# Cegos América Latina - México: Agent-Direct Score B (71.8%) Site: https://www.cegoslatam.com/ Report: https://directindex.org/r/cegoslatam.com Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Cegos América Latina - México is mostly ready for agents. Some AI assistants are turned away by Cegos América Latina - México's website. What Cegos América Latina - México offers is on another site. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://www.cegoslatam.com/e-learning-flexibilidad-y-eficacia (on the business's own site) - Phone: 5586633329 - Address: Bosque de Duraznos 61, 11700, Ciudad de México ## Nearby, also direct Places near Cegos América Latina - México that take a booking or an order on their own website, with no marketplace in between. - Hunan (1.6 km): https://directindex.org/r/hunan.com.mx - Tamales Flor de Lis Bosques (2.1 km): https://directindex.org/r/flordelisbosques.com - Lavo (2.1 km): https://directindex.org/r/taogroup.com ## What to fix first - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Menu or price list is on another site.** (+5 points) The link goes to cegosopenacademy.com, so that site gets the credit and the visits. Guide: https://directindex.org/guides/menu-pdf-ai - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_403) 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 Mexico City, 9.1% 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. ``` # Cegos América Latina - México > organization in Bosque de Duraznos 61, 11700, Ciudad de México, Mexico City. Phone 5586633329. ## Book or order directly - Order: https://www.cegoslatam.com/e-learning-flexibilidad-y-eficacia (on the business's own site) - Menu: https://cegosopenacademy.com/ ## About - Website: https://www.cegoslatam.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 - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 320 of 1907 in Mexico City. Top 17% 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 | 94% | yes | | Publish the menu or price list as HTML | 82% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 93% | no | | Structured data with address, phone and hours | 28% | no | | Have an llms.txt | 39% | no | Nearest places in the index: Sublime Hamburguesas (F, 196 m, https://directindex.org/r/sublimehamburguesas.com); Honey Restaurants (D, 1133 m, https://directindex.org/r/honeyrestaurants.com); Bendito (F, 1267 m, https://directindex.org/r/bendito.com); Grupo Hunan (F, 1323 m, https://directindex.org/r/grupohunan.com); Hunan (A, 1623 m, https://directindex.org/r/hunan.com.mx); La Freskaderia (C, 2016 m, https://directindex.org/r/lafreskaderia.com); Tamales Flor de Lis Bosques (B, 2058 m, https://directindex.org/r/flordelisbosques.com); Hikov Nigiri House (C, 2067 m, https://directindex.org/r/hi-kov.com.mx); Lavo (F, 2116 m, https://directindex.org/r/taogroup.com); Bakéa (D, 2127 m, https://directindex.org/r/bakea.com.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 12 everyday questions about Mexico City and named 88 places. Cegos América Latina - México wasn't one of them. See who was named: https://directindex.org/city/mexico-city/recommended See what an AI agent reads on this site: https://directindex.org/r/cegoslatam.com/agent-view ## Businesses like Cegos América Latina - México in Mexico City | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Mexico City | 1907 | 45% | 18% | 71.8% | The best of the businesses of the same kind in Mexico City: Dante Brasa y Fuego (A 100%, https://directindex.org/r/dantebrasayfuego.com); El Texcal (A 100%, https://directindex.org/r/eltexcal.com); La Rural (A 100%, https://directindex.org/r/laruralrestaurantes.com); La Tribuna Grill (A 100%, https://directindex.org/r/latribunagrill.com.mx); Layers Sandwichería (A 100%, https://directindex.org/r/layers.mx). With the three fixes above (Structured data is incomplete; Menu or price list is on another site; The server turns AI crawlers away at the door), the score would be about 95.4%. That would be 13th of 1,907 in Mexico City, up from 320th. ## The direct record What agents get for Cegos América Latina - México, as JSON: https://directindex.org/api/direct/cegoslatam.com - Book: none on record - Order: https://www.cegoslatam.com/e-learning-flexibilidad-y-eficacia (own site; found by the scan of 2026-10-22, not yet tested) - Menu: https://cegosopenacademy.com/ (external; from the scan) - Hours: none on record - Phone: 5586633329 - Stable links that count: https://directindex.org/go/cegoslatam.com/order, https://directindex.org/go/cegoslatam.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 | 21.7 | 25 | | Readable | 10 | 25 | | Actionable | 15 | 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/cegoslatam.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/cegoslatam.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/cegoslatam.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=cegoslatam.com&force=1