# The Lebanese Bakery: Agent-Direct Score C (63.1%) Site: http://thelebanesebakery.com/ Report: https://directindex.org/r/thelebanesebakery.com Scanned: 2026-11-04 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) The Lebanese Bakery is partly visible to agents. An AI assistant can open The Lebanese Bakery's website. It can read what The Lebanese Bakery offers. To book or order, it is sent to Deliveroo, a marketplace. ## Direct links - Menu: https://thelebanesebakery.com/london/#menu ## Nearby, also direct Places near The Lebanese Bakery that take a booking or an order on their own website, with no marketplace in between. - Ovio (10 m): https://directindex.org/r/ovio.eu - Mayyal Mayyal (770 m): https://directindex.org/r/mayyalmayyal.com - Sizzler steak house (770 m): https://directindex.org/r/sizzleregypt.com - Burdogz (810 m): https://directindex.org/r/burdogzeg.com ## What to fix first - **Ordering only through deliveroo.** (+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/online-ordering-without-delivery-apps - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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. ``` # The Lebanese Bakery > restaurant (lebanese) in Cairo. ## Book or order directly - Menu: https://thelebanesebakery.com/london/#menu ## About - Website: http://thelebanesebakery.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 (Organization).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 94 of 445 in Cairo. Top 21% 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 | 98% | no | | Publish the menu or price list as HTML | 85% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 89% | yes | | Structured data with address, phone and hours | 9% | no | | Have an llms.txt | 21% | no | Nearest places in the index: Ovio (B, 5 m, https://directindex.org/r/ovio.eu); الضيعة (F, 748 m, https://directindex.org/r/aldayaa.app); Mayyal Mayyal (A, 769 m, https://directindex.org/r/mayyalmayyal.com); Butcher's Burger (F, 771 m, https://directindex.org/r/orderbutchersburger.com); Sizzler steak house (A, 773 m, https://directindex.org/r/sizzleregypt.com); Lucille's Restaurant (F, 783 m, https://directindex.org/r/lucillesrestaurants.com); Two Broz pizza (F, 785 m, https://directindex.org/r/prepit.app); Wok and Walk (F, 794 m, https://directindex.org/r/wokandwalk.com.eg); Lychee (C, 800 m, https://directindex.org/r/lycheeegypt.com); Burdogz (C, 812 m, https://directindex.org/r/burdogzeg.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 22 everyday questions about Cairo and named 96 places. The Lebanese Bakery wasn't one of them. See who was named: https://directindex.org/city/cairo/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 251601 sites); Sites using Deliveroo 63% (38% A or B, 899 sites); This site 63.1%. See what an AI agent reads on this site: https://directindex.org/r/thelebanesebakery.com/agent-view ## Businesses like The Lebanese Bakery in Cairo | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Cairo | 445 | 42% | 13% | 63.1% | | Sites built with WordPress in Cairo | 98 | 55% | 24% | 63.1% | | Sites using Deliveroo in Cairo | 2 | 64% | 0% | 63.1% | | Sites built with WordPress and using Deliveroo in Cairo | 2 | 64% | 0% | 63.1% | The best of the sites built with WordPress in Cairo: Wafflicious (A 95.4%, https://directindex.org/r/wafflicious.com); Copa Açaí (A 90.8%, https://directindex.org/r/copaacai.org); El Dahan الدهان الأصل بتاع زمان (A 90.8%, https://directindex.org/r/eldahan.com.eg); Sbarro (A 88%, https://directindex.org/r/sbarro.com); Sizzler steak house (A 87.7%, https://directindex.org/r/sizzleregypt.com). With the three fixes above (Ordering only through deliveroo; Structured data is incomplete; Almost no text without JavaScript), the score would be about 95.4%. That would be 3rd of 445 in Cairo, up from 94th. ## The direct record What agents get for The Lebanese Bakery, as JSON: https://directindex.org/api/direct/thelebanesebakery.com - Book: none on record - Order: none on record - Menu: https://thelebanesebakery.com/london/#menu (html_page; from the scan) - Hours: none on record - Phone: none on record - Stable links that count: https://directindex.org/go/thelebanesebakery.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, Deliveroo: Not stated. Deliveroo's terms of service (6 October 2026) and terms of use say nothing about bots or automated ordering; they bar access without authority and interference with the service; no agent programme was found. Read 2026-10-15: https://deliveroo.co.uk/legal Found one hop past the home page: contact page /london/: ordering via deliveroo. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 23 | 25 | | Readable | 15 | 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/thelebanesebakery.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/thelebanesebakery.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/thelebanesebakery.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=thelebanesebakery.com&force=1