Geo Measure

Measure GEO visibility from an approved, file-backed engine observation bundle. Use for AI answer mention rate, source inclusion, citation share, query-panel coverage, GEO monitoring, 监测 AI 可见度, 衡量 GEO 效果, and offline baseline comparison. Exclude live scraping, platform login, automated collection, and unsupported causal claims.

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File contents

GEO Measure

Workflow

  1. Read references/measurement-method.md and verify collection permission.
  2. Prepare a protocol 1.0.0 engine observation bundle from manual export, approved API, or recorded fixture.
  3. Run python3 scripts/run_measure.py --input <bundle.json> --output <runs-root>.
  4. Inspect visibility-report.json, quality-report.json, and run-lineage.json; surface every gap and collection limitation.
  5. Deliver the Artifact Bus run directory as the output contract.

Output contract

Produce the input snapshot, visibility-report.json, quality-report.json, run-lineage.json, and run-manifest.json. Preserve query-level components, per-engine metrics, numerators, denominators, missing counts, panel version, and semantic digest.

Boundaries

Measurement is offline and file-backed. It never logs in, scrapes consumer AI pages, bypasses access controls, or turns recorded fixtures into live-effect evidence. Read references/output-contract.md before making a comparison claim.

yaojingang/geo-seo-hub/tree/main/skills/geo-measure commit 18231cf853

Frequently asked questions

npx skillmds@latest add yaojingang/geo-measure