# Michael Kim Dermatology: Agent-Direct Score F (27.1%) Site: https://mkdermatology.com Report: https://directindex.org/r/mkdermatology.com 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.) Michael Kim Dermatology is largely invisible to agents. Some AI assistants are turned away by Michael Kim Dermatology'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: 12133575090 - Address: 266 S Harvard Blvd Ste 210, 90004-4339, Los Angeles ## Nearby, also direct Places near Michael Kim Dermatology that take a booking or an order on their own website, with no marketplace in between. - L.a. Gastroenterology Group (l.a. 위장내과 그룹) (0 m): https://directindex.org/r/lagastro.net - Shin Imaging (10 m): https://directindex.org/r/shinimaging2.com - Bmb Medical Group, Inc (580 m): https://directindex.org/r/bmbmedical.net ## 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 - **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 - **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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2017.** Visitors and assistants may read that year as the last time anyone looked after the site. In Los Angeles, 77% of comparable sites that show a year say 2025 or later. ## 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. ``` # Michael Kim Dermatology > local business in 266 S Harvard Blvd Ste 210, 90004-4339, Los Angeles, Los Angeles dentists, clinics and vets. Phone 12133575090. ## About - Website: https://mkdermatology.com - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - Nothing. ## Where it stands 2352 of 2992 in Los Angeles dentists, clinics and vets. Top 79% 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 | 97% | no | | Publish the menu or price list as HTML | 6% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | no | | Structured data with address, phone and hours | 29% | no | | Have an llms.txt | 34% | no | Nearest places in the index: L.a. Gastroenterology Group (l.a. 위장내과 그룹) (C, 0 m, https://directindex.org/r/lagastro.net); Peter J. Chung Cardiology (F, 2 m, https://directindex.org/r/chungcardiology.com); Oral & Maxillofacial Surgery Institute (D, 6 m, https://directindex.org/r/omsi-la.com); Shin Imaging (C, 13 m, https://directindex.org/r/shinimaging2.com); Serrano Eye Center Medical Group (C, 202 m, https://directindex.org/r/serranoeyecenter.com); CARA Plastic Surgery and Laser Center (C, 225 m, https://directindex.org/r/caraplasticsurgery.com); Beverly Dental Group (F, 240 m, https://directindex.org/r/beverlydentalgroup.com); Sun's Acupuncture Clinic (F, 320 m, https://directindex.org/r/ohsacupuncture.com); Clínica Médica Familiar (F, 399 m, https://directindex.org/r/drjortizhealthcare.com); Bmb Medical Group, Inc (F, 575 m, https://directindex.org/r/bmbmedical.net). ## 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 dentists, clinics and vets and named 58 places. Michael Kim Dermatology wasn't one of them. See who was named: https://directindex.org/city/los-angeles-clinics/recommended See what an AI agent reads on this site: https://directindex.org/r/mkdermatology.com/agent-view ## Businesses like Michael Kim Dermatology in Los Angeles dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles dentists, clinics and vets | 2992 | 45% | 16% | 27.1% | The best of the businesses of the same kind in Los Angeles dentists, clinics and vets: Joseph Naim (A 95.4%, https://directindex.org/r/drnaim.com); Los Angeles Integrative Gastroenterology & Nutrition, Inc. (A 95.4%, https://directindex.org/r/laintegrativegi.com); Facile Dermatology (A 90.8%, https://directindex.org/r/facileskin.com); Los Angeles Center For Endodontics (A 90.8%, https://directindex.org/r/lacenterendo.com); Fastest Labs (A 89.2%, https://directindex.org/r/fastestlabs.com). With the three fixes above (No structured data for the business; No online booking link on the website; No list of services and prices found), the score would be about 79.4%. That would be 181st of 2,992 in Los Angeles dentists, clinics and vets, up from 2352nd. ## The direct record What agents get for Michael Kim Dermatology, as JSON: https://directindex.org/api/direct/mkdermatology.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 12133575090 ## 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 | 1 | 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/mkdermatology.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/mkdermatology.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/mkdermatology.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=mkdermatology.com&force=1