# Brunch: Agent-Direct Score D (53.8%) Site: https://brunchbroadway.com Report: https://directindex.org/r/brunchbroadway.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.) Brunch is hard for agents to use. ## Direct links - Menu: https://brunchbroadway.com/menu ## 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 - **Ordering only through grubhub.** (+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. ``` # Brunch > cafe or coffee shop in Broadway 2210 10024 New York, New York cafes and bars. ## Book or order directly - Menu: https://brunchbroadway.com/menu ## Opening hours Mo-Su 09:00-15:30 ## About - Website: https://brunchbroadway.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. - **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. - **Grubhub lets agents act only through its partners.** Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them. ## Where it stands 772 of 1612 in New York cafes and bars. Top 48% 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 | 98% | no | | Publish the menu or price list as HTML | 96% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 99% | yes | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 11% | no | Nearest places in the index: Mochi Dolci & 222 Speakeasy (B, 48 m, https://directindex.org/r/mochidolci.com); New York Comedy Club (B, 59 m, https://directindex.org/r/newyorkcomedyclub.com); Dublin House (D, 70 m, https://directindex.org/r/thedublinhousenyc.com); Zabar's Cafe (B, 151 m, https://directindex.org/r/zabars.com); Sandwell (A, 155 m, https://directindex.org/r/getsandwell.com); Mille-Feuille Bakery Cafe (A, 156 m, https://directindex.org/r/millefeuille-nyc.com); Black Lab Cafe (F, 183 m, https://directindex.org/r/blacklabcafe.com); Hoptimist (B, 190 m, https://directindex.org/r/hoptimistbar.com); The Wolfe (A, 220 m, https://directindex.org/r/thewolfenyc.com); The Owl's Tail (B, 282 m, https://directindex.org/r/owlstail.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 using Grubhub 66% (44% A or B, 150 sites); This site 53.8%. See what an AI agent reads on this site: https://directindex.org/r/brunchbroadway.com/agent-view Read by AI agents 7 times this month (ClaudeBot 7). ## Businesses like Brunch in New York cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in New York cafes and bars | 1612 | 46% | 30% | 53.8% | | Using Grubhub in New York cafes and bars | 27 | 68% | 52% | 53.8% | The best of Using Grubhub in New York cafes and bars: La Cava Wine Bar (A 90.8%, https://directindex.org/r/lacavanyc.com); Maggie's Place (A 85%, https://directindex.org/r/maggiesnyc.com); Paneantico (B 81.5%, https://directindex.org/r/paneantico.com); Corner Bistro East (B 76.9%, https://directindex.org/r/cornerbistrony.com); Crispy Heaven Bakery (B 76.9%, https://directindex.org/r/crispyheavennyc.com). With the two fixes above (No structured data for the business; Ordering only through grubhub) the score would be about 95.4%: 8th of 1,612 in New York cafes and bars, up from 772nd. ## The direct record What agents get for Brunch, as JSON: https://directindex.org/api/direct/brunchbroadway.com - Book: none on record - Order: none on record - Menu: https://brunchbroadway.com/menu (html_page; from the scan) - Hours: Mo-Su 09:00-15:30 (closed now) (from OpenStreetMap) - Phone: none on record - Stable links that count: https://directindex.org/go/brunchbroadway.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): 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, Grubhub: Partners only. Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use 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 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/brunchbroadway.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: yes - 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/brunchbroadway.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=brunchbroadway.com&force=1