# Los Otates: Agent-Direct Score D (49.2%) Site: http://www.losotates.com/ Report: https://directindex.org/r/losotates.com Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Los Otates is hard for agents to use. An AI assistant can open Los Otates's website. What Los Otates offers is in a PDF or an image, and assistants read those badly. It finds a phone number, but no link to book or order online. ## Direct links - Menu: https://losotates.com/wp-content/uploads/2026/06/MENUdesayunosDigitalINTok.pdf - Phone: +523336302855 - Address: Av. México 2455-2, 44600, Guadalajara - Languages: English, Spanish - WhatsApp: a link on the site ## 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 - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. 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 - **The phone number on the site doesn't match the open map data.** The site shows 3316075400, but OpenStreetMap or Overture Maps lists +523336302855. 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. ``` # Los Otates > local business (mexican) in Av. México 2455-2, 44600, Guadalajara, Guadalajara. Phone +523336302855. ## Book or order directly - Menu: https://losotates.com/wp-content/uploads/2026/06/MENUdesayunosDigitalINTok.pdf ## About - Website: http://www.losotates.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. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 183 of 437 in Guadalajara. Top 42% 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 | 88% | no | | Publish the menu or price list as HTML | 94% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes | | Structured data with address, phone and hours | 25% | no | | Have an llms.txt | 19% | no | Nearest places with a similar menu: Casa MaRo – Brunch y Desayunos en Guadalajara (D, 371 m, https://directindex.org/r/casamaro.mx); Maldente Cocina & Bar (C, 463 m, https://directindex.org/r/maldente.com); Casa Bariachi (C, 525 m, https://directindex.org/r/casa-bariachi.com); Cantaloa (F, 620 m, https://directindex.org/r/hotelvelvetplaza.com); Tortas Ahogadas Reina Eterna (C, 675 m, https://directindex.org/r/tortasahogadaselrika.com.mx); La Casa de los Pancakes (F, 676 m, https://directindex.org/r/pancakes.com.mx); Cortex México (D, 805 m, https://directindex.org/r/cortical.mx); Toco Madera (D, 805 m, https://directindex.org/r/tocomadera.mx); Grupo Sandy's Restaurantes (F, 844 m, https://directindex.org/r/gruposandys.com); La Flaca (F, 974 m, https://directindex.org/r/laflaca.mx). ## 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 22 everyday questions about Guadalajara and named 103 places. Los Otates wasn't one of them. See who was named: https://directindex.org/city/guadalajara/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 259325 sites); This site 49.2%. See what an AI agent reads on this site: https://directindex.org/r/losotates.com/agent-view ## Businesses like Los Otates in Guadalajara | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Guadalajara | 437 | 44% | 12% | 49.2% | | Sites built with WordPress in Guadalajara | 122 | 53% | 14% | 49.2% | The best of the sites built with WordPress in Guadalajara: Pizzería La Sierra Guadalajara (A 89.2%, https://directindex.org/r/pizzerialasierra.com); Sbarro (A 89%, https://directindex.org/r/sbarro.com); Sylvestre (A 86.2%, https://directindex.org/r/sylvestre.mx); Negroni (B 84.6%, https://directindex.org/r/negroni.mx); Piso Siete Restaurante Bar (B 84.6%, https://directindex.org/r/pisosietegdl.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; Menu or price list is a PDF), the score would be about 95.4%. That would be 3rd of 437 in Guadalajara, up from 183rd. ## The direct record What agents get for Los Otates, as JSON: https://directindex.org/api/direct/losotates.com - Book: none on record - Order: none on record - Menu: https://losotates.com/wp-content/uploads/2026/06/MENUdesayunosDigitalINTok.pdf (pdf; from the scan) - Hours: none on record - Phone: +523336302855 - Stable links that count: https://directindex.org/go/losotates.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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 5 | 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/losotates.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/losotates.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/losotates.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=losotates.com&force=1