# Mid Levels Cat Hospital: Agent-Direct Score F (39.4%) Site: https://www.mlcathospital.com/zh Report: https://directindex.org/r/mlcathospital.com Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Mid Levels Cat Hospital is largely invisible to agents. Some AI assistants are turned away by Mid Levels Cat 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: +85226880013 - Address: Bonham Rd, 3號地下A鋪, 000000, Hong Kong - Languages: English, Chinese - WhatsApp: a link on the site ## Nearby, also direct Places near Mid Levels Cat Hospital that take a booking or an order on their own website, with no marketplace in between. - 上善堂中醫診所 (310 m): https://directindex.org/r/shingchitong.com - 世濟堂 (340 m): https://directindex.org/r/anhtcm.com.hk - Keen Health Physiotherapy Centre (460 m): https://directindex.org/r/kidsblossom.com.hk ## What to fix first - **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 - **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 - **The server turns AI crawlers away at the door.** (+6.7 points) Requests as GPTBot (http_403), ClaudeBot (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 - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **robots.txt blocks GPTBot, ClaudeBot, Google-Extended.** (+3.7 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 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 ## 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. ``` # Mid Levels Cat Hospital > organization in Bonham Rd, 3號地下A鋪, 000000, Hong Kong, Hong Kong dentists, clinics and vets. Phone +85226880013. ## About - Website: https://www.mlcathospital.com/zh - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **Structured data found (Organization).** no address, phone or hours in it ## Where it stands 381 of 569 in Hong Kong dentists, clinics and vets. Top 67% 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 | 0% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | no | | Structured data with address, phone and hours | 12% | no | | Have an llms.txt | 62% | no | Nearest places in the index: Paws and Tails Veterinary Hospital (D, 213 m, https://directindex.org/r/pawsandtailshk.com); fastcheck (D, 227 m, https://directindex.org/r/fastcheck.com.hk); 上善堂中醫診所 (B, 313 m, https://directindex.org/r/shingchitong.com); 世濟堂 (C, 342 m, https://directindex.org/r/anhtcm.com.hk); 滙仁牙科 BrightVille Dental (D, 356 m, https://directindex.org/r/brightvilledentalhk.com); Hong Kong Dental Hygienists' Association (F, 358 m, https://directindex.org/r/hkdha.org); Dr. James Clinic (F, 426 m, https://directindex.org/r/drjamesclinic.com.hk); Ethos Dental Centre (D, 437 m, https://directindex.org/r/ethosdental.com.hk); Keen Health Physiotherapy Centre (C, 455 m, https://directindex.org/r/kidsblossom.com.hk); 療悅堂痛症管理及物理治療中心 Vital Pain Management & Physical Therapy Center (F, 498 m, https://directindex.org/r/youtube.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. Compared with its peers: Sites built with Shopify 48% (26% A or B, 7656 sites); This site 39.4%. See what an AI agent reads on this site: https://directindex.org/r/mlcathospital.com/agent-view ## Businesses like Mid Levels Cat Hospital in Hong Kong dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Hong Kong dentists, clinics and vets | 569 | 48% | 14% | 39.4% | | Sites built with Shopify in Hong Kong dentists, clinics and vets | 18 | 53% | 28% | 39.4% | The best of the sites built with Shopify in Hong Kong dentists, clinics and vets: Aloha Wellness and Physiotherapy (B 75.4%, https://directindex.org/r/alohaphysio.com.hk); Amazing Grace Animal Hospital and Wellness Centre (B 73.8%, https://directindex.org/r/chillvet.com); BEAUTY ALL & MORE (B 73.8%, https://directindex.org/r/beautyallnmore.com); 火炭動物醫療中心 Pawlistic Veterinary Medical Center (B 73.8%, https://directindex.org/r/pawlisticvmc.com); 香港婦檢 (B 73.8%, https://directindex.org/r/hkwwceshop.com). With the three fixes above (No online booking link on the website; No list of services and prices found; The server turns AI crawlers away at the door), the score would be about 80.5%. That would be 9th of 569 in Hong Kong dentists, clinics and vets, up from 381st. ## The direct record What agents get for Mid Levels Cat Hospital, as JSON: https://directindex.org/api/direct/mlcathospital.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +85226880013 ## 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 | 14.6 | 25 | | Readable | 9 | 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/mlcathospital.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: yes - 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: yes - JSON-LD for the business: yes Keep watching this business (https://directindex.org/r/mlcathospital.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/mlcathospital.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=mlcathospital.com&force=1