ai-agent

Karpathy Skills: AI Coding Wisdom for Smarter Development

Name: Karpathy Skills: AI Coding Wisdom for Smarter Development
Author: multica-ai

Unlock advanced LLM coding strategies from a leading AI researcher. Essential reference for founders building intelligent code agents and AI products.

165,332 stars16,921 forksUpdated 4/20/2026100% free · open source

What it does

This tool provides advanced LLM coding strategies from Andrej Karpathy to improve the behavior of Claude Code, helping founders build more intelligent AI products.

When to use it

•When building AI-powered code agents that require advanced logic and reasoning
•When optimizing LLM-based coding tools for better performance and accuracy
•When debugging and fine-tuning AI-powered coding assistants

Quick start

1Read the CLAUDE.md file to understand the coding strategies and pitfalls observed by Andrej Karpathy
2Review the GitHub repository's issues and discussions to learn from the community's experiences
3Apply the strategies and insights from the CLAUDE.md file to your own Claude Code implementation
4Test and refine your implementation using the guidelines and examples provided in the repository
5Explore the repository's code and examples to learn how to integrate the strategies with your own AI products

Ready-to-paste prompt

Use the CLAUDE.md file as a guide to craft a prompt like `Explain the coding pitfalls in LLM-based code generation and provide examples of how to avoid them`

What's inside — free to inspect

No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

top-level files

folders

20K

repo size

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license

Key files

README.md

README.zh.md