karpathy-audit

Audit code changes against Karpathy's four coding principles and generate compliance reports.

64|4|Updated Jun 27, 2026
One-click install
npx skills add https://github.com/kinncj/Heimdall --skill karpathy-audit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: karpathy-audit
Source: https://github.com/kinncj/Heimdall/tree/main/.cursor/skills/karpathy-audit
Command: npx skills add https://github.com/kinncj/Heimdall --skill karpathy-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill ensures code quality and adherence to Andrej Karpathy's 4 principles, identifying potential issues and helping maintain high coding standards.

Core Features & Use Cases

  • Code Auditing: Reviews code changes against the 4 principles for reducing LLM coding mistakes.
  • Automated Reports: Generates a scored compliance report that helps assess code quality.
  • Phase Transition Gate: Blocks advancement to the next phase if the threshold is not met.
  • Manual Invocation: Allows manual execution at any phase for ad-hoc code quality checks.

Quick Start

Run the /karpathy-audit command to initiate an audit.

Frequently Asked Questions about karpathy-audit

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

FAQPage Schema
How do I audit code changes against Karpathy's coding principles?

Karpathy's 4 coding principles are Think Before Coding, Simplicity First, Surgical Changes, and Goal-Driven Execution. They are designed to reduce LLM coding mistakes and maintain strict code quality standards.

Can I manually run a code quality audit at any development phase?

The phase transition gate blocks advancement to the next development phase if the compliance threshold is not met. This ensures strict adherence to coding principles before proceeding.

Do I need Python to generate code compliance reports?

Yes, you need Python installed. Python is required for the analysis and generation of the scored compliance reports that assess your code quality.

What is the best way to enforce coding standards during development?

The best way to enforce coding standards is by integrating an automated audit into your workflow. This detects potential coding mistakes and blocks phase transitions if quality thresholds are unmet.