# Miami Lakes Pediatrics: Agent-Direct Score D (44.6%) Site: http://mlpeds.com/ Report: https://directindex.org/r/mlpeds.com Scanned: 2026-10-17 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Miami Lakes Pediatrics is hard for agents to use. An AI assistant can open Miami Lakes Pediatrics'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 19861.portal.athenahealth.com. ## Direct links - Phone: +13058237768 ## What to fix first ## What the site tells visitors (Measured, not scored) - **The footer says © 2019.** Visitors and assistants may read that year as the last time anyone looked after the site. In Miami, 74% of comparable sites that show a year say 2025 or later. - **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 - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **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. ``` # Miami Lakes Pediatrics > local business in 14400 NW 77th Ct #102, 33016, Miami Lakes, Miami dentists, clinics and vets. Phone +13058237768. ## About - Website: http://mlpeds.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. ## Where it stands 1673 of 2809 in Miami dentists, clinics and vets. Top 60% 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% | no | | Publish the menu or price list as HTML | 5% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes | | Structured data with address, phone and hours | 42% | no | | Have an llms.txt | 41% | no | Nearest places in the index: Ana Maria Maderal-Cozad (C, 167 m, https://directindex.org/r/alluresmilecenter.com); Orlando Arce, MD (C, 167 m, https://directindex.org/r/jdch.com); Creative Extended Care (F, 194 m, https://directindex.org/r/creativeppec.com); Llanos Dental Group: Laura Llanos, DMD (D, 204 m, https://directindex.org/r/llanosdental.com); Lakes Radiology (C, 244 m, https://directindex.org/r/lakesradiology.com); Florida Oral and Maxillofacial Surgery (D, 316 m, https://directindex.org/r/floridaomfs.com); Patrick Abuzeni M.d - Cosmetic Plastic Surgeon (D, 449 m, https://directindex.org/r/lifewellnessmiami.com); Extreme Sports Medicine & Rehabilitation (D, 530 m, https://directindex.org/r/seanwilliamspt.com); Interamerican Medical Center (F, 677 m, https://directindex.org/r/interamericanmedical.com); Envoy Health (F, 895 m, https://directindex.org/r/envoyhealth.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/mlpeds.com/agent-view ## Businesses like Miami Lakes Pediatrics in Miami dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Miami dentists, clinics and vets | 2809 | 50% | 22% | 44.6% | The best of the businesses of the same kind in Miami dentists, clinics and vets: Alternative Medical Center (A 95.4%, https://directindex.org/r/kolas.com); Del Campo Dermatology & Laser Institute (A 95.4%, https://directindex.org/r/delcampoderm.com); James M. Bullock, Md (A 90.8%, https://directindex.org/r/ocsfdocs.com); Zayas Dental (A 90.8%, https://directindex.org/r/zayasdental.com); Aventura Dermatology (A 89.2%, https://directindex.org/r/aventuradermatology.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 90.8%. That would be 3rd of 2,809 in Miami dentists, clinics and vets, up from 1673rd. ## The direct record What agents get for Miami Lakes Pediatrics, as JSON: https://directindex.org/api/direct/mlpeds.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +13058237768 ## 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 | 22 | 25 | | Readable | 1 | 25 | | Actionable | 6 | 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/mlpeds.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/mlpeds.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/mlpeds.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=mlpeds.com&force=1