# Dr. Cohen Paul: Agent-Direct Score C (61.5%) Site: http://www.drpaulcohen.com Report: https://directindex.org/r/drpaulcohen.com Scanned: 2026-10-19 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Dr. Cohen Paul is partly visible to agents. An AI assistant can open Dr. Cohen Paul'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 on the site. ## Direct links - Book directly: https://www.drpaulcohen.com/appointment-booking/ (on the business's own site) - Phone: (416) 487-3453 ## 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 - **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. ``` # Dr. Cohen Paul > local business in 1366 Yonge St # 705, M4T 3A7, Toronto, Toronto dentists, clinics and vets. Phone (416) 487-3453. ## Book or order directly - Book: https://www.drpaulcohen.com/appointment-booking/ (on the business's own site) ## About - Website: http://www.drpaulcohen.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.** No rule blocks the main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Appointments on your own site.** Agents can book an appointment without going through a marketplace. ## Where it stands 1164 of 2426 in Toronto dentists, clinics and vets. Top 48% 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% | yes | | Publish the menu or price list as HTML | 4% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes | | Structured data with address, phone and hours | 45% | no | | Have an llms.txt | 48% | no | Nearest places in the index: Dr. Mckeown Elizabeth (F, 0 m, https://directindex.org/r/drmckeown.ca); Physique Rehab & Wellness Ctr (C, 0 m, https://directindex.org/r/medcentra.com); Welcare Inc (F, 0 m, https://directindex.org/r/welcare.org); Balmoral Medical Arts Facility (C, 2 m, https://directindex.org/r/balmoraldentalarts.com); Midtown Physiotherapy (C, 7 m, https://directindex.org/r/midtownphysiotherapy.com); JD Cowen Foot & Ankle Clinic (C, 9 m, https://directindex.org/r/footguru.ca); Clear Skin Dermatology (B, 17 m, https://directindex.org/r/clearskindermatology.com); Animal Housecalls Services (C, 123 m, https://directindex.org/r/animalhousecallsoftoronto.com); Yonge & St. Clair Dental Centre (C, 148 m, https://directindex.org/r/yscdental.com); Dr. Jon Perlus (F, 189 m, https://directindex.org/r/drperlus.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 WordPress 58% (30% A or B, 68857 sites); This site 61.5%. See what an AI agent reads on this site: https://directindex.org/r/drpaulcohen.com/agent-view ## Businesses like Dr. Cohen Paul in Toronto dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Toronto dentists, clinics and vets | 2426 | 54% | 28% | 61.5% | | Sites built with WordPress in Toronto dentists, clinics and vets | 1161 | 63% | 42% | 61.5% | The best of the sites built with WordPress in Toronto dentists, clinics and vets: Walk In Family Dentistry (A 95.4%, https://directindex.org/r/walkinfamilydental.ca); Simply Align Rehab (A 87.7%, https://directindex.org/r/simplyalignrehab.com); Christie Park Dental (A 87.5%, https://directindex.org/r/parkdentalcentres.com); Infinity Dental (A 87.5%, https://directindex.org/r/infinitydentaloffice.com); Midtown Dental (A 87.5%, https://directindex.org/r/midtowndental.ca). With the two fixes above (No structured data for the business; No list of services and prices found), the score would be about 95.4%. That would be 2nd of 2,426 in Toronto dentists, clinics and vets, up from 1164th. ## The direct record What agents get for Dr. Cohen Paul, as JSON: https://directindex.org/api/direct/drpaulcohen.com - Book: https://www.drpaulcohen.com/appointment-booking/ (own site; found by the scan of 2026-10-19, not yet tested) - Order: none on record - Menu: none on record - Hours: none on record - Phone: (416) 487-3453 - Stable links that count: https://directindex.org/go/drpaulcohen.com/book ## 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 | 25 | 25 | | Readable | 0 | 25 | | Actionable | 15 | 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/drpaulcohen.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/drpaulcohen.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/drpaulcohen.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 ยท Rescan now: https://directindex.org/scan?url=drpaulcohen.com&force=1