audit

Orchestrate multi-stage adversarial audits of shipped code with structured artifacts.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/nathannorthcutt/jlsm --skill audit-nathannorthcutt
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: audit
Source: https://github.com/nathannorthcutt/jlsm/tree/main/.claude/skills/audit
Command: npx skills add https://github.com/nathannorthcutt/jlsm --skill audit-nathannorthcutt

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Streamlines end-to-end adversarial audits of shipped code by orchestrating classification, exploration, card construction, and cross-domain analysis in a repeatable, auditable workflow.

Core Features & Use Cases

  • Orchestrates multi-stage audits across repositories to surface defects and alignment gaps with specs.
  • Generates structured artifacts (classification, exploration decisions, cards, and audit reports) for traceability and compliance.
  • Supports budget-aware execution and post-phase verification to ensure project constraints are respected.

Quick Start

Provide an entry point to start the audit, such as a feature slug, file path, spec reference, or prior report.

Frequently Asked Questions about audit

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

FAQPage Schema
How do I automate adversarial code audits across complex module boundaries?▼

You can automate adversarial code audits by orchestrating a multi-stage pipeline that coordinates classification, exploration, card construction, and synthesis against your shipped code.

What is an adversarial audit pipeline for shipped code?▼

An adversarial audit pipeline is a structured workflow that orchestrates multi-stage audits across repositories to surface defects and alignment gaps with project specifications.

How do I start an automated audit run for a specific feature?▼

To start an audit, provide an entry point such as a feature slug, file path, spec reference, or prior report for the pipeline to process.

Can I enforce budget constraints during automated repository audits?▼

Yes, you can enforce budget constraints during repository audits because the pipeline supports budget-aware execution and post-phase verification to ensure project constraints are respected.

How do I generate traceability artifacts for compliance audits?▼

Generate traceability artifacts for compliance audits by producing structured outputs including classification details, exploration decisions, cards, and final audit reports.

Does automated audit pipeline execution require external dependencies?▼

No, automated audit pipeline execution requires no external dependencies, utilizing subagent orchestration and safety checks to manage deterministic task delegation internally.