# Petite Dumpling: Agent-Direct Score D (46.2%) Site: https://petitedumpling.com Report: https://directindex.org/r/petitedumpling.com Scanned: 2026-10-15 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Petite Dumpling is hard for agents to use. An AI assistant can open the website of Petite Dumpling. What Petite Dumpling offers is on another site. To book or order, it is sent to Grubhub, a marketplace. ## Direct links - Phone: +1-718-788-5001 ## 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 - **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 - **Menu or price list lives on another site.** (+5 points) The link points to canva.link, so the credit and the traffic go there. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ``` # Petite Dumpling > restaurant (dim sum, chinese) in New York. Phone +1-718-788-5001. ## Book or order directly - Menu: https://canva.link/v0qp8ealdle6wy2 ## Opening hours Mo-Su 11:30-21:30 ## About - Website: https://petitedumpling.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.** There is no robots.txt, which allows everything. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received 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. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them. ## Since the scan of 2026-10-14 (D then) - Fixed: nothing - New: nothing ## Where it stands 2575 of 3788 in New York. Top 68% 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% | yes | | Structured data with address, phone and hours | 48% | no | | Have an llms.txt | 14% | no | Nearest places with a similar menu: Hunan Delight (F, 353 m, https://directindex.org/r/hunandelightbk.com); Noodle Lane (B, 542 m, https://directindex.org/r/noodlelane.com); Mr. Wonton (C, 623 m, https://directindex.org/r/mrwontonbk.com); East Wind Snack Shop (D, 1159 m, https://directindex.org/r/eastwindsnackshop.com); Sal Tang's (B, 1966 m, https://directindex.org/r/saltangs.com); Luo's Burgers (C, 2665 m, https://directindex.org/r/luosburgers.com); Chun Vegetarian (A, 2772 m, https://directindex.org/r/chunvegetarian.com); Yummy Chinese (A, 2869 m, https://directindex.org/r/yummychinesebrooklyn.com); 3 Times Dim Sum (F, 4017 m, https://directindex.org/r/3times.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. Score over 2 scans since 2026-10-14: 2026-10-14 46%, 2026-10-15 46%. Against its peers: Sites using Grubhub 66% (44% A or B, 150 sites); This site 46.2%. See what an AI agent reads on this site: https://directindex.org/r/petitedumpling.com/agent-view ## Businesses like Petite Dumpling in New York | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York | 3788 | 55% | 41% | 46.2% | | Sites using Grubhub in New York | 73 | 65% | 40% | 46.2% | The best of the sites using Grubhub in New York: Club A Steakhouse (A 100%, https://directindex.org/r/clubasteakhouse.com); Bartolino's Italian Restaurant (A 95.4%, https://directindex.org/r/bartolinosastoria.com); Myrtle Thai (A 95.4%, https://directindex.org/r/myrtlethaibk.com); Savelli (A 95.4%, https://directindex.org/r/savellibrooklyn.com); La Locanda (A 93.8%, https://directindex.org/r/lalocandany.com). With the three fixes above (No structured data for the business; Ordering only through grubhub; Menu or price list lives on another site) the score would be about 95.4%: 65th of 3,788 in New York, up from 2575th. ## The direct record What agents get for Petite Dumpling, as JSON: https://directindex.org/api/direct/petitedumpling.com - Book: none on record - Order: none on record - Menu: https://canva.link/v0qp8ealdle6wy2 (external; from the scan) - Hours: Mo-Su 11:30-21:30 (open now) (from OpenStreetMap) - Phone: +1-718-788-5001 - Stable links that count: https://directindex.org/go/petitedumpling.com/menu - Agents and people followed 1 direct link to this business this month (1 by AI agents). ## 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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 2 | 25 | | Actionable | 3 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/petitedumpling.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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: no Keep watching this business (https://directindex.org/r/petitedumpling.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/petitedumpling.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=petitedumpling.com&force=1