# Duke Eatery - Park Ave: Agent-Direct Score D (49.2%) Site: http://www.dukeeatery.com/ Report: https://directindex.org/r/dukeeatery.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.) Duke Eatery - Park Ave is hard for agents to use. An AI assistant can open Duke Eatery - Park Ave's website. What Duke Eatery - Park Ave offers is in a PDF or an image, and assistants read those badly. To book or order, it is sent to Grubhub, a marketplace. ## Direct links - Menu: https://www.dukeeatery.com/_files/ugd/6e42a0_acbece1229844cdb8a6ee6d92c2dd180.pdf - Phone: +12126257777 - Address: 300 Park Ave, 10022, New York ## Nearby, also direct Places near Duke Eatery - Park Ave that take a booking or an order on their own website, with no marketplace in between. - Mangia (100 m): https://directindex.org/r/mangia.nyc - Urbanspace Lexington (220 m): https://directindex.org/r/hfbrandsandmarkets.com - Moka Matcha (300 m): https://directindex.org/r/mokamatcha.com ## 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). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Ordering only through grubhub.** (+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 - **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 - **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. ``` # Duke Eatery - Park Ave > local business in 300 Park Ave, 10022, New York, New York cafes and bars. Phone +12126257777. ## Book or order directly - Menu: https://www.dukeeatery.com/_files/ugd/6e42a0_acbece1229844cdb8a6ee6d92c2dd180.pdf ## About - Website: http://www.dukeeatery.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. - **Grubhub works with agents 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. Terms read on 2026-10-15: https://www.grubhub.com/legal/terms-of-use. 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 2218 of 4114 in New York cafes and bars. Top 54% 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 | 97% | no | | Publish the menu or price list as HTML | 95% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 36% | no | | Have an llms.txt | 23% | no | Nearest places in the index: Mangia (A, 102 m, https://directindex.org/r/mangia.nyc); Rarities (C, 118 m, https://directindex.org/r/raritiesnyc.com); Trouble's Trust (C, 151 m, https://directindex.org/r/lottenypalace.com); Maggie's Place (B, 197 m, https://directindex.org/r/maggiesnyc.com); Urbanspace Lexington (A, 223 m, https://directindex.org/r/hfbrandsandmarkets.com); Toasties (F, 243 m, https://directindex.org/r/toastiesnyc.com); Lea Wine Bar (F, 259 m, https://directindex.org/r/leanyc.com); The Met Bar (D, 262 m, https://directindex.org/r/thegrillnewyork.com); Snafu Bar (C, 295 m, https://directindex.org/r/snafubarnyc.com); Moka Matcha (A, 296 m, https://directindex.org/r/mokamatcha.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 Wix 54% (31% A or B, 42583 sites); Sites using Grubhub 66% (52% A or B, 514 sites); This site 49.2%. See what an AI agent reads on this site: https://directindex.org/r/dukeeatery.com/agent-view ## Businesses like Duke Eatery - Park Ave in New York cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York cafes and bars | 4114 | 48% | 27% | 49.2% | | Sites built with Wix in New York cafes and bars | 221 | 61% | 36% | 49.2% | | Sites using Grubhub in New York cafes and bars | 60 | 69% | 58% | 49.2% | | Sites built with Wix and using Grubhub in New York cafes and bars | 3 | 57% | 0% | 49.2% | The best of the sites using Grubhub in New York cafes and bars: M.J. Smith's (A 95.4%, https://directindex.org/r/mjsmithsnyc.com); Murphy's Irish Pub (A 95.4%, https://directindex.org/r/murphyspubnyc.com); Fort Washington Public House (A 90.8%, https://directindex.org/r/fwpublichouse.com); La Cava Wine Bar (A 90.8%, https://directindex.org/r/lacavanyc.com); Bungalow Bar (A 87.7%, https://directindex.org/r/bungalowbarny.com). With the three fixes above (No structured data for the business; Ordering only through grubhub; Menu or price list is a PDF), the score would be about 95.4%. That would be 46th of 4,114 in New York cafes and bars, up from 2218th. ## The direct record What agents get for Duke Eatery - Park Ave, as JSON: https://directindex.org/api/direct/dukeeatery.com - Book: none on record - Order: none on record - Menu: https://www.dukeeatery.com/_files/ugd/6e42a0_acbece1229844cdb8a6ee6d92c2dd180.pdf (pdf; from the scan) - Hours: none on record - Phone: +12126257777 - Stable links that count: https://directindex.org/go/dukeeatery.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): yes - 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, Grubhub: Through 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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 4 | 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/dukeeatery.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/dukeeatery.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/dukeeatery.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 ยท Rescan now: https://directindex.org/scan?url=dukeeatery.com&force=1