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 CLI (Recommended)

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

Related

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