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.