# USF Health Department of Internal Medicine, Division of Pulmonary Medicine: Agent-Direct Score D (47.7%) Site: https://health.usf.edu/care/obgyn/services-specialties/gyn-onc Report: https://directindex.org/r/usf.edu Scanned: 2026-11-12 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) USF Health Department of Internal Medicine, Division of Pulmonary Medicine is hard for agents to use. An AI assistant can open USF Health Department of Internal Medicine, Division of Pulmonary Medicine'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 am.ticketmaster.com. ## Direct links - Phone: +18138447585 - Address: 2 Tampa General Cir, Tampa 33606 ## Nearby, also direct Places near USF Health Department of Internal Medicine, Division of Pulmonary Medicine that take a booking or an order on their own website, with no marketplace in between. - Florida Neurovascular Institute (140 m): https://directindex.org/r/floridastroke.com - Women's Health Care (140 m): https://directindex.org/r/tampabaymidwifery.com - Junaid Ahmed, Md - Florida Kidney Physicians (440 m): https://directindex.org/r/flkidney.com ## What to fix first - **No structured data for the business.** (+15 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 - **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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # USF Health Department of Internal Medicine, Division of Pulmonary Medicine > local business in 2 Tampa General Cir, Tampa 33606, Tampa dentists, clinics and vets. Phone +18138447585. ## About - Website: https://health.usf.edu/care/obgyn/services-specialties/gyn-onc - 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. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 444 of 649 in Tampa dentists, clinics and vets. Top 68% 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 | 94% | no | | Publish the menu or price list as HTML | 28% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes | | Structured data with address, phone and hours | 69% | no | | Have an llms.txt | 24% | no | Nearest places in the index: Rafael Carrion, MD (C, 14 m, https://directindex.org/r/floridasexhealth.com); Florida Interventional Specialists (C, 60 m, https://directindex.org/r/visfl.com); Tampa Bay Hearing and Balance Center (C, 129 m, https://directindex.org/r/tampabayhearing.com); Barry Craig Ries, D.d.s., P.l. (F, 130 m, https://directindex.org/r/tampabaydental.net); Total Thyroid (F, 136 m, https://directindex.org/r/lanziseracenter.com); Florida Neurovascular Institute (C, 137 m, https://directindex.org/r/floridastroke.com); Women's Health Care (B, 142 m, https://directindex.org/r/tampabaymidwifery.com); Obeck Comprehensive Dental (C, 236 m, https://directindex.org/r/obeckdental.com); Dr. Julian Pribaz (D, 244 m, https://directindex.org/r/plasticsurgerymarketing.com); Junaid Ahmed, Md - Florida Kidney Physicians (B, 435 m, https://directindex.org/r/flkidney.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/usf.edu/agent-view ## Businesses like USF Health Department of Internal Medicine, Division of Pulmonary Medicine in Tampa dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Tampa dentists, clinics and vets | 649 | 55% | 33% | 47.7% | The best of the businesses of the same kind in Tampa dentists, clinics and vets: Jeffrey A. Hunt Do, Rvs, Rvpi (A 96.3%, https://directindex.org/r/veincentertampa.com); New Tampa Smiles (A 96.3%, https://directindex.org/r/newtampasmile.com); Tampapainmd (A 96.3%, https://directindex.org/r/tampapainmd.com); Advanced Dental Associates of Tampa Palms (A 87.5%, https://directindex.org/r/dentisttampa.com); Dr. Riham Diasti, Dmd (A 87.5%, https://directindex.org/r/coastdental.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 95.4%. That would be 4th of 649 in Tampa dentists, clinics and vets, up from 444th. ## The direct record What agents get for USF Health Department of Internal Medicine, Division of Pulmonary Medicine, as JSON: https://directindex.org/api/direct/usf.edu - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +18138447585 ## 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 Found one hop past the home page: contact page /about-usf/contact-usf.aspx: booking link (other). ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 0 | 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/usf.edu - 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: yes - 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/usf.edu/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/usf.edu/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 ยท Rescan now: https://directindex.org/scan?url=usf.edu&force=1