# Mandarin Island: Agent-Direct Score D (44.6%) Site: http://mandarinisland.com/ Report: https://directindex.org/r/mandarinisland.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.) Mandarin Island is hard for agents to use. An AI assistant can open Mandarin Island's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through mandarinislandcalifornia.com. ## Direct links - Phone: (818) 713-1750 - Address: 19940 Ventura Blvd, 91364, Woodland Hills ## Nearby, also direct Places near Mandarin Island that take a booking or an order on their own website, with no marketplace in between. - Pizza Pie Eatery (20 m): https://directindex.org/r/pizzapieeatery.com - Pacific Kosher Express (150 m): https://directindex.org/r/pacifickosherexpress.com - Jasmine Thai Cuisine (160 m): https://directindex.org/r/jasminethaicuisinegroup.com - Khaosan (330 m): https://directindex.org/r/eatkhaosanthai.com - Sushi Spot Restaurant (510 m): https://directindex.org/r/sushispotonventura.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 - **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. 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 - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **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 - **The phone number on the site doesn't match the open map data.** The site shows 8188935483, but OpenStreetMap or Overture Maps lists (818) 713-1750. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org. ## 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. ``` # Mandarin Island > local business in 19940 Ventura Blvd, 91364, Woodland Hills, Los Angeles. Phone (818) 713-1750. ## About - Website: http://mandarinisland.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's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 2545 of 4350 in Los Angeles. Top 59% 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: Pizza Pie Eatery (B, 22 m, https://directindex.org/r/pizzapieeatery.com); LaaLaaPan (F, 31 m, https://directindex.org/r/laalaapan.com); Pacific Kosher Express (C, 146 m, https://directindex.org/r/pacifickosherexpress.com); Jasmine Thai Cuisine (A, 159 m, https://directindex.org/r/jasminethaicuisinegroup.com); San Sai Woodland Hills (D, 250 m, https://directindex.org/r/sansaijapanesegrill.com); Khaosan (B, 332 m, https://directindex.org/r/eatkhaosanthai.com); Thai Fa Spa (F, 383 m, https://directindex.org/r/thaifaspa.com); Sushi Spot Restaurant (B, 507 m, https://directindex.org/r/sushispotonventura.com); Roll Roll (B, 531 m, https://directindex.org/r/rollrollsushi.net); Orchid Grill & Kabob (F, 540 m, https://directindex.org/r/orchidgrillandkabob.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. Mandarin Island 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/mandarinisland.com/agent-view ## Businesses like Mandarin Island in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 44.6% | 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; Ordering through an unrecognised third party; No menu or price list found), the score would be about 90.8%. That would be 317th of 4,350 in Los Angeles, up from 2545th. ## The direct record What agents get for Mandarin Island, as JSON: https://directindex.org/api/direct/mandarinisland.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: (818) 713-1750 ## 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 | 22 | 25 | | Readable | 1 | 25 | | Actionable | 6 | 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/mandarinisland.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/mandarinisland.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/mandarinisland.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 ยท Rescan now: https://directindex.org/scan?url=mandarinisland.com&force=1