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autonomy-audit

Calculates triad autonomy and resilience metrics from SQLite ledger to triad_metrics table with CLI export.

Updated Mar 24, 2026
Search Tags:#monitoring#analytics#metrics#sqlite#autonomy#triad
One-click install
npx skills add https://github.com/Heretek-AI/heretek-skills --skill autonomy-audit
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autonomy-audit
Source: https://github.com/Heretek-AI/heretek-skills/tree/main/skills/autonomy-audit
Command: npx skills add https://github.com/Heretek-AI/heretek-skills --skill autonomy-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Detects and quantifies triad autonomy and resilience to guide improvements across the agent collective.

Core Features & Use Cases

  • Measures autonomy, consensus, and failover for real-time health monitoring of the triad.
  • Tracks knowledge growth, human intervention, and self-modification activity for continuous improvement.
  • Use Case: Run the metrics engine to obtain a 24-hour health snapshot and export it for leadership dashboards.

Quick Start

Run the metrics calculation for the last 24 hours and save the results to the triad_metrics table.

Frequently Asked Questions about autonomy-audit

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

FAQPage Schema
How do I monitor autonomous agent team health and resilience metrics?▼

You can monitor autonomous agent team resilience by calculating Liberation Metrics across a 24-hour rolling window. This tracks consensus, failover, and autonomy, persisting results to a local SQLite ledger for continuous health monitoring.

What metrics are used to quantify triad autonomy for agent collectives?▼

Triad autonomy is quantified by tracking consensus, failover, knowledge growth, human intervention, and self-modification activity. These Liberation Metrics are aggregated continuously over a 24-hour rolling window.

How do I export analytics data from a SQLite ledger to a CSV file?▼

You can export analytics data to CSV using CLI commands provided by the metrics engine. The system reads from the local SQLite ledger, processes the 24-hour metrics, and supports CSV export for external reporting.

Does this metrics engine require a specific database format for tracking agent activity?▼

Yes, the metrics engine reads from a local SQLite ledger to calculate autonomy metrics. It requires this database structure to aggregate the 24-hour rolling window data and persist results to the triad_metrics table.

What is the best way to track human intervention events in autonomous systems?▼

Tracking human intervention is handled by calculating Liberation Metrics over a 24-hour rolling window. The engine reads activity logs from a SQLite ledger, quantifying intervention rates alongside knowledge growth and failover metrics.

Can I generate a 24-hour health snapshot for an autonomous agent triad dashboard?▼

Yes, running the metrics calculation generates a 24-hour health snapshot for autonomous agent triads. Results are saved to a SQLite triad_metrics table and can be exported via CLI to CSV for leadership dashboards.

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