# Ngọc Minh Anh: Agent-Direct Score C (56.9%) Site: https://catamngabeluga.vn/ Report: https://directindex.org/r/catamngabeluga.vn Scanned: 2026-11-05 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Ngọc Minh Anh is partly visible to agents. An AI assistant can open Ngọc Minh Anh's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to shopee, a marketplace. ## Direct links - Phone: 0986480256 - Address: Đường số 31 Số 2 70000 - Hours, from OpenStreetMap: Mon–Sun 06:00–18:00 - WhatsApp: a link on the site ## Nearby, also direct Places near Ngọc Minh Anh that take a booking or an order on their own website, with no marketplace in between. - The Nắng Restaurants (3.1 km): https://directindex.org/r/thenangrestaurant.vn ## What to fix first - **Ordering only through shopee.** (+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 - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **Structured data is incomplete.** (+6 points) Missing: address, 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 ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. ## 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. ``` # Ngọc Minh Anh > restaurant (vietnamese, fish and chips) in Đường số 31 Số 2 70000, Ho Chi Minh City. Phone 0986480256. ## Opening hours Mo-Su 06:00-18:00 ## About - Website: https://catamngabeluga.vn/ - 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 (Organization).** no address, phone or hours in it ## Where it stands 661 of 2606 in Ho Chi Minh City. Top 25% 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 | 76% | no | | Publish the menu or price list as HTML | 84% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 21% | no | Nearest places with a similar menu: Chất BBQ Nướng (F, 1240 m, https://directindex.org/r/chatbbq.com); Nhà Hàng Chay Vô Úy (C, 1487 m, https://directindex.org/r/nhahangvouy.com); Cơm Tấm Phúc Lộc Thọ (F, 1543 m, https://directindex.org/r/comtamphucloctho.vn); Bò - Lế - Rồ Phan Văn Trị (D, 1902 m, https://directindex.org/r/ofood.com.vn); Nhà Hàng Hương Phố (D, 2087 m, https://directindex.org/r/huongpho.com.vn); Đặt Tiệc Tại Nhà Giá Rẻ (D, 2339 m, https://directindex.org/r/tiec3mien.vn); Ẩm Thực Chay Hương Sen (B, 2527 m, https://directindex.org/r/nhahangchayhuongsen.com); The Nắng Restaurants (C, 3051 m, https://directindex.org/r/thenangrestaurant.vn); Nhà Hàng Ngọc Sương (F, 3435 m, https://directindex.org/r/ngocsuong.com); Cường Tôm 518 (F, 3859 m, https://directindex.org/r/obgynpharmacist.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 WordPress 55% (25% A or B, 236086 sites); This site 56.9%. See what an AI agent reads on this site: https://directindex.org/r/catamngabeluga.vn/agent-view ## Businesses like Ngọc Minh Anh in Ho Chi Minh City | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Ho Chi Minh City | 2606 | 44% | 10% | 56.9% | | Sites built with WordPress in Ho Chi Minh City | 893 | 52% | 14% | 56.9% | | Sites using Shopee in Ho Chi Minh City | 30 | 50% | 0% | 56.9% | | Sites built with WordPress and using Shopee in Ho Chi Minh City | 13 | 51% | 0% | 56.9% | The best of the sites built with WordPress and using Shopee in Ho Chi Minh City: Xôi Khang (C 66.2%, https://directindex.org/r/xoikhang.com); Bao Đăng Vũng Tàu (C 61.5%, https://directindex.org/r/mocuabatoc.com); Công ty cổ phần Tre Trúc Nam Bộ (C 60%, https://directindex.org/r/tretrucnambo.vn); Công Ty TNHH Nệm Thắng Lợi (C 56.9%, https://directindex.org/r/nemthangloi.com); Trà trái cây Kombucha Damtuh (C 56.9%, https://directindex.org/r/damtuhvietnam.com). With the three fixes above (Ordering only through shopee; No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 10th of 2,606 in Ho Chi Minh City, up from 661st. ## The direct record What agents get for Ngọc Minh Anh, as JSON: https://directindex.org/api/direct/catamngabeluga.vn - Book: none on record - Order: none on record - Menu: none on record - Hours: Mo-Su 06:00-18:00 (closed now) (from OpenStreetMap) - Phone: 0986480256 ## 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, Shopee: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 9 | 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/catamngabeluga.vn - 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: yes Keep watching this business (https://directindex.org/r/catamngabeluga.vn/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/catamngabeluga.vn/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=catamngabeluga.vn&force=1