# Dr. Janet Vafaie, MD, FAAD: Agent-Direct Score B (80%)

Site: https://losangeles-dermatologist.com/
Report: https://directindex.org/r/losangeles-dermatologist.com
Scanned: 2026-10-14 (provisional: the assistant citation check pending)
Dr. Janet Vafaie, MD, FAAD is mostly ready for agents.

## What to fix first
- **Structured data is incomplete.** Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Booking on your own site.** Agents can book without a marketplace in the loop.

## Where it stands
Rank 4 of 251 in Los Angeles dentists, clinics and vets (top 2%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 92% | yes |
| Publish the menu or price list as HTML | 0% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 92% | yes |
| Structured data with address, phone and hours | 27% | no |
| Have an llms.txt | 27% | no |

Nearest places in the index: Vatche and Tamar Manoukian Medical Building (D, 748 m, https://directindex.org/r/uclahealth.org); Ahmanson-Lovelace Brain Mapping Center (F, 880 m, https://directindex.org/r/ucla.edu); Vision Dental (B, 1416 m, https://directindex.org/r/visiondental.com); Shine Pediatric Dentistry (C, 1422 m, https://directindex.org/r/shinekidswla.com); Guidelight Health West Los Angeles (C, 1670 m, https://directindex.org/r/guidelighthealth.com); Sawtelle Family Dental (F, 2183 m, https://directindex.org/r/sawtellefamilydental.com); WestStar Physical Therapy (C, 2336 m, https://directindex.org/r/wsptn.com); West Los Angeles Dentistry (C, 2352 m, https://directindex.org/r/westladentistry.com); Blue Sky Psychiatry (C, 2371 m, https://directindex.org/r/blueskypsychiatry.com); Nenergy Boost (B, 2402 m, https://directindex.org/r/nenergyboost.com).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked and claimed businesses in each city index.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 9 | 25 |
| actionable | 30 | 30 |
| cited | 0 | 0 (probes pending) |

## Agent readiness (Cloudflare criteria)
Level 1 of 5: Basic Web Presence. Cloudflare's report: https://isitagentready.com/losangeles-dermatologist.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

Methodology: https://directindex.org/methodology · Rescan: https://directindex.org/scan?url=losangeles-dermatologist.com&force=1