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governance-observability

Generate governance health dashboards and JSON audit snapshots for repositories.

44|6|Updated Mar 30, 2026
Search Tags:#audit#metrics#dashboard#observability#governance#drift#governance-debt
One-click install
npx skills add https://github.com/Habitat-Thinking/ai-literacy-superpowers --skill governance-observability
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: governance-observability
Source: https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/governance-observability
Command: npx skills add https://github.com/Habitat-Thinking/ai-literacy-superpowers --skill governance-observability

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Provides a consistent, machine-readable way to define governance metrics, detect semantic drift, and summarise governance health so teams can monitor, compare, and prioritise governance work without manual aggregation.

Core Features & Use Cases

  • Metrics catalogue: Standardised metrics including falsifiability ratio, drift stage, drift velocity, governance debt items, and aggregate debt score for reliable comparison across audits.
  • Snapshot & report format: Clear markdown snapshot conventions and audit report structure that agents can parse for automated reporting and analysis.
  • Dashboard specification: A single-file HTML dashboard pattern and JSON-embedded data model for offline visualisation and portfolio aggregation.
  • Use Case: Run a governance audit to generate an observability snapshot, produce the HTML dashboard for stakeholders, and prioritise remediation based on aggregate debt scores.

Quick Start

Run a governance audit and generate the governance health dashboard for the repository and portfolio.

Frequently Asked Questions about governance-observability

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate a governance health dashboard for a repository?▼

The Skill defines standardized governance metrics including falsifiability ratio, drift stage, drift velocity, and aggregate debt score. These metrics detect semantic drift and quantify governance debt to help teams prioritize remediation work across audits.

What is governance debt and how is it measured in repository audits?▼

The Skill produces structured markdown summaries and JSON-serialized audit data. These formats enable automated reporting and portfolio aggregation workflows by providing a consistent, machine-readable snapshot of repository governance health.

Can I use governance observability metrics for portfolio aggregation across multiple repositories?▼

No external dependencies are required to use this Skill. It operates independently to define governance metrics, generate markdown snapshots, and produce a single-file HTML dashboard specification for offline rendering.

How do I track semantic drift and staleness in governance audits?▼

The Skill outputs a single-file HTML dashboard specification with an embedded JSON data model. This pattern enables offline visualisation of governance metrics and snapshots without requiring external rendering services or active network connections.

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