# Lau Ca Duoi Oc Dem 81: Agent-Direct Score B (73.4%) Site: http://ocdem81.com/ Report: https://directindex.org/r/ocdem81.com 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.) Lau Ca Duoi Oc Dem 81 is mostly ready for agents. Some AI assistants are turned away by Lau Ca Duoi Oc Dem 81's website. It can read what Lau Ca Duoi Oc Dem 81 offers. It finds a way to book or order directly, through ipos. ## Direct links - Order directly: https://order.ipos.vn/menu?pos_parent=BRAND-K1F7&pos_id=65654&fbclid=IwAR0fKNNOi94r_msRV128ncxRYBsr3MB_p0S-XCoERzsr1vGYEFGI6-dlMvI (through ipos acting for the business) - Menu: https://ocdem81.com/menu/ - Phone: +84707818186 - Address: 81 Hoàng Hoa Thám, 790000, Vũng Tàu ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **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. In Ho Chi Minh City, 19% of comparable sites declare one. ## 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. ``` # Lau Ca Duoi Oc Dem 81 > organization (seafood) in 81 Hoàng Hoa Thám, 790000, Vũng Tàu, Ho Chi Minh City. Phone +84707818186. ## Book or order directly - Order: https://order.ipos.vn/menu?pos_parent=BRAND-K1F7&pos_id=65654&fbclid=IwAR0fKNNOi94r_msRV128ncxRYBsr3MB_p0S-XCoERzsr1vGYEFGI6-dlMvI (through ipos acting for the business) - Menu: https://ocdem81.com/menu/ ## About - Website: http://ocdem81.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. - **Structured data found (Organization).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering through ipos on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 197 of 2606 in Ho Chi Minh City. Top 8% 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% | yes | | Publish the menu or price list as HTML | 84% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 90% | no | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 21% | no | Nearest places with a similar menu: Ốc Thiên Nhiên - Bãi Sau (B, 593 m, https://directindex.org/r/octhiennhien.vn); Lan Rung Coffee and Restaurant (D, 656 m, https://directindex.org/r/lanrungresort.com); Lau Ca Duoi 38 (C, 666 m, https://directindex.org/r/laucaduoi3thao.com); TP Biển Vũng Tàu (F, 710 m, https://directindex.org/r/vungtaucity.vn); NORI Food - Con Dao Seafood - Belgian Fresh Beer (B, 1444 m, https://directindex.org/r/norifood.vn); Ông Già Cali - Hủ Tiếu Mực (C, 1530 m, https://directindex.org/r/onggiacali.com); Hải sản Nguyên Nam (C, 1785 m, https://directindex.org/r/haisannguyennam.com); SeaHome Real (D, 2457 m, https://directindex.org/r/sunshinegroup.vn); Hai Ngoc Co., Ltd (F, 2785 m, https://directindex.org/r/haingoc.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 73.4%. See what an AI agent reads on this site: https://directindex.org/r/ocdem81.com/agent-view ## Businesses like Lau Ca Duoi Oc Dem 81 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% | 73.4% | | Sites built with WordPress in Ho Chi Minh City | 893 | 52% | 14% | 73.4% | | Sites using Ipos in Ho Chi Minh City | 24 | 70% | 54% | 73.4% | | Sites built with WordPress and using Ipos in Ho Chi Minh City | 11 | 71% | 55% | 73.4% | The best of the sites built with WordPress and using Ipos in Ho Chi Minh City: Cơm Gà Tường Vy (A 92.3%, https://directindex.org/r/gatatuongvy.vn); Katsu7 Vietnam (A 87.7%, https://directindex.org/r/katsu7.vn); Green Monkey Saigon Choose Your Mood 🐒: FUEL | GLOW | TREAT (B 82.6%, https://directindex.org/r/greenmonkeysg.com); Chops Saigon (B 78.5%, https://directindex.org/r/chops.vn); Détour (B 73.8%, https://directindex.org/r/marcel.vn). With the two fixes above (Structured data is incomplete; The server turns AI crawlers away at the door), the score would be about 87.7%. That would be 50th of 2,606 in Ho Chi Minh City, up from 197th. ## The direct record What agents get for Lau Ca Duoi Oc Dem 81, as JSON: https://directindex.org/api/direct/ocdem81.com - Book: none on record - Order: https://order.ipos.vn/menu?pos_parent=BRAND-K1F7&pos_id=65654&fbclid=IwAR0fKNNOi94r_msRV128ncxRYBsr3MB_p0S-XCoERzsr1vGYEFGI6-dlMvI (vendor on own site: Ipos; found by the scan of 2026-11-05, not yet tested) - Menu: https://ocdem81.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: +84707818186 - Stable links that count: https://directindex.org/go/ocdem81.com/order, https://directindex.org/go/ocdem81.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, Ipos: 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 | 21.7 | 25 | | Readable | 16 | 25 | | Actionable | 10 | 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/ocdem81.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: yes Keep watching this business (https://directindex.org/r/ocdem81.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/ocdem81.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=ocdem81.com&force=1