# Lee Orthodontics: Agent-Direct Score F (38.9%) Site: https://leeorthosf.com/ Report: https://directindex.org/r/leeorthosf.com Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Lee Orthodontics is largely invisible to agents. Some AI assistants are turned away by Lee Orthodontics's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through forms.formlync.com. ## Direct links - Phone: +14153587778 - Address: 1426 Fillmore St, 94115-4100, San Francisco ## Nearby, also direct Places near Lee Orthodontics that take a booking or an order on their own website, with no marketplace in between. - Blue Cross Pet Hospital (400 m): https://directindex.org/r/bluecrosspet.com - Japantown Dental - San Francisco (470 m): https://directindex.org/r/japantowndentalsf.com - One Dental SF | Dr. Aja Hall, DDS | San Francisco Dentist | Cosmetic Dentist San Francisco (490 m): https://directindex.org/r/onedentalsf.com - San Francisco Hearing Center (520 m): https://directindex.org/r/sfhearingcenter.com - Urgently Ortho (530 m): https://directindex.org/r/pacificcrestortho.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 - **Appointments through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. 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 - **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 +89868679575, but OpenStreetMap or Overture Maps lists +14153587778. 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. ## What the site tells visitors (Measured, not scored) - **The footer says © 2020.** Visitors and assistants may read that year as the last time anyone looked after the site. In San Francisco, 79% 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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Lee Orthodontics > local business in 1426 Fillmore St, 94115-4100, San Francisco, San Francisco dentists, clinics and vets. Phone +14153587778. ## About - Website: https://leeorthosf.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.** There's no robots.txt, which means everything is allowed. ## Where it stands 635 of 927 in San Francisco dentists, clinics and vets. Top 69% 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 | 5% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | no | | Structured data with address, phone and hours | 26% | no | | Have an llms.txt | 20% | no | Nearest places in the index: Grace Dental Group (B, 16 m, https://directindex.org/r/gracedentalgroup.com); Juheng Acupuncture Clinic (D, 267 m, https://directindex.org/r/juhengacupunctureclinic.com); JD Dental Care (D, 276 m, https://directindex.org/r/jddental.net); Ravi Chandra, M.d. Psychiatry (F, 303 m, https://directindex.org/r/sfpsychiatry.com); Blue Cross Pet Hospital (C, 395 m, https://directindex.org/r/bluecrosspet.com); Japantown Dental - San Francisco (B, 466 m, https://directindex.org/r/japantowndentalsf.com); One Dental SF | Dr. Aja Hall, DDS | San Francisco Dentist | Cosmetic Dentist San Francisco (C, 492 m, https://directindex.org/r/onedentalsf.com); San Francisco Hearing Center (B, 519 m, https://directindex.org/r/sfhearingcenter.com); Urgently Ortho (C, 533 m, https://directindex.org/r/pacificcrestortho.com); Calyx Therapeutics (B, 533 m, https://directindex.org/r/calyxpt.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. The assistants were asked 12 everyday questions about San Francisco dentists, clinics and vets and named 53 places. Lee Orthodontics wasn't one of them. See who was named: https://directindex.org/city/san-francisco-clinics/recommended See what an AI agent reads on this site: https://directindex.org/r/leeorthosf.com/agent-view ## Businesses like Lee Orthodontics in San Francisco dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in San Francisco dentists, clinics and vets | 927 | 49% | 17% | 38.9% | The best of the businesses of the same kind in San Francisco dentists, clinics and vets: San Francisco Plastic Surgery & Laser Center (A 93.8%, https://directindex.org/r/sfcosmeticsurgery.com); Spring Fertility (A 86.2%, https://directindex.org/r/springfertility.com); Walker Joe A Md (A 85.7%, https://directindex.org/r/integrativebehavioral.com); Graspmore (A 85%, https://directindex.org/r/graspmorept.com); SOMA Sport & Physio (A 85%, https://directindex.org/r/somaphysio.com). With the three fixes above (No structured data for the business; Appointments through an unrecognised third party; No list of services and prices found), the score would be about 85.1%. That would be 4th of 927 in San Francisco dentists, clinics and vets, up from 635th. ## The direct record What agents get for Lee Orthodontics, as JSON: https://directindex.org/api/direct/leeorthosf.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +14153587778 ## 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 | 18.3 | 25 | | Readable | 1 | 25 | | Actionable | 6 | 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/leeorthosf.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/leeorthosf.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/leeorthosf.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=leeorthosf.com&force=1