The Direct Index
Report · Miami dentists, clinics and vets · scanned 2026-10-17

Miami Lakes Pediatrics

mlpeds.com is hard for agents to use.

Listed by Overture Maps.

CallWebsite

Ways to reach Miami Lakes Pediatrics directly, with no marketplace in between. Checked 2026-10-17. Report a mistake

14400 NW 77th Ct #102, 33016, Miami Lakes · +13058237768

Owners

The website's grade

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.

44.6%

29 of 65 points available

1/5

agent-readiness level, Basic Web Presence

5

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

What the site tells visitors Measured, not scored

These don't change the grade.

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.

Every city compared →
Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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.

Where it stands

How Miami Lakes Pediatrics compares

Where it stands

1,673 of 2,809 in Miami dentists, clinics and vets

Top 60% of the sites scanned in this index. Just above: Medlife Wellness Therapy D, Miami Beach Cosmetic and Plastic Surgery Center D. Just below: Shara Miller, Dds D, Smilewise Dentistry D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML5%no
Let AI crawlers in (no block at the server or in robots.txt)95%yes
Structured data with address, phone and hours42%no
Have an llms.txt41%no

The top 10% are the 298 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Ana Maria Maderal-Cozad167 mCyes
Orlando Arce, MD167 mCyes
Creative Extended Care194 mFno
Llanos Dental Group: Laura Llanos, DMD204 mDno
Lakes Radiology244 mCyes
Florida Oral and Maxillofacial Surgery316 mDyes
Patrick Abuzeni M.d - Cosmetic Plastic Surgeon449 mDyes
Extreme Sports Medicine & Rehabilitation530 mDno
Interamerican Medical Center677 mFno
Envoy Health895 mFno
Businesses like yours

Businesses like Miami Lakes Pediatrics in Miami dentists, clinics and vets

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Miami dentists, clinics and vets2,80950%22%44.6%

The best of the businesses of the same kind in Miami dentists, clinics and vets

Alternative Medical Center A 95.4% · Del Campo Dermatology & Laser Institute A 95.4% · James M. Bullock, Md A 90.8% · Zayas Dental A 90.8% · Aventura Dermatology A 89.2%

After the top fixes

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.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. 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. How to fix it

  2. Appointments through an unrecognised third party +9 points

    Check that the provider keeps your business as the seller of record. How to fix it

  3. 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. How to fix it

  4. No working HTTPS +3 points

    The page is only served over plain http. Browsers and agents rank it lower or refuse it.

  5. 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. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Miami dentists, clinics and vets. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · contact page /about-us: nothing new

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.

Show the code 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Miami Lakes Pediatrics",
  "url": "http://mlpeds.com/",
  "telephone": "+13058237768",
  "address": "14400 NW 77th Ct #102, 33016, Miami Lakes",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.90478542,
    "longitude": -80.32583232
  }
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# 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.
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

Rescan now · Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score D

<a href="https://directindex.org/r/mlpeds.com"><img src="https://directindex.org/badge/mlpeds.com.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Miami Lakes Pediatrics

No direct path on record: the scan of 2026-10-17 found no booking or ordering link on mlpeds.com or on a vendor's site. The same record is served as JSON at /api/direct/mlpeds.com, through the MCP tool direct_record and in the city feed /city/miami-clinics/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+13058237768

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Agent readiness

Level 1 of 5, Basic Web Presence

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno