skill-creator

prowler-cloud's avatarfrom prowler-cloud

Creates new AI agent skills following the Agent Skills spec. Trigger: When user asks to create a new skill, add agent instructions, or document patterns for AI.

⭐12.5kstars🔀1.9kforks📁View on GitHub🕐Updated Jan 10, 2026

When & Why to Use This Skill

The skill-creator is a specialized meta-skill designed to automate and standardize the development of AI agent capabilities. It follows a strict Agent Skills specification to help developers and AI agents generate structured, maintainable, and reusable skill modules. By providing built-in templates, naming conventions, and decision-making frameworks for skill architecture, it ensures that AI instructions are consistent, high-quality, and easy to integrate into complex agentic workflows.

Use Cases

  • Case 1: Rapidly bootstrapping new AI agent capabilities by generating standardized SKILL.md files and directory structures.
  • Case 2: Converting repetitive manual prompt engineering patterns into reusable, version-controlled skill modules.
  • Case 3: Standardizing project-specific coding conventions and decision trees to ensure the AI follows local best practices over generic ones.
  • Case 4: Scaling agentic systems by maintaining a consistent library of skills with clear triggers and metadata for better tool discovery.
nameskill-creator
description>
TriggerWhen user asks to create a new skill, add agent instructions, or document patterns for AI.
licenseApache-2.0
authorprowler-cloud
version"1.0"
scope[root]
auto_invoke"Creating new skills"
allowed-toolsRead, Edit, Write, Glob, Grep, Bash, WebFetch, WebSearch, Task

When to Create a Skill

Create a skill when:

  • A pattern is used repeatedly and AI needs guidance
  • Project-specific conventions differ from generic best practices
  • Complex workflows need step-by-step instructions
  • Decision trees help AI choose the right approach

Don't create a skill when:

  • Documentation already exists (create a reference instead)
  • Pattern is trivial or self-explanatory
  • It's a one-off task

Skill Structure

skills/{skill-name}/
├── SKILL.md              # Required - main skill file
├── assets/               # Optional - templates, schemas, examples
│   ├── template.py
│   └── schema.json
└── references/           # Optional - links to local docs
    └── docs.md           # Points to docs/developer-guide/*.mdx

SKILL.md Template

---
name: {skill-name}
description: >
  {One-line description of what this skill does}.
  Trigger: {When the AI should load this skill}.
license: Apache-2.0
metadata:
  author: prowler-cloud
  version: "1.0"
---

## When to Use

{Bullet points of when to use this skill}

## Critical Patterns

{The most important rules - what AI MUST know}

## Code Examples

{Minimal, focused examples}

## Commands

```bash
{Common commands}

Resources


---

## Naming Conventions

| Type | Pattern | Examples |
|------|---------|----------|
| Generic skill | `{technology}` | `pytest`, `playwright`, `typescript` |
| Prowler-specific | `prowler-{component}` | `prowler-api`, `prowler-ui`, `prowler-sdk-check` |
| Testing skill | `prowler-test-{component}` | `prowler-test-sdk`, `prowler-test-api` |
| Workflow skill | `{action}-{target}` | `skill-creator`, `jira-task` |

---

## Decision: assets/ vs references/

Need code templates? → assets/ Need JSON schemas? → assets/ Need example configs? → assets/ Link to existing docs? → references/ Link to external guides? → references/ (with local path)


**Key Rule**: `references/` should point to LOCAL files (`docs/developer-guide/*.mdx`), not web URLs.

---

## Decision: Prowler-Specific vs Generic

Patterns apply to ANY project? → Generic skill (e.g., pytest, typescript) Patterns are Prowler-specific? → prowler-{name} skill Generic skill needs Prowler info? → Add references/ pointing to Prowler docs


---

## Frontmatter Fields

| Field | Required | Description |
|-------|----------|-------------|
| `name` | Yes | Skill identifier (lowercase, hyphens) |
| `description` | Yes | What + Trigger in one block |
| `license` | Yes | Always `Apache-2.0` for Prowler |
| `metadata.author` | Yes | `prowler-cloud` |
| `metadata.version` | Yes | Semantic version as string |

---

## Content Guidelines

### DO
- Start with the most critical patterns
- Use tables for decision trees
- Keep code examples minimal and focused
- Include Commands section with copy-paste commands

### DON'T
- Add Keywords section (agent searches frontmatter, not body)
- Duplicate content from existing docs (reference instead)
- Include lengthy explanations (link to docs)
- Add troubleshooting sections (keep focused)
- Use web URLs in references (use local paths)

---

## Registering the Skill

After creating the skill, add it to `AGENTS.md`:

```markdown
| `{skill-name}` | {Description} | [SKILL.md](skills/{skill-name}/SKILL.md) |

Checklist Before Creating

  • Skill doesn't already exist (check skills/)
  • Pattern is reusable (not one-off)
  • Name follows conventions
  • Frontmatter is complete (description includes trigger keywords)
  • Critical patterns are clear
  • Code examples are minimal
  • Commands section exists
  • Added to AGENTS.md

Resources

  • Templates: See assets/ for SKILL.md template