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shareai-lab/shareai-skills

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Skills distilled from the Lab's real work and collaboration practices

개요

Knowledge packages that extend AI agent capabilities. Works with , , , and any agent supporting the Agent Skills Spec. Copy the skills/ directory to your Cursor skills folder. Load SKILL.md files on-demand when the agent needs domain expertise. Creating a truly effective skill is an art. We've analyzed 17 official Anthropic skills and distilled the core principles: Use the skill-judge skill to evaluate your skill's quality with structured scoring across 8 dimensions: Skills are modular knowledge packages that give AI agents domain expertise on-demand. They follow the Agent Skills Spec. A skill doesn't tell the agent what to do step-by-step. It gives the agent the knowledge to figure out what to do. The model is smart - your job is to inform it, not constrain it.

README

shareAI Skills

Knowledge packages that extend AI agent capabilities.

中文文档

Works with Kode CLI, Claude Code, Cursor, and any agent supporting the Agent Skills Spec.

Installation

kode plugins install https://github.com/shareAI-lab/shareAI-skills

Claude Code

claude plugins install https://github.com/shareAI-lab/shareAI-skills

Cursor

Copy the skills/ directory to your Cursor skills folder.

Other Agents

Load SKILL.md files on-demand when the agent needs domain expertise.

Available Skills

Skill Description
skill-judge Evaluate Agent Skill quality across 8 dimensions (120-point system)
media-writer Adapt content for WeChat, HN, Reddit, Medium, Twitter, Dev.to, LinkedIn
agent-builder Design and build AI agents for any domain
vibe-coding Vibe-driven development with minimal specs

How to Create Great Skills

Creating a truly effective skill is an art. We’ve analyzed 17 official Anthropic skills and distilled the core principles:

Core Formula:

Good Skill = Expert-only Knowledge - What Claude Already Knows

Read the full guide: How to Create Great Agent Skills

Use the skill-judge skill to evaluate your skill’s quality with structured scoring across 8 dimensions:

Dimension Points Focus
Knowledge Delta 20 Expert-only knowledge vs. what Claude already knows
Mindset + Procedures 15 Thinking patterns + domain-specific workflows
Anti-Pattern Quality 15 Specific NEVER lists with non-obvious reasons
Specification (esp. Description) 15 Description with WHAT, WHEN, and KEYWORDS
Progressive Disclosure 15 Content layering, loading triggers
Freedom Calibration 15 Specificity matched to task fragility
Pattern Recognition 10 Follows established skill patterns
Practical Usability 15 Decision trees, working examples, edge cases

What are Skills?

Skills are modular knowledge packages that give AI agents domain expertise on-demand. They follow the Agent Skills Spec.

Skill Structure

skill-name/
├── SKILL.md              # Core instructions (required)
├── references/           # Detailed documentation (optional)
├── scripts/              # Executable code (optional)
└── assets/               # Templates and resources (optional)

Philosophy

Skills are knowledge, not code.

A skill doesn’t tell the agent what to do step-by-step. It gives the agent the knowledge to figure out what to do. The model is smart - your job is to inform it, not constrain it.

Contributing

We welcome contributions! To add a new skill:

  1. Create a directory under skills/
  2. Add a SKILL.md with YAML frontmatter (name, description)
  3. Include any necessary references, scripts, or assets
  4. Submit a PR
Repository Purpose
Kode Full-featured open source agent CLI
learn-claude-code Learn how to build AI agents from scratch
Agent Skills Spec Official specification

License

Apache-2.0

View this README on GitHub

추천 도구

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설치

npx skillfish add shareai-lab/shareai-skills