Behavior Norms to Minimize Errors in AI Coding Assistants.This project is inspired by Andrej Karpathy's observations on LLM coding pitfalls. It refines four principles: thinking before coding, prioritizing conciseness, precise modification, and verifying target results, and encapsulates them into a skill pack. It supports one-click installation into tools like Claude Code and Cursor, effectively reducing issues such as AI randomly modifying code, over-abstracting, and guessing without asking.

Make AI Coding Assistants Speak Less Nonsense.This is a skill pack that makes AI coding assistants answer users' questions in a caveman style with minimal text, reducing output tokens by 75% while maintaining technical accuracy

Skill Package for Transforming Code Repositories into Knowledge Graphs.This project can scan code repositories, Markdown, PDF, screenshots, audio and video files, etc., automatically extract concepts and relationships, and build a queryable knowledge graph. It supports various AI programming tools such as Claude Code, Codex, OpenCode, Cursor, etc., and is suitable for developers who want AI to better understand the project context and save token usage.

Generate Deliverable Design Mockups with One Sentence.This is a design toolkit for agents like Claude Code, which generates high-fidelity prototypes, presentation slides, infographics, and animated content based on HTML workflows. It supports multiple design direction recommendations, brand asset analysis, 5-dimensional design reviews, and exports in formats such as MP4, GIF, PPTX, etc.