
Skill Creator
- 141 installs
- 614 repo stars
- Updated March 28, 2026
- gentleman-programming/gentleman-skills
For development and infrastructure management.
About
skill-creator is an AI coding tool that enhances development workflows. Builders use it for infrastructure, integration, and platform development within the catalog ecosystem.
- skill-creator
- Development
Skill Creator by the numbers
- 141 all-time installs (skills.sh)
- Ranked #2,593 of 4,347 Backend & APIs skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 141 |
|---|---|
| repo stars | ★ 614 |
| Last updated | March 28, 2026 |
| Repository | gentleman-programming/gentleman-skills ↗ |
What it does
For development and infrastructure management.
Files
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: gentleman-programming
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
{Common commands}
## Resources
- **Templates**: See [assets/](assets/) for {description}
- **Documentation**: See [references/](references/) for local docs---
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 | gentleman-programming |
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:
| `{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
When to Use
Use this skill when:
- {Condition 1}
- {Condition 2}
- {Condition 3}
---
Critical Patterns
{The MOST important rules - what AI MUST follow}
Pattern 1: {Name}
```{language} {code example}
### Pattern 2: {Name}
{code example}
---
## Decision Tree
{Question 1}? → {Action A} {Question 2}? → {Action B} Otherwise → {Default action}
---
## Code Examples
### Example 1: {Description}
{minimal, focused example}
### Example 2: {Description}
{minimal, focused example}
---
## Commands
{command 1} # {description} {command 2} # {description} {command 3} # {description}
---
## Resources
- **Templates**: See [assets/](assets/) for {description of templates}
- **Documentation**: See [references/](references/) for local developer guide links