ads-attribution

Audit cross-platform attribution, conversion definitions, reporting windows, GA4, AdServices and AdAttributionKit, MMPs, browser and server events, offline…

INSTALLATION
npx skills add https://github.com/agricidaniel/claude-ads --skill ads-attribution
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

Attribution Audit

  • Read the main ads contract and normalized account snapshots.
  • Declare the business conversion, value, data window, timezone, currency, and

decision the attribution analysis must support.

  • Inventory every browser, server, platform, analytics, MMP, offline, and app

attribution source with its identity, counting, deduplication, and privacy rules.

  • Reconcile comparable events and explain differences caused by eligibility,

view-through rules, consent, modeled data, conversion lag, thresholds, or scope.

  • Separate measurement quality from platform-reported performance.
  • Return findings, contradictions, confidence, missing evidence, and a measurement

improvement plan through the common JSON contract.

Do not assume one platform is ground truth, add incompatible reports together, or

recommend an attribution model without the operator's decision context.

Comparability gate

Reject aggregation until the sources share, or are explicitly normalized to, the

same conversion event and value definition, attribution window, click/view scope,

counting method, deduplication identity, timezone, currency, attribution model,

and modeled-data treatment. Until then, report the values side by side with their

definitions; do not compute a total.

Example: Meta seven-day conversions and Google thirty-day conversions are

incompatible. Refuse to add them, reconcile windows and definitions first, and

only aggregate a newly comparable dataset.

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