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miozhou89/simple-skills

Concise and effective agent skills. The stronger the model, the simpler the skill prompts should be to avoid interference and restriction of the model's reasoning capabilities. This repository collects and creates original Chinese agent skills useful for engineers, continuously streamlined and optimized as model capabilities advance.

What is simple-skills?

This repository provides a collection of concise, high-quality agent skill prompts primarily in Chinese, designed for AI agents such as Claude Code, Cursor, and Codex. The core philosophy is that as models become more powerful, skill prompts should be minimal to avoid hindering their reasoning: overly verbose instructions can limit emergent capabilities. The skills cover practical engineering workflows including code refactoring, testing, debugging, and documentation generation, each carefully distilled to essential instructions. The repository is actively maintained to align with the latest model improvements, frequently trimming prompts while preserving effectiveness. It serves engineers seeking unobtrusive, sharply focused prompts that let the agent exercise its full analytical potential rather than following rigid patterns, making it ideal for experienced developers who want maximum agent autonomy.

Works with~Claude Code~Codex CLI~Cursor
npx skills add miozhou89/simple-skills

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What does simple-skills do?

Concise and effective agent skills. The stronger the model, the simpler the skill prompts should be to avoid interference and restriction of the model's reasoning capabilities. This repository collects and creates original Chinese agent skills useful for engineers, continuously streamlined and optimized as model capabilities advance.

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