Open-source · MIT · Zero dependencies
GEO Auditor
Find structural gaps in your page: headings, metadata, links, and structured data. Paste your page's HTML below for an instant in-browser audit, or run the open-source Python CLI on any live URL.
Audit a page now
Paste the full HTML of a page (View Source → select all → copy). Everything runs locally in your browser — nothing is uploaded.
out of 100 — structural checklist, not a citation prediction
Turn findings into improvements
Choose how to fix your page.
Do it yourself · $29
Use the GEO Content System Pack for article templates, source-review checklists, metadata, and internal-link workflows.
See what is in the pack →Get a manual review · $99
Have CiteLab review your website and prioritize improvements. The request includes this checklist summary; pasted HTML stays in your browser.
Request the $99 audit →Scope, timing, and payment are confirmed before manual work starts.
Or audit any live URL from your terminal
The full auditor is an open-source Python CLI. It also probes
/llms.txt and works on URLs (no copy-paste). Zero
dependencies — it only needs Python 3.9+.
curl -LO https://citelab.uk/downloads/citelab-geo-auditor-v1.0.0.zip
unzip citelab-geo-auditor-v1.0.0.zip
cd citelab-geo-auditor
python3 -m citelab_geo.cli https://yoursite.com/your-article
# gate a build on a minimum score (CI):
python3 -m citelab_geo.cli https://yoursite.com/page --min-score 80What it checks (and why)
CiteLab assigns editorial weights to these structural checks. They are heuristics, not measured ranking factors. The browser score is the share of weighted checks passed; it does not check live URLs or llms.txt. The Python CLI has a separate checklist and may return a different score.
| Signal | Weight |
|---|---|
| schema.org JSON-LD present | 12 |
| FAQPage / HowTo schema | 10 |
| Answer-first opening | 10 |
| Title tag (10–70 chars) | 8 |
| Meta description (50–160) | 8 |
| Exactly one H1 | 8 |
| Article / BlogPosting schema | 8 |
| Fact density (≥1 stat / 200 words) | 8 |
| Outbound citations (≥2) | 8 |
| H2 subheadings (≥2) | 6 |
| Internal links (≥3) | 6 |
| Canonical URL | 4 |
| Open Graph (title + image) | 4 |
| Substantial content (≥300 words) | 4 |
A high score means a page is well structured for citation. It does not guarantee rankings or that any engine will cite you — that depends on many factors beyond a single page.
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