auto-geo

auto-geo doctor — audit any page for citation readiness

Run it on any URL — yours, a competitor's, every page in your sitemap — and get a structured report on the citation signals AI engines look for.

auto-geo doctor https://example.com/some-page

✓ TL;DR present (52 words, in range) ✗ Question-format H2 headings (2 of 6 are question-format; SOP §3 targets all) ✓ Article JSON-LD present ✗ FAQPage JSON-LD present (No FAQPage JSON-LD block detected) ✓ Entity density (12.3/1k words) ✗ Image cadence (0 images for 1247 words) ✓ Answer-first first paragraph ✓ No self-link in related guides Score: 5 / 8 checks pass — moderate GEO posture Top 3 fixes (ranked by citation lift): 1. Add a FAQPage JSON-LD block. Each Q is a citable extraction target. 2. Convert 4 statement-form H2 headings to question form. 3. Add 2 images with descriptive alt text (entity + context).

# Whole sitemap — mean score, lowest-scoring pages, most common failures auto-geo doctor --site https://example.com/sitemap.xml --max-pages 50 # JSON for CI / dashboards auto-geo doctor https://example.com/page --json

Exit code0if score ≥ 75%,1otherwise — gate deploys on it. See](https://github.com/shadowresearch/auto-geo/blob/main/docs/sop.md)[docs/doctor.mdfor the full check reference.