# Bilhana Lebanese Deli: Agent-Direct Score D (50.3%) Site: http://www.bilhana.com/ Report: https://directindex.org/r/bilhana.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.) Bilhana Lebanese Deli is hard for agents to use. Some AI assistants are turned away by Bilhana Lebanese Deli's website. What Bilhana Lebanese Deli offers is in a PDF or an image, and assistants read those badly. To book or order, it is sent to Uber Eats, a marketplace. ## Direct links - Menu: https://bilhana.com/docs/bilhana_in-store_menu.pdf - Phone: 0207 790 4913 - Address: Ben Jonson Road 38 E1 3NN London ## Nearby, also direct Places near Bilhana Lebanese Deli that take a booking or an order on their own website, with no marketplace in between. - Grubboxldn (420 m): https://directindex.org/r/grubboxldn.com - Rajboy (570 m): https://directindex.org/r/rajboy.com - Kirvem (580 m): https://directindex.org/r/kirvemrestaurant.co.uk - Afrikana (600 m): https://directindex.org/r/afrikanakitchen.com ## What to fix first - **Ordering only through ubereats.** (+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.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **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 - **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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2022.** Visitors and assistants may read that year as the last time anyone looked after the site. In London, 73% of comparable sites that show a year say 2025 or later. ## 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. ``` # Bilhana Lebanese Deli > fast food restaurant in Ben Jonson Road 38 E1 3NN London, London. Phone 0207 790 4913. ## Book or order directly - Menu: https://bilhana.com/docs/bilhana_in-store_menu.pdf ## About - Website: http://www.bilhana.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.** There's no robots.txt, which means everything is allowed. - **Structured data found (Organization).** no address, phone or hours in it - **Uber Eats works with agents through its partners.** Uber's US terms of use (12 October 2026) bar scripts that burden the services and any use to build software or train AI; its Claude and ChatGPT integrations only browse menus, with checkout in the Uber Eats app. Terms read on 2026-10-15: https://www.uber.com/legal/en/document/?name=general-terms-of-use&country=united-states&lang=en. 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 5380 of 9090 in London. Top 59% 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% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 94% | no | | Structured data with address, phone and hours | 63% | no | | Have an llms.txt | 36% | no | Nearest places in the index: Grubboxldn (A, 422 m, https://directindex.org/r/grubboxldn.com); Wonderful House (F, 439 m, https://directindex.org/r/info-france.co.uk); Shan Shui Jian (F, 564 m, https://directindex.org/r/shanshuijian.com); Rajboy (B, 573 m, https://directindex.org/r/rajboy.com); Cutana (C, 576 m, https://directindex.org/r/cutana.co.uk); Kirvem (F, 578 m, https://directindex.org/r/kirvemrestaurant.co.uk); Mr Wongs Wok N Box (D, 583 m, https://directindex.org/r/mrwongswokandbox.co.uk); 90 Degree MELT (F, 589 m, https://directindex.org/r/90degreemelt.co.uk); Andy's Burgers (F, 592 m, https://directindex.org/r/andysburgers.co.uk); Afrikana (B, 595 m, https://directindex.org/r/afrikanakitchen.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 London and named 66 places. Bilhana Lebanese Deli wasn't one of them. See who was named: https://directindex.org/city/london/recommended Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); Sites using Uber Eats 62% (33% A or B, 1718 sites); This site 50.3%. See what an AI agent reads on this site: https://directindex.org/r/bilhana.com/agent-view ## Businesses like Bilhana Lebanese Deli in London | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in London | 9090 | 53% | 35% | 50.3% | | Sites built with WordPress in London | 2635 | 66% | 47% | 50.3% | | Sites using Uber Eats in London | 97 | 68% | 47% | 50.3% | | Sites built with WordPress and using Uber Eats in London | 50 | 71% | 54% | 50.3% | The best of the sites built with WordPress and using Uber Eats in London: Taste of Jaipur (A 100%, https://directindex.org/r/tasteofjaipur.co.uk); Cavallino (A 95.4%, https://directindex.org/r/cavallino.co.uk); Mint Leaf London (A 95.4%, https://directindex.org/r/mintleaflondon.com); Yogi's Kensington (A 95.4%, https://directindex.org/r/yogiskensington.co.uk); Maroush Bakehouse (A 92.3%, https://directindex.org/r/maroush.com). With the three fixes above (Ordering only through ubereats; Structured data is incomplete; The server turns AI crawlers away at the door), the score would be about 83.1%. That would be 1424th of 9,090 in London, up from 5380th. ## The direct record What agents get for Bilhana Lebanese Deli, as JSON: https://directindex.org/api/direct/bilhana.com - Book: none on record - Order: none on record - Menu: https://bilhana.com/docs/bilhana_in-store_menu.pdf (pdf; from the scan) - Hours: none on record - Phone: 0207 790 4913 - Stable links that count: https://directindex.org/go/bilhana.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, Uber Eats: Through partners. Uber's US terms of use (12 October 2026) bar scripts that burden the services and any use to build software or train AI; its Claude and ChatGPT integrations only browse menus, with checkout in the Uber Eats app. Read 2026-10-15: https://www.uber.com/legal/en/document/?name=general-terms-of-use&country=united-states&lang=en ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 16.7 | 25 | | Readable | 13 | 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/bilhana.com - 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: yes Keep watching this business (https://directindex.org/r/bilhana.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/bilhana.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=bilhana.com&force=1