# Mutsu: Agent-Direct Score B (78.5%) Site: https://mutsu.love/ Report: https://directindex.org/r/mutsu.love 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.) Mutsu is mostly ready for agents. An AI assistant can open Mutsu's website. It can read what Mutsu offers. To book or order, it is sent to OpenTable, a marketplace. ## Direct links - Order directly: https://order.toasttab.com/online/mutsu (through toast acting for the business) - Menu: https://mutsu.love/menu - Phone: +14242049494 - Address: 350 N La Cienega Blvd, 90048, Los Angeles - Its menu mentions: vegetarian dishes, a lunch or set menu ## Nearby, also direct Places near Mutsu that take a booking or an order on their own website, with no marketplace in between. - Torisoba Tonsho (40 m): https://directindex.org/r/torisobatonsho.com - Koi Los Angeles (790 m): https://directindex.org/r/koirestaurant.com - JINYA. West Hollywood (960 m): https://directindex.org/r/jinyaweho.com - Kaijin sushi (Los Angeles) (1.4 km): https://directindex.org/r/kaijinsushi.com - Tatsu Ramen (3 km): https://directindex.org/r/tatsuramen.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through opentable.** (+5 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/book-direct-on-your-own-website - **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 +13312962167, but OpenStreetMap or Overture Maps lists +14242049494. 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. ``` # Mutsu > local business (japanese) in 350 N La Cienega Blvd, 90048, Los Angeles, Los Angeles. Phone +14242049494. ## Book or order directly - Order: https://order.toasttab.com/online/mutsu (through toast acting for the business) - Menu: https://mutsu.love/menu ## About - Website: https://mutsu.love/ - 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 (LocalBusiness).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours. - **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands Not ranked yet in Los Angeles. | What the top 10% of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 100% | yes | | Publish the menu or price list as HTML | 97% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 44% | no | | Have an llms.txt | 21% | no | Nearest places with a similar menu: Torisoba Tonsho (B, 40 m, https://directindex.org/r/torisobatonsho.com); Sushi Mon (B, 511 m, https://directindex.org/r/mysushimon.com); Koi Los Angeles (C, 791 m, https://directindex.org/r/koirestaurant.com); JINYA. West Hollywood (C, 958 m, https://directindex.org/r/jinyaweho.com); Yojimbo (F, 1410 m, https://directindex.org/r/eatyojimbo.com); Kaijin sushi (Los Angeles) (A, 1443 m, https://directindex.org/r/kaijinsushi.com); Daikokuya Sunset (F, 1702 m, https://directindex.org/r/daikoku-ten.com); Matsuhisa (D, 1827 m, https://directindex.org/r/kapre.com); Tatsu Ramen (B, 2996 m, https://directindex.org/r/tatsuramen.com); WAKABA (B, 3202 m, https://directindex.org/r/wakabalosangeles.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. Mutsu wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended Compared with its peers: Sites built with Squarespace 63% (46% A or B, 18903 sites); Sites using OpenTable 65% (38% A or B, 3121 sites); Sites using Toast 72% (57% A or B, 3305 sites); This site 78.5%. See what an AI agent reads on this site: https://directindex.org/r/mutsu.love/agent-view ## Businesses like Mutsu in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 894 | 53% | 38% | 78.5% | | Sites built with Squarespace in Los Angeles | 442 | 70% | 54% | 78.5% | | Sites using OpenTable in Los Angeles | 107 | 72% | 56% | 78.5% | | Sites built with Squarespace and using OpenTable in Los Angeles | 26 | 72% | 50% | 78.5% | The best of the sites built with Squarespace and using OpenTable in Los Angeles: Salina (A 100%, https://directindex.org/r/salina.la); All Roads (A 93.8%, https://directindex.org/r/allroadspinseria.com); Budonoki (A 92.3%, https://directindex.org/r/budonoki.la); Red Herring (A 92.3%, https://directindex.org/r/redherringla.com); Zaya DTLA (A 92.3%, https://directindex.org/r/zaya.la). With the two fixes above (Structured data is incomplete; Booking only through opentable), the score would be about 95.4%. That would be 13th of 894 in Los Angeles, up from not ranked today. ## The direct record What agents get for Mutsu, as JSON: https://directindex.org/api/direct/mutsu.love - Book: none on record - Order: https://order.toasttab.com/online/mutsu (vendor on own site: Toast; found by the scan of 2026-10-23, not yet tested) - Menu: https://mutsu.love/menu (html_page; from the scan) - Hours: none on record - Phone: +14242049494 - Stable links that count: https://directindex.org/go/mutsu.love/order, https://directindex.org/go/mutsu.love/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 (Toast): yes - Vendor terms for agents, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/ Found one hop past the home page: contact page /contact: phone. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 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/mutsu.love - 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/mutsu.love/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/mutsu.love/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=mutsu.love&force=1