AI Geo

Apply safe GEO remediations from the latest /geo-audit report. Updates robots.txt with training-vs-citation bot directives, inserts missing Author/Organization/FAQPage JSON-LD, adds dateModified and article:modified_time, proposes content restructuring for Q&A patterns, and adds sameAs entity-disambiguation links. Diff+confirm workflow with --dry-run support.

Comprehensive Generative Engine Optimization (GEO) audit - Validates llms.txt protocol compliance, AI crawler access (training vs citation bots), citation-worthiness signals, AI-friendly structured data, semantic chunking, content freshness, and entity optimization. Generates a timestamped report in /docs/geo-audit/ with framework-specific remediation and emerging-practice flags.

Generate, update, and validate llms.txt and llms-full.txt for AI answer engines. Analyzes site structure, detects content type, emits properly formatted markdown index (and optional full-content companion), integrates with framework build pipelines, and validates existing files against the llmstxt.org spec.