# Bozu: Agent-Direct Score F (30.3%) Site: https://www.bozubrooklyn.com Report: https://directindex.org/r/bozubrooklyn.com 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.) Bozu is largely invisible to agents. ## Direct links - Phone: +1 718-384-7770 ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). 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 - **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **The server turns AI crawlers away at the door.** (+3.3 points) Live fetches as ClaudeBot (challenge:attention required) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **Almost no text without JavaScript.** (+2 points) Crawlers that do not run scripts see an empty page. Render the menu, hours and address as plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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. ``` # Bozu > restaurant (japanese, sushi) in Grand Street 296 11211, New York. Phone +1 718-384-7770. ## Opening hours Mo-Th,Su 17:00-21:30; Fr,Sa 17:00-22:30 ## About - Website: https://www.bozubrooklyn.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 key AI user agents. ## Where it stands 3192 of 4270 in New York. Top 75% 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 | 99% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 94% | no | | Structured data with address, phone and hours | 50% | no | | Have an llms.txt | 13% | no | Nearest places with a similar menu: The Residence of Mr. Moto (C, 321 m, https://directindex.org/r/residenceofmrmoto.com); Salt+Charcoal (B, 378 m, https://directindex.org/r/saltandcharcoal.com); Shalom Japan (A, 432 m, https://directindex.org/r/shalomjapannyc.com); Ako (C, 457 m, https://directindex.org/r/akosushi.com); Shiro (F, 642 m, https://directindex.org/r/mealkeyway.com); Enso (C, 662 m, https://directindex.org/r/knkranchks.com); Fushimi (D, 697 m, https://directindex.org/r/fushimiwilliamsburg.com); Okonomi (C, 738 m, https://directindex.org/r/okonomi.us); Shota Omakase (D, 741 m, https://directindex.org/r/shotaomakase.com); Yuu (B, 1244 m, https://directindex.org/r/yuunewyork.com). ## 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 Weebly 36% (0% A or B, 730 sites); This site 30.3%. See what an AI agent reads on this site: https://directindex.org/r/bozubrooklyn.com/agent-view ## Businesses like Bozu in New York | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in New York | 4270 | 52% | 40% | 30.3% | | Built with Weebly in New York | 56 | 33% | 0% | 30.3% | The best of Built with Weebly in New York: Patsy's (C 67.2%, https://directindex.org/r/patsys.com); Desi Galli (C 58%, https://directindex.org/r/desigalli.com); Little Grenjai (D 54.9%, https://directindex.org/r/littlegrenjai.com); Samakmak Seafood (D 50.3%, https://directindex.org/r/samakmakseafood.com); Bagels & Schmear (D 44.2%, https://directindex.org/r/bagelsandschmear.com). With the three fixes above (No structured data for the business; No booking or ordering path at all; No menu or price list found) the score would be about 87.2%: 562nd of 4,270 in New York, up from 3192nd. ## The direct record What agents get for Bozu, as JSON: https://directindex.org/api/direct/bozubrooklyn.com - Book: none on record - Order: none on record - Menu: none on record - Hours: Mo-Th,Su 17:00-21:30; Fr,Sa 17:00-22:30 (closed now) (from OpenStreetMap) - Phone: +1 718-384-7770 ## 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 Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 19.7 | 25 | | Readable | 0 | 25 | | Actionable | 0 | 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/bozubrooklyn.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 Deep report: https://directindex.org/r/bozubrooklyn.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off. Methodology: https://directindex.org/methodology ยท Rescan now: https://directindex.org/scan?url=bozubrooklyn.com&force=1