Can an AI agent identify gluten-free varieties and nutritional info?
Dimension Breakdown
Six-dimension scorecard
AI Discoverability91
Answer Engine Readiness59
Agent Usability100
Trust & Verification74
Content Worthiness81
Machine Readiness33
Key Strengths
What's working
robots.txt present
GET https://www.cheerios.com/robots.txt → HTTP 200, 17 directive lines
XML sitemap discovered
https://www.cheerios.com/sitemap.xml → 210 URL(s) listed (+1 more sitemap)
Primary content structure
1727 chars of visible text, <h1> present, <main>=yes
Primary CTA clarity
Detected action labels: ['shop protein bundle', 'shop flavor bundle', 'shop full o’ good bundle', 'contact us , opens in a new tab']
Business clarity on homepage
Title (48 chars); Meta description (143 chars); Clear H1; Body paragraph present
Key Gaps
Biggest opportunities
Structured data — Product pages
Sampled 1 product pages; expected Product, found: no JSON-LD.
→ Add Product schema with `name`, `description`, `image`, `brand`, and an `offers` → Offer with `price`, `priceCurrency`, and `availability`. Add `aggregateRating` if you collect reviews. Target path pattern: /products/*.
Machine-readable capability discovery
Probed 18 endpoints — none returned a valid .well-known response.
→ If you expose APIs or developer capabilities, publish /.well-known/openid-configuration, /.well-known/mcp, or /.well-known/api-catalog as appropriate.
No x402, ACP, UCP, MPP, or related commerce-protocol signals found (probed /.well-known/{acp,ucp,mpp,x402,agent-commerce}.json)
→ If you sell products or services, evaluate x402 / ACP / UCP / MPP support and publish a capability document at `/.well-known/acp.json` (or equivalent) with your protocol version + supported actions.
→ Top improvements for this scan (highest impact, already quick to ship):
• Add Product on /products/* (Product pages) — impact +16, ease 4/5.
Contact accountability signals
No /contact URL found in nav or sitemap.
→ Publish a /contact page with email, phone, and physical address (or legal entity).
Suggested Improvements
Where to focus next
Structured data — Product pages — Add Product schema with `name`, `description`, `image`, `brand`, and an `offers` → Offer with `price`, `priceCurrency`, and `availability`. Add `aggregateRating` if you collect reviews. Target path pattern: /products/*.
Machine-readable capability discovery — If you expose APIs or developer capabilities, publish /.well-known/openid-configuration, /.well-known/mcp, or /.well-known/api-catalog as appropriate.
Emerging commerce protocol signals (x402, ACP, UCP, MPP) — If you sell products or services, evaluate x402 / ACP / UCP / MPP support and publish a capability document at `/.well-known/acp.json` (or equivalent) with your protocol version + supported actions.
Structured data / Schema.org coverage — Top improvements for this scan (highest impact, already quick to ship):
• Add Product on /products/* (Product pages) — impact +16, ease 4/5.
Contact accountability signals — Publish a /contact page with email, phone, and physical address (or legal entity).
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