# Amy Offenberg: Agent-Direct Score F (38%) Site: https://amyoffenberg.com Report: https://directindex.org/r/amyoffenberg.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.) Amy Offenberg is largely invisible to agents. Some AI assistants are turned away by Amy Offenberg'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: 16173232825 - Address: 16 Cohasset St, 02131-3013, Roslindale ## Nearby, also direct Places near Amy Offenberg that take a booking or an order on their own website, with no marketplace in between. - Roslindale Village Dental (130 m): https://directindex.org/r/roslindalevillagedental.com - Greater Roslindale Medical and Dental Center (240 m): https://directindex.org/r/roslindale.org - Chiu Patricia Dds Bay State Orthodontics (1.4 km): https://directindex.org/r/baystateorthosmiles.com - B&G Dental (1.5 km): https://directindex.org/r/bgdental.com - McLaughlin Family Dentists - West Roxbury (1.5 km): https://directindex.org/r/mclaughlindentists.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 - **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.** (+3.3 points) Requests as 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 ## 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. ``` # Amy Offenberg > local business in 16 Cohasset St, 02131-3013, Roslindale, Boston dentists, clinics and vets. Phone 16173232825. ## About - Website: https://amyoffenberg.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 362 of 468 in Boston dentists, clinics and vets. Top 77% 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 | 96% | no | | Publish the menu or price list as HTML | 2% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 100% | no | | Structured data with address, phone and hours | 27% | no | | Have an llms.txt | 39% | no | Nearest places in the index: Roslindale Village Dental (C, 130 m, https://directindex.org/r/roslindalevillagedental.com); Greater Roslindale Medical and Dental Center (C, 241 m, https://directindex.org/r/roslindale.org); Unity Dental (C, 375 m, https://directindex.org/r/myunitydental.com); Roslindale Rehab Inc (F, 455 m, https://directindex.org/r/opendi.us); Dental Collaborative Roslindale (C, 789 m, https://directindex.org/r/drtreon.com); Wellesley Cosmetic Surgery - Boston (C, 931 m, https://directindex.org/r/wellesleycosmeticsurgery.com); Chiu Patricia Dds Bay State Orthodontics (C, 1415 m, https://directindex.org/r/baystateorthosmiles.com); B&G Dental (C, 1502 m, https://directindex.org/r/bgdental.com); McLaughlin Family Dentists - West Roxbury (C, 1514 m, https://directindex.org/r/mclaughlindentists.com); The Boston Cat Hospital (F, 1672 m, https://directindex.org/r/vetstoria.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/amyoffenberg.com/agent-view ## Businesses like Amy Offenberg in Boston dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Boston dentists, clinics and vets | 468 | 50% | 22% | 38% | The best of the businesses of the same kind in Boston dentists, clinics and vets: Brush & Floss Boston Dental (A 93.8%, https://directindex.org/r/brushandflossboston.com); Copley Dental Associates (A 87.5%, https://directindex.org/r/copleydental.com); Back Bay Veterinary Clinic (B 84.6%, https://directindex.org/r/backbayvet.com); Boston Center For Pregnancy Choices (B 84.6%, https://directindex.org/r/bostonpregnancycenter.org); Boston Center for Oral Health (B 84.6%, https://directindex.org/r/bcoh.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 90.3%. That would be 2nd of 468 in Boston dentists, clinics and vets, up from 362nd. ## The direct record What agents get for Amy Offenberg, as JSON: https://directindex.org/api/direct/amyoffenberg.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 16173232825 ## 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 | 21.7 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 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/amyoffenberg.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/amyoffenberg.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/amyoffenberg.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=amyoffenberg.com&force=1