# Chelsea Creperie: Agent-Direct Score D (53.8%) Site: https://chelseacreperie.co.uk/ Report: https://directindex.org/r/chelseacreperie.co.uk 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.) Chelsea Creperie is hard for agents to use. An AI assistant can open the website of Chelsea Creperie. It can read what Chelsea Creperie offers. To book or order, it is sent to TheFork, a marketplace. ## Direct links - Menu: https://chelseacreperie.co.uk/menu/ - Phone: +44 20 7376 3400 ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through thefork.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Ordering only through deliveroo.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Chelsea Creperie > cafe or coffee shop in Hollywood Road 240 London, London cafes and bars. Phone +44 20 7376 3400. ## Book or order directly - Menu: https://chelseacreperie.co.uk/menu/ ## Opening hours Mo-We 07:30-22:00; Th-Su 07:30-23:00 ## About - Website: https://chelseacreperie.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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **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. Read 2026-10-15: https://itbrief.co.uk/story/thefork-integrates-openai-s-operator-for-uk-bookings. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them. ## Where it stands 1300 of 2314 in London cafes and bars. Top 56% 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 | 96% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 97% | yes | | Structured data with address, phone and hours | 68% | no | | Have an llms.txt | 12% | no | Nearest places in the index: B Bagel Bakery Bar (A, 34 m, https://directindex.org/r/bbagel.co.uk); Hollywood Arms (B, 148 m, https://directindex.org/r/hollywoodarmschelsea.com); King's Arms (A, 187 m, https://directindex.org/r/thekingsarmschelsea.co.uk); The Sporting Pages (B, 242 m, https://directindex.org/r/thesportingpage.co.uk); easyCoffee (C, 263 m, https://directindex.org/r/easy.coffee); Badiani Gelato Chelsea (B, 327 m, https://directindex.org/r/badiani1932.com); Kosmopol (F, 372 m, https://directindex.org/r/kosmopol.net); The Fox and Pheasant (A, 468 m, https://directindex.org/r/thefoxandpheasant.com); Azteca (D, 487 m, https://directindex.org/r/aztecalatinlounge.com); The Chelsea Gate (D, 493 m, https://directindex.org/r/thechelseapensioner.co.uk). ## 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 WordPress 58% (29% A or B, 36926 sites); Sites using TheFork 60% (23% A or B, 574 sites); Sites using Deliveroo 65% (41% A or B, 415 sites); This site 53.8%. See what an AI agent reads on this site: https://directindex.org/r/chelseacreperie.co.uk/agent-view ## Businesses like Chelsea Creperie in London cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in London cafes and bars | 2314 | 52% | 37% | 53.8% | | Sites built with WordPress in London cafes and bars | 681 | 65% | 47% | 53.8% | | Sites using TheFork in London cafes and bars | 3 | 65% | 33% | 53.8% | | Sites built with WordPress and using TheFork in London cafes and bars | 3 | 65% | 33% | 53.8% | The best of the sites built with WordPress in London cafes and bars: Bar Américain (A 100%, https://directindex.org/r/brasseriezedel.com); The Cherry Tree (A 100%, https://directindex.org/r/thecherrytreedulwich.co.uk); The Roundhouse (A 100%, https://directindex.org/r/theroundhousewandsworth.com); Hope & Anchor (A 95.4%, https://directindex.org/r/hopeandanchorbrixton.co.uk); Lion and Unicorn (A 95.4%, https://directindex.org/r/thelionandunicornnw5.co.uk). With the three fixes above (No structured data for the business; Booking only through thefork; Ordering only through deliveroo) the score would be about 100%: first of 2,314 in London cafes and bars. ## The direct record What agents get for Chelsea Creperie, as JSON: https://directindex.org/api/direct/chelseacreperie.co.uk - Book: none on record - Order: none on record - Menu: https://chelseacreperie.co.uk/menu/ (html_page; from the scan) - Hours: Mo-We 07:30-22:00; Th-Su 07:30-23:00 (open now) (from OpenStreetMap) - Phone: +44 20 7376 3400 - Stable links that count: https://directindex.org/go/chelseacreperie.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): 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 - 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 Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 7 | 25 | | Actionable | 3 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/chelseacreperie.co.uk - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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: 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/chelseacreperie.co.uk/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/chelseacreperie.co.uk/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=chelseacreperie.co.uk&force=1