# Cousin Larry's: Agent-Direct Score B (73.8%) Site: https://www.cousinlarrys.com Report: https://directindex.org/r/cousinlarrys.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.) Cousin Larry's is mostly ready for agents. An AI assistant can open Cousin Larry's's website. It can read what Cousin Larry's offers. To book or order, it is sent to Grubhub, a marketplace. ## Direct links - Menu: https://www.cousinlarrys.com/menus/ - Phone: +18454702555 - Address: 49-02 Skillman Ave, 11377, New York ## Nearby, also direct Places near Cousin Larry's that take a booking or an order on their own website, with no marketplace in between. - The Dog and Duck (260 m): https://directindex.org/r/thedogandduckny.com - The Skillman (260 m): https://directindex.org/r/theskillman.nyc - Cafe 52 Restaurant (290 m): https://directindex.org/r/cafe52ny.com - La Flor (370 m): https://directindex.org/r/laflorinwoodside.com ## What to fix first - **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 - **Structured data is incomplete.** (+5 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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. ``` # Cousin Larry's > food establishment (irish) in 49-02 Skillman Ave, 11377, New York, New York. Phone +18454702555. ## Book or order directly - Menu: https://www.cousinlarrys.com/menus/ ## About - Website: https://www.cousinlarrys.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. - **Structured data found (FoodEstablishment).** address - **Menu or price list is an HTML page.** Agents can read the items and prices. - **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 2593 of 11000 in New York. Top 24% 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 | 95% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 25% | no | Nearest places in the index: Leonardo's Pizza (B, 32 m, https://directindex.org/r/leonardospizzasunnyside.com); New Szechuan House (D, 90 m, https://directindex.org/r/newszechuanhouseny.com); TJ Asian Bistro (F, 133 m, https://directindex.org/r/ezordernow.com); I Am Thai Restaurant (F, 196 m, https://directindex.org/r/gembatrainingcenter.com); dawa's (C, 207 m, https://directindex.org/r/dawasnyc.com); The Dog and Duck (C, 256 m, https://directindex.org/r/thedogandduckny.com); The Skillman (B, 263 m, https://directindex.org/r/theskillman.nyc); Foodside (F, 283 m, https://directindex.org/r/fc2.com); Cafe 52 Restaurant (A, 287 m, https://directindex.org/r/cafe52ny.com); La Flor (A, 366 m, https://directindex.org/r/laflorinwoodside.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 New York and named 69 places. Cousin Larry's wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended Compared with its peers: Sites built with BentoBox 80% (86% A or B, 2256 sites); Sites using Grubhub 66% (52% A or B, 514 sites); This site 73.8%. See what an AI agent reads on this site: https://directindex.org/r/cousinlarrys.com/agent-view ## Businesses like Cousin Larry's in New York | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York | 11000 | 52% | 34% | 73.8% | | Sites built with BentoBox in New York | 532 | 83% | 89% | 73.8% | | Sites using Grubhub in New York | 202 | 68% | 56% | 73.8% | | Sites built with BentoBox and using Grubhub in New York | 15 | 79% | 100% | 73.8% | The best of the sites built with BentoBox and using Grubhub in New York: The Edge Harlem (A 95.4%, https://directindex.org/r/theedgeharlem.com); Eléa (A 90.8%, https://directindex.org/r/eleanyc.com); Hanoi House (A 90.8%, https://directindex.org/r/hanoihousenyc.com); John's of 12th Street (A 90.8%, https://directindex.org/r/johnsof12thstreet.com); Baby Luc's (B 76.9%, https://directindex.org/r/babylucs.com). With the two fixes above (Ordering only through grubhub; Structured data is incomplete), the score would be about 100%, which would be first of 11,000 in New York. ## The direct record What agents get for Cousin Larry's, as JSON: https://directindex.org/api/direct/cousinlarrys.com - Book: none on record - Order: none on record - Menu: https://www.cousinlarrys.com/menus/ (html_page; from the scan) - Hours: none on record - Phone: +18454702555 - Stable links that count: https://directindex.org/go/cousinlarrys.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, 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 Found one hop past the home page: menu page /menus/: menu schema. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 20 | 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/cousinlarrys.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: 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/cousinlarrys.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/cousinlarrys.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=cousinlarrys.com&force=1