cyberneticlibrary

Audit website for AI agent discovery

agentic-seoskillsetup L20
maximoseo/webs-html-improvements-files

Causal-lift measurements

ai-content-optimization+24pp vs no-skill baselinewith-skill 64% · baseline 40%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Audit website for agentic engine optimization and AI discoverability

Best for

Founder or marketer optimizing website for AI agent discovery (not just search engines) — quickly audits 5 key dimensions to ensure llms.txt, robots.txt, and structured data are agent-friendly.

Inputs
  • · URL to audit
  • · Format preference (default: text report; optional: JSON)
Outputs
  • · Agentic SEO audit report across 5 categories
  • · Score 0-100 per category (crawlability, discoverability, structured data, token budget, citation signals)
  • · Recommendations
Requires
  • · npx (Node package runner)
Preconditions
  • · Node.js installed (to run npx)
  • · Website publicly accessible
  • · robots.txt and sitemap.xml in place (for baseline)
Failure modes
  • · Doesn't verify llms.txt or AGENTS.md content quality — only checks presence
  • · Token budget estimate is crude (page size proxy, not semantic compression)
  • · Doesn't test actual AI crawler access (rate limits, blocks)
  • · Citations signals check is basic (authorship, canonical, hreflang) — doesn't verify backlink quality
Trust signals
  • · 5-category audit (crawlability, discoverability, structured data, token budget, citation)
  • · Scoring 0-100 per category
  • · Concrete checks (robots.txt permissions, llms.txt presence, JSON-LD schema, page size)