# Marine Town Inc: Agent-Direct Score D (43.1%) Site: https://marinetown.com.tw Report: https://directindex.org/r/marinetown.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.) Marine Town Inc is hard for agents to use. An AI assistant can open Marine Town Inc's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online. ## Direct links - Phone: +1 352 564 1150 - Address: 1040 S Western Ave, 90006-2313, Los Angeles ## Nearby, also direct Places near Marine Town Inc that take a booking or an order on their own website, with no marketplace in between. - Witch's Chicken (130 m): https://directindex.org/r/witchschicken.com - Town Hof and Thanks Chicken (230 m): https://directindex.org/r/thankschicken.com - Ktown Pho (240 m): https://directindex.org/r/ktownpho.com ## 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). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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 - **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) - **The footer says © 2021.** Visitors and assistants may read that year as the last time anyone looked after the site. In Los Angeles, 74% of comparable sites that show a year say 2025 or later. ## 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. ``` # Marine Town Inc > local business in 1040 S Western Ave, 90006-2313, Los Angeles, Los Angeles. Phone +1 352 564 1150. ## About - Website: https://marinetown.com.tw - 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. ## Where it stands 2597 of 4350 in Los Angeles. Top 60% 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% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 37% | no | Nearest places in the index: VNS Chicken (F, 91 m, https://directindex.org/r/vons.or.kr); Galleria Tonkatsu (F, 122 m, https://directindex.org/r/koreatowngalleria.com); Witch's Chicken (B, 132 m, https://directindex.org/r/witchschicken.com); EC Caters (C, 147 m, https://directindex.org/r/elcholocaters.com); Chosun Galbee (A, 181 m, https://directindex.org/r/chosungalbee.com); Ha Sun Saeng - Master Ha (D, 207 m, https://directindex.org/r/masterhala.com); Keum San Sam Gye Tang (F, 210 m, https://directindex.org/r/keumsan.co.kr); Town Hof and Thanks Chicken (C, 226 m, https://directindex.org/r/thankschicken.com); Ktown Pho (A, 235 m, https://directindex.org/r/ktownpho.com); K-Ramyeon Bar & Bazaar (D, 326 m, https://directindex.org/r/k-ramyeon.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 12 everyday questions about Los Angeles and named 95 places. Marine Town Inc wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended See what an AI agent reads on this site: https://directindex.org/r/marinetown.com/agent-view ## Businesses like Marine Town Inc in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 43.1% | The best of the businesses of the same kind in Los Angeles: A Votre Sante (A 100%, https://directindex.org/r/avotresantela.com); ADRIANS TACOS (A 100%, https://directindex.org/r/adrianstacos.online); Aki Shabu (A 100%, https://directindex.org/r/akishabu.com); Alessandro's Pizza (A 100%, https://directindex.org/r/alessandropizzaitalian.com); Amalia's (A 100%, https://directindex.org/r/amaliasrestaurant.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 95.4%. That would be 115th of 4,350 in Los Angeles, up from 2597th. ## The direct record What agents get for Marine Town Inc, as JSON: https://directindex.org/api/direct/marinetown.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +1 352 564 1150 ## 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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 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/marinetown.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 Keep watching this business (https://directindex.org/r/marinetown.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/marinetown.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=marinetown.com&force=1