Scanner

See what agents see.

Enter a URL. See what agents see. Get a scored readiness report across seven dimensions of agent legibility, trust, and action readiness.

Free: 1 scan/month with summary. Pro ($49/mo): unlimited scans, competitive benchmarking, history, and API.

Seven dimensions

What the scanner measures.

Each scan evaluates the site across seven dimensions, weighted by how much they affect agent interactions in practice.

Discoverability

15%

Can agents find the machine-facing surfaces? llms.txt, agents.json, structured data, sitemap.

Legibility

20%

Can agents extract canonical business facts without interpreting marketing copy?

Freshness

10%

Are timestamps, version numbers, and provenance signals present and current?

Trust

15%

Are there source-of-truth declarations, policy boundaries, and provenance chains?

Comparison readiness

15%

Are product and offer attributes structured for cross-site comparison?

Action readiness

15%

Are there declared action endpoints? Can an agent identify the next valid step?

Standards compliance

10%

Conformance with agents.json, llms.txt, reasoning.json, WebMCP, schema.org.

How it works

Crawl, extract, evaluate, score.

The scanner does not just check for schema presence. It tests whether an agent can actually use what it finds.

Step 1

Crawl

Headless browser crawl extracts structured data, manifests, meta tags, and machine-facing surfaces.

Step 2

Evaluate

LLM-as-judge assesses meaning quality. Standards parser checks compliance. Comparison probe tests whether a product table can be built.

Step 3

Score

Weighted scoring across all dimensions. Specific findings, prioritized fixes, and a shareable report URL.

Competitive benchmarking

See how you compare.

Scanner Pro lets you scan up to 5 competitors alongside your site. Side-by-side comparison across all seven dimensions. See who agents prefer and why.

Sample output

Readiness Score: 47 / 100

Legibility
74
Action
31
Standards
18