All Brand Reports
Health & WellnessScanned February 11, 2026

MyFitnessPal AI Agent Readiness

How well AI shopping agents like ChatGPT, Claude, and Perplexity can discover, understand, and recommend MyFitnessPal products.

35
Overall Score
D
Poor
#15
of 25 in Health & Wellness
#147
of 243 brands overall
Structured Data
5/ 30
AI Accessibility
21/ 25
MCP & Agent Readiness
1/ 33

vs. Health & Wellness Average

MyFitnessPal35/100
Health & Wellness Avg38/100

MyFitnessPal is 3 points below the industry average. Read the full Health & Wellness report.

Structured Data

5/30
JSON-LD Structured Data0/5
No JSON-LD structured data found on the page.
Product Schema0/5
No Product schema found.
Product Schema Completeness0/5
No Product schema to evaluate.
Organization/Brand Schema0/3
No Organization or Brand schema found.
Breadcrumb Navigation0/2
No BreadcrumbList schema found.
FAQ Schema0/3
No FAQPage schema found.
OpenGraph Tags1/3
3/6 OpenGraph tags found: og:description, og:image, og:title.
Meta Description2/2
Meta description present (173 chars).
Title Tag2/2
Title tag present: "Calorie Tracker & BMR Calculator to Reach Your Goals | MyFitnessPal".

AI Accessibility

21/25
robots.txt2/5
robots.txt blocks some AI crawlers: ChatGPT-User.
Content Without JavaScript5/5
Page has 9252 chars of text content accessible without JavaScript.
Response Time5/5
Fast response: 0.56s time-to-first-byte.
HTTPS3/3
Site is served over HTTPS.
Sitemap3/3
sitemap.xml found and valid.
Semantic HTML1/2
Some semantic tags found: section, footer.
Viewport Meta Tag2/2
Viewport meta tag present (mobile-responsive).

MCP & Agent Readiness

1/33
MCP Server / Agent Card0/8
No MCP server, AI plugin manifest, or agent card detected.
API Documentation0/4
No public API documentation detected.
Product Feeds0/4
No product feeds (RSS, Atom, XML) detected.
E-commerce Platform1/2
E-commerce platform detected: Magento.
Structured API Access0/2
No public GraphQL or REST API endpoints detected.
Google UCP Profile0/3
No UCP profile found (/.well-known/ucp returned 403).
UCP Version0/1
No UCP profile to check version.
UCP Shopping Service0/2
No UCP profile — shopping service not declared.
UCP Transport Bindings0/1
No UCP profile — no transport bindings available.
UCP Capabilities0/3
No UCP profile — no capabilities declared.
UCP Payment Handlers0/1
No UCP profile — no payment handlers configured.
A2A Agent Card0/1
No Agent2Agent card at /.well-known/agent-card.json.
LLMs.txt0/1
No /llms.txt file found.

Top Recommendations

  1. 1.Add a .well-known/mcp.json or .well-known/ai-plugin.json manifest to enable AI agents to directly interact with your site's data and services.
  2. 2.Add JSON-LD structured data (Schema.org) to help AI agents understand your content. Start with Organization and Product schemas.
  3. 3.Add Product schema markup to your product pages so AI agents can understand your offerings, pricing, and availability.
  4. 4.Add a complete Product schema with name, description, price, availability, image, brand, and SKU.
  5. 5.Publish API documentation (OpenAPI/Swagger) so AI agents can programmatically access your product data.

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Data from Pacestack AI Agent Readiness Scanner. Visit MyFitnessPal