | 434 | 69% | 52% | 69.2% | | Sites built with WordPress and using OpenTable in London | 228 | 72% | 58% | 69.2% | The best of the sites built with WordPress and using OpenTable in London: Baba Restaurant Chelsea (A 100%, https://directindex.org/r/babachelsea.co.uk); Bonheur by Matt Abe (A 100%, https://directindex.org/r/bonheurbymattabe.com); Chatora City (A 100%, https://directindex.org/r/chatoracity.co.uk); City Spice (A 100%, https://directindex.org/r/cityspice.co); Erev (A 100%, https://directindex.org/r/erevlondon.com). With the two fixes above (Booking only through opentable; Structured data is incomplete), the score would be about 95.4%. That would be 187th of 8,985 in London, up from 3336th. ## The direct record What agents get for La Bouffe, as JSON: https://directindex.org/api/direct/labouffe.co.uk - Book: none on record - Order: none on record - Menu: https://labouffe.co.uk/menus/ (html_page; from the scan) - Hours: none on record - Phone: +442036407466 - Stable links that count: https://directindex.org/go/labouffe.co.uk/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, OpenTable: Through partners. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 17 | 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/labouffe.co.uk - 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/labouffe.co.uk/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/labouffe.co.uk/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 ยท Rescan now: https://directindex.org/scan?url=labouffe.co.uk&force=1