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geo-score

geo-score is an open-source AI visibility (GEO) scorer for websites, by Jianrun Tech (见润科技). Formerly geo-watch: geo-watch merged into geo-score in 1.2.0 and lives on as its levels 2 and 3.

Can AI engines cite your site? A free 0–100 score from one command. Do they? Check through their APIs with your own keys.

Score (free, no key) → Ask one question (your API keys) → Watch a question set every week (your API keys). Three levels, one tool · the citation half is never added to the score.

curl -sL https://raw.githubusercontent.com/jianruntech/geo-score/v1.8.3/cli/geo_score.py \
  | python3 - stripe.com --brief

Recorded with geo-score 1.1.0 on 2026-09-09. A run with 1.2.0 on 2026-09-27 read 72.

One command. Every check, and what the next tier needs. The report says how long its run took.

Full output — every check, and what the next tier asks for (--explain adds the evidence)

  AIV READINESS  https://stripe.com
──────────────────────────────────────────────────────────────────────────
  72 / 100   Solid
  11 points to Leading

  Reachable 13/15
   ◐ Crawlers allowed in robots.txt   ███████████░░░░░░░  3/5
   ✓ Reachable to retrieval agents    ██████████████████  5/5
   ✓ Main content server-rendered     ██████████████████  5/5
  Understandable 17/22
   ◐ Sitemap discoverable and fresh   █████████░░░░░░░░░  2/4
   ✓ llms.txt present and structured  ██████████████████  5/5
   ✓ Organization + WebSite schema    ██████████████████  6/6
   ✗ BreadcrumbList on nested pages   ░░░░░░░░░░░░░░░░░░  0/3
   ✓ Page-type schema (Product, FAQ…) ██████████████████  4/4
  Content Citability 21/35
   ✓ Self-contained answer passages   ██████████████████  9/9
   ◐ Headings match how people ask    ████████░░░░░░░░░░  3/7
   ◐ Freshness signal present         █████████░░░░░░░░░  3/6
   ◐ Statistics carry a source        ████████░░░░░░░░░░  3/7
   ◐ Named, verifiable authorship     █████████░░░░░░░░░  3/6
  Brand Credibility 9/10
   ⊘ Third-party listings             ··················   —
   ⊘ Independent mentions             ··················   —
   ✓ Knowledge-graph entity           ██████████████████  4/4
   ✓ sameAs links resolve             ██████████████████  3/3
   ◐ Video and multimodal presence    ████████████░░░░░░  2/3
  Answer Fit 2/4
   ◐ Content shaped for extraction    █████████░░░░░░░░░  2/4
   ⊘ Covers the questions people ask  ··················   —
   ⊘ Chinese engine readiness         ··················   —
  ✓ full · ◐ partial · ✗ zero · ⊘ not measured (left the denominator)

  Biggest gaps
   +3 next tier (+3 to full)  Freshness signal present          needs: most pages do, and dateModified agrees with the visible date
   +3 next tier (+3 to full)  Named, verifiable authorship      needs: and the name links to a verifiable identity page
   +2 next tier (+2 to full)  Crawlers allowed in robots.txt    needs: mainstream retrieval user-agents explicitly allowed

  Scored 62 / 86 observable · 4 checks left the denominator · rubric v1.1 · took 91.5 s
  Needs off-site search or judgement: p3.listings, p3.mentions, p4.question-coverage
  Not observable this run: p4.cn-engines (not a Chinese-language site)