# MUMBii Hospital: Agent-Direct Score F (24.6%) Site: https://mumbii.com/ Report: https://directindex.org/r/mumbii.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.) MUMBii Hospital is largely invisible to agents. Some AI assistants are turned away by MUMBii Hospital'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: 5525898058 - Address: Prolongación Paseo De La Reforma 275, 01219, Ciudad De México - WhatsApp: a link on the site ## Nearby, also direct Places near MUMBii Hospital that take a booking or an order on their own website, with no marketplace in between. - Cor-Dental (270 m): https://directindex.org/r/mexicodental.co - Dentalia Pabellon Bosques (1.6 km): https://directindex.org/r/dentalia.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No online booking 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 an online appointment page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (+10 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents - **No list of services and prices found.** (+7 points) Agents answer 'what do they treat and what does it cost?' from directories instead. Add a page that lists services and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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 5525035893, but OpenStreetMap or Overture Maps lists 5525898058. 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 ``` robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. ``` # Let AI assistants read the site: they send people to you; a marketplace keeps them. # Remove any Disallow lines for these names elsewhere in this file. User-agent: GPTBot Allow: / User-agent: ClaudeBot Allow: / User-agent: PerplexityBot Allow: / User-agent: Google-Extended Allow: / User-agent: OAI-SearchBot Allow: / User-agent: ChatGPT-User Allow: / User-agent: Claude-User Allow: / User-agent: Perplexity-User Allow: / ``` llms.txt. Save as /llms.txt at the root of the site. ``` # MUMBii Hospital > local business in Prolongación Paseo De La Reforma 275, 01219, Ciudad De México, Mexico City dentists, clinics and vets. Phone 5525898058. ## About - Website: https://mumbii.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 1532 of 1770 in Mexico City dentists, clinics and vets. Top 87% 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 | 59% | no | | Publish the menu or price list as HTML | 11% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | no | | Structured data with address, phone and hours | 25% | no | | Have an llms.txt | 51% | no | Nearest places in the index: Cor-Dental (B, 271 m, https://directindex.org/r/mexicodental.co); Hospetal Veterinario (F, 305 m, https://directindex.org/r/hospetal.com.mx); Bionapro (F, 657 m, https://directindex.org/r/reservo.cl); Goldberg Odontología Funcional (F, 689 m, https://directindex.org/r/goldberg.mx); Ygea Clinica De Salud Y Estetica (D, 861 m, https://directindex.org/r/hygeiasalud.com); e dentalgroup (F, 864 m, https://directindex.org/r/edentalgroup.mx); Centro Veterinario México (F, 1511 m, https://directindex.org/r/centroveterinariomexico.mx); Human Paradox (D, 1523 m, https://directindex.org/r/hparadox.com); Clínica de Fisioterapia en Santa Fe, CDMX - Gastón Pumarejo (F, 1547 m, https://directindex.org/r/gastonpumarejo.com); Dentalia Pabellon Bosques (C, 1609 m, https://directindex.org/r/dentalia.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. See what an AI agent reads on this site: https://directindex.org/r/mumbii.com/agent-view ## Businesses like MUMBii Hospital in Mexico City dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Mexico City dentists, clinics and vets | 1770 | 42% | 6% | 24.6% | The best of the businesses of the same kind in Mexico City dentists, clinics and vets: BALMORI AESTHETICS CENTER - Medicina Estética (A 87.7%, https://directindex.org/r/balmoricenter.com); Dr. Dagoberto Molina Polo (A 86.2%, https://directindex.org/r/centromedicoabc.com); Cenit Cardiología (B 84.6%, https://directindex.org/r/cenitcardiologia.com); Cirugía vesícula biliar , hernia hiatal y. bariátrica- Dr Higuera Hidalgo (B 84.6%, https://directindex.org/r/doctorhiguera.com); Clínica de Articulaciones (B 84.6%, https://directindex.org/r/clinicadearticulaciones.com). With the three fixes above (No structured data for the business; No online booking link on the website; robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User), the score would be about 81.5%. That would be 11th of 1,770 in Mexico City dentists, clinics and vets, up from 1532nd. ## The direct record What agents get for MUMBii Hospital, as JSON: https://directindex.org/api/direct/mumbii.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 5525898058 ## 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 | 13 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 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/mumbii.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: 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/mumbii.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/mumbii.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=mumbii.com&force=1