media-writer

Kode CLI (Recommended)

```bash

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

```

Claude Code

```bash

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.

| Skill | Description |

|-------|-------------|

| [skill-judge](./skills/skill-judge/) | Evaluate Agent Skill quality across 8 dimensions (120-point system) |

| [media-writer](./skills/media-writer/) | Adapt content for WeChat, HN, Reddit, Medium, Twitter, Dev.to, LinkedIn |

| [agent-builder](./skills/agent-builder/) | Design and build AI agents for any domain |

| [vibe-coding](./skills/vibe-coding/) | Vibe-driven development with minimal specs |

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](./docs/how-to-create-great-agent-skill.md)

Use the [skill-judge](./skills/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 |

Skills are modular knowledge packages that give AI agents domain expertise on-demand. They follow the [Agent Skills Spec](https://github.com/anthropics/agent-skills).

```

skill-name/

├── SKILL.md # Core instructions (required)

├── references/ # Detailed documentation (optional)

├── scripts/ # Executable code (optional)

└── assets/ # Templates and resources (optional)

```

> 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.

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](https://github.com/shareAI-lab/Kode) | Full-featured open source agent CLI |

| [learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) | Learn how to build AI agents from scratch |

| [Agent Skills Spec](https://github.com/anthropics/agent-skills) | Official specification |

Apache-2.0