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governance-observabilitylisted

Use when defining governance metrics, reading governance health snapshots, generating the governance dashboard, or understanding the governance data model. Referenced by the governance-auditor agent and the /governance-health command.
Habitat-Thinking/ai-literacy-superpowers · ★ 35 · AI & Automation · score 65
Install: claude install-skill Habitat-Thinking/ai-literacy-superpowers
# Governance Observability Defines the metrics, snapshot formats, and dashboard specifications for governance health. This skill is referenced by: - The `governance-auditor` agent when producing audit reports - The `/governance-health` command when displaying results - The `/governance-audit` command when updating snapshots - The portfolio dashboard when aggregating governance data ## Governance Metrics Catalogue | Metric | Type | Description | | --- | --- | --- | | Total constraints | integer | Total governance constraints in HARNESS.md | | Falsifiability ratio | percentage | Proportion of governance constraints scored as "falsifiable" | | Falsifiable | integer | Number of constraints rated "Falsifiable" | | Vague | integer | Number of constraints rated "Vague" | | Semantic drift stage | integer (1-5) | Numeric semantic drift severity from the five-stage model | | Drift velocity | enum (stable/increasing/decreasing) | Direction of drift trend between audits | | Governance debt items | integer | Number of governance debt items identified | | Aggregate debt score | integer | Sum of (severity x blast_radius) across all debt items | | Frame alignment score | percentage | Proportion of governance constraints with confirmed three-frame alignment | ## Snapshot Format Extension Governance metrics are expressed as a markdown section in audit reports. The governance-auditor includes a Governance Summary section that agents (including the snapshot generator) can parse directly: