# Chuan Chim: Agent-Direct Score C (55.4%) Site: https://chuanchim.eat24hour.com/ Report: https://directindex.org/r/menupages.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.) Chuan Chim is partly visible to agents. ## Direct links - Menu: https://menupages.com/ - Phone: +1 323-462-6221 ## What to fix first - **No structured data for the business.** (+14 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 - **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. ``` # Chuan Chim > restaurant (thai) in Hollywood Boulevard 5644 90028 Hollywood, Los Angeles. Phone +1 323-462-6221. ## Book or order directly - Menu: https://menupages.com/ ## Opening hours 18:00-03:00 ## About - Website: https://chuanchim.eat24hour.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 815 of 1492 in Los Angeles. Top 55% 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 | 97% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes | | Structured data with address, phone and hours | 47% | no | | Have an llms.txt | 20% | no | Nearest places with a similar menu: Torung (D, 56 m, https://directindex.org/r/torungrestaurant.com); พี่ใหญ่ ห้องอาหาร Yai Restaurant (A, 200 m, https://directindex.org/r/menutoeat.com); Boran (D, 521 m, https://directindex.org/r/boranthai.com); Bhan Kanom Cafe (C, 656 m, https://directindex.org/r/bhankanomthai.com); Ruen Pair (D, 695 m, https://directindex.org/r/ruenpairthai.com); ข้าวต้ม ฮอลลีวูด (Hollywood Thai) (D, 762 m, https://directindex.org/r/hollywoodthai.net); Salaya (C, 891 m, https://directindex.org/r/salayala.com); Sanamluang Cafe (D, 928 m, https://directindex.org/r/sanamluangcafe.com); Lacha Somtum (D, 940 m, https://directindex.org/r/lachasomtum.com); Roasted Duck by Pa Ord (D, 1026 m, https://directindex.org/r/ordroastedduck.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% (45% A or B, 143 sites); This site 55.4%. See what an AI agent reads on this site: https://directindex.org/r/menupages.com/agent-view ## Businesses like Chuan Chim in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in Los Angeles | 1492 | 50% | 37% | 55.4% | | Using Grubhub in Los Angeles | 7 | 63% | 43% | 55.4% | The best of Using Grubhub in Los Angeles: The Bear Pit (B 81.5%, https://directindex.org/r/bearpitbbq.com); Naree Thai (B 76.9%, https://directindex.org/r/nareethailongbeach.com); Caffé Pinguini (B 73.8%, https://directindex.org/r/caffepinguini.com); Korean BBQ House (D 53.8%, https://directindex.org/r/koreabbqhouse.com); Torung (D 50.8%, https://directindex.org/r/torungrestaurant.com). With the two fixes above (No structured data for the business; Ordering only through grubhub) the score would be about 95.4%: 22nd of 1,492 in Los Angeles, up from 815th. ## The direct record What agents get for Chuan Chim, as JSON: https://directindex.org/api/direct/menupages.com - Book: none on record - Order: none on record - Menu: https://menupages.com/ (html_page; from the scan) - Hours: 18:00-03:00 (closed now) (from OpenStreetMap) - Phone: +1 323-462-6221 - Stable links that count: https://directindex.org/go/menupages.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 | 8 | 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/menupages.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/menupages.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 · Rescan now: https://directindex.org/scan?url=menupages.com&force=1