# Black Rabbit Cafe: Agent-Direct Score C (55.4%) Site: http://theblackrabbitcafe.com/ Report: https://directindex.org/r/theblackrabbitcafe.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Black Rabbit Cafe is partly visible to agents. An AI assistant can open Black Rabbit Cafe's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through DoorDash Storefront. ## Direct links - Order directly: https://order.online/store/black-rabbit-cafe-los-angeles-2240494/?hideModal=true&pickup=true (through doordash_storefront acting for the business) - Phone: +18182992868 - Address: 5406 Whitsett Ave, 91607-1615, Valley Village ## Nearby, also direct Places near Black Rabbit Cafe that take a booking or an order on their own website, with no marketplace in between. - Stacey's Cafe Delish (390 m): https://directindex.org/r/blizzfull.com - Harvest Moon Kitchen (490 m): https://directindex.org/r/harvestmoonco.com - The Thirsty Merchant (1.3 km): https://directindex.org/r/thethirstymerchant.com - NoHo Cafe (1.4 km): https://directindex.org/r/nohocafe.net - Urbane Cafe (1.7 km): https://directindex.org/r/urbanecafe.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **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 © 2024.** Visitors and assistants may read that year as the last time anyone looked after the site. In Los Angeles, 79% 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. ``` # Black Rabbit Cafe > local business in 5406 Whitsett Ave, 91607-1615, Valley Village, Los Angeles cafes and bars. Phone +18182992868. ## Book or order directly - Order: https://order.online/store/black-rabbit-cafe-los-angeles-2240494/?hideModal=true&pickup=true (through doordash_storefront acting for the business) ## About - Website: http://theblackrabbitcafe.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. - **Ordering through doordash_storefront on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 543 of 1376 in Los Angeles cafes and bars. Top 39% 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 | 99% | yes | | Publish the menu or price list as HTML | 90% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 41% | no | | Have an llms.txt | 34% | no | Nearest places in the index: Mirabelle Wine Bar (B, 356 m, https://directindex.org/r/mirabellewinebarla.com); Stacey's Cafe Delish (B, 394 m, https://directindex.org/r/blizzfull.com); Hayaty Cafe & Hookah Lounge (F, 404 m, https://directindex.org/r/hayatycafe.com); Harvest Moon Kitchen (D, 487 m, https://directindex.org/r/harvestmoonco.com); The Fifth (F, 1186 m, https://directindex.org/r/thefifthbarandlounge.com); The Thirsty Merchant (B, 1280 m, https://directindex.org/r/thethirstymerchant.com); Kahuna Tiki Tu (D, 1313 m, https://directindex.org/r/kahunatiki.com); NoHo Cafe (A, 1405 m, https://directindex.org/r/nohocafe.net); Urbane Cafe (A, 1743 m, https://directindex.org/r/urbanecafe.com); Tonga Hut (D, 2068 m, https://directindex.org/r/tongahut.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. Compared with its peers: Sites built with WordPress 55% (24% A or B, 217120 sites); Sites using DoorDash Storefront 71% (58% A or B, 2205 sites); This site 55.4%. See what an AI agent reads on this site: https://directindex.org/r/theblackrabbitcafe.com/agent-view ## Businesses like Black Rabbit Cafe in Los Angeles cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles cafes and bars | 1376 | 46% | 22% | 55.4% | | Sites built with WordPress in Los Angeles cafes and bars | 259 | 57% | 28% | 55.4% | | Sites using DoorDash Storefront in Los Angeles cafes and bars | 35 | 65% | 49% | 55.4% | | Sites built with WordPress and using DoorDash Storefront in Los Angeles cafes and bars | 6 | 63% | 33% | 55.4% | The best of the sites built with WordPress and using DoorDash Storefront in Los Angeles cafes and bars: Kalaveras (A 90.8%, https://directindex.org/r/kalaveras.com); Pita Cafe (B 80%, https://directindex.org/r/mypitacafe.com); Juiced-Up! AF (C 64.6%, https://directindex.org/r/juicedupaf.com); Boba Tea House (C 62.5%, https://directindex.org/r/tapiocaexpress.com); Tom N Tom's Vermont Galleria (F 26.2%, https://directindex.org/r/tomntomsvermont.com). With the two fixes above (No structured data for the business; No menu or price list found), the score would be about 87.7%. That would be 71st of 1,376 in Los Angeles cafes and bars, up from 543rd. ## The direct record What agents get for Black Rabbit Cafe, as JSON: https://directindex.org/api/direct/theblackrabbitcafe.com - Book: none on record - Order: https://order.online/store/black-rabbit-cafe-los-angeles-2240494/?hideModal=true&pickup=true (vendor on own site: DoorDash Storefront; found by the scan of 2026-10-23, not yet tested) - Menu: none on record - Hours: none on record - Phone: +18182992868 - Stable links that count: https://directindex.org/go/theblackrabbitcafe.com/order ## 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, DoorDash Storefront: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 1 | 25 | | Actionable | 10 | 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/theblackrabbitcafe.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: no Keep watching this business (https://directindex.org/r/theblackrabbitcafe.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/theblackrabbitcafe.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=theblackrabbitcafe.com&force=1