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Get Started Free →Generate Click-based Python CLI applications with decorators, groups, context, and modern Python patterns. Creates complete scaffolded CLI with proper project structure.
.claude/skills/a5c-ai-click-scaffolder/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 100% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 99% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 67% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 45% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 26% | 0% |
Generate a complete Click CLI application with Python, proper project structure, and best practices.
Invoke this skill when you need to:
| Parameter | Type | Required | Description | |-----------|------|----------|-------------| | projectName | string | Yes | Name of the CLI project (kebab-case) | | description | string | Yes | Short description of the CLI | | commands | array | No | List of commands to scaffold | | usePoetry | boolean | No | Use Poetry for dependency management (default: true) | | pythonVersion | string | No | Python version requirement (default: ">=3.9") |
json{ "commands": [ { "name": "init", "description": "Initialize a new project", "options": [ { "name": "template", "type": "string", "help": "Template to use" }, { "name": "force", "is_flag": true, "help": "Overwrite existing" } ], "arguments": [ { "name": "directory", "required": true } ] } ], "groups": [ { "name": "config", "description": "Configuration management", "commands": ["get", "set", "list"] } ] }
<projectName>/
├── pyproject.toml
├── README.md
├── .gitignore
├── src/
│ └── <package_name>/
│ ├── __init__.py
│ ├── __main__.py # Entry point
│ ├── cli.py # Main Click setup
│ ├── commands/
│ │ ├── __init__.py
│ │ └── <command>.py # Individual commands
│ ├── utils/
│ │ ├── __init__.py
│ │ ├── config.py # Configuration
│ │ └── console.py # Rich console output
│ └── types/
│ ├── __init__.py
│ └── custom.py # Custom parameter types
└── tests/
├── __init__.py
├── conftest.py
└── test_<command>.pypythonimport click from rich.console import Console from .commands import init, config console = Console() @click.group() @click.version_option() @click.option('--verbose', '-v', is_flag=True, help='Enable verbose output') @click.pass_context def cli(ctx: click.Context, verbose: bool) -> None: """<description>""" ctx.ensure_object(dict) ctx.obj['verbose'] = verbose ctx.obj['console'] = console cli.add_command(init.init) cli.add_command(config.config) def main() -> None: cli(obj={}) if __name__ == '__main__': main()
pythonimport click from rich.console import Console @click.command() @click.argument('directory', type=click.Path()) @click.option( '--template', '-t', type=click.Choice(['basic', 'advanced']), default='basic', help='Template to use' ) @click.option('--force', '-f', is_flag=True, help='Overwrite existing files') @click.pass_context def init(ctx: click.Context, directory: str, template: str, force: bool) -> None: """Initialize a new project in DIRECTORY.""" console: Console = ctx.obj['console'] verbose: bool = ctx.obj['verbose'] if verbose: console.print(f"[dim]Using template: {template}[/dim]") console.print(f"[green]Initializing project in {directory}[/green]")
pythonimport click @click.group() def config() -> None: """Configuration management commands.""" pass @config.command() @click.argument('key') @click.pass_context def get(ctx: click.Context, key: str) -> None: """Get a configuration value.""" console = ctx.obj['console'] console.print(f"Getting {key}") @config.command() @click.argument('key') @click.argument('value') def set(key: str, value: str) -> None: """Set a configuration value.""" click.echo(f"Setting {key} = {value}")
toml[tool.poetry.dependencies] python = ">=3.9" click = "^8.1.0" rich = "^13.0.0" [tool.poetry.group.dev.dependencies] pytest = "^8.0.0" pytest-cov = "^4.0.0" mypy = "^1.0.0" ruff = "^0.1.0"
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 15,106 | 22,077 | +46% | 1 | 1 | 0% | 3,259 | 6,532 | +100% | 0 | 0 | — |
case-02 | fail→pass | 18,467 | 19,040 | +3% | 1 | 1 | 0% | 3,060 | 6,096 | +99% | 0 | 0 | — |
case-03 | fail→pass | 17,795 | 21,886 | +23% | 1 | 1 | 0% | 4,020 | 6,713 | +67% | 0 | 0 | — |
case-04 | fail→fail | 7,018 | 9,137 | +30% | 1 | 1 | 0% | 1,582 | 3,696 | +134% | 0 | 0 | — |
case-05 | fail→fail | 15,235 | 21,584 | +42% | 1 | 1 | 0% | 3,364 | 6,355 | +89% | 0 | 0 | — |
case-06 | fail→fail | 12,131 | 9,445 | -22% | 1 | 1 | 0% | 2,484 | 3,544 | +43% | 0 | 0 | — |
case-07 | fail→fail | 14,400 | 21,081 | +46% | 1 | 1 | 0% | 3,116 | 6,455 | +107% | 0 | 0 | — |
case-08 | fail→fail | 8,533 | 7,283 | -15% | 1 | 1 | 0% | 1,776 | 2,770 | +56% | 0 | 0 | — |
case-09 | fail→pass | 10,426 | 6,789 | -35% | 1 | 1 | 0% | 2,086 | 3,017 | +45% | 0 | 0 | — |
case-10 | fail→pass | 16,287 | 15,369 | -6% | 1 | 1 | 0% | 3,804 | 4,798 | +26% | 0 | 0 | — |
case-11 | fail→pass | 13,555 | 10,190 | -25% | 1 | 1 | 0% | 2,660 | 3,723 | +40% | 0 | 0 | — |
case-12 | fail→fail | 13,256 | 9,931 | -25% | 1 | 1 | 0% | 2,769 | 3,734 | +35% | 0 | 0 | — |
case-13 | fail→fail | 15,650 | 8,326 | -47% | 1 | 1 | 0% | 3,371 | 3,107 | -8% | 0 | 0 | — |
case-14 | fail→fail | 11,009 | 7,027 | -36% | 1 | 1 | 0% | 2,361 | 2,929 | +24% | 0 | 0 | — |
case-15 | fail→fail | 13,969 | 15,654 | +12% | 1 | 1 | 0% | 2,919 | 4,247 | +45% | 0 | 0 | — |
case-16 | fail→fail | 10,869 | 6,786 | -38% | 1 | 1 | 0% | 2,238 | 2,846 | +27% | 0 | 0 | — |
case-17 | fail→fail | 14,294 | 7,554 | -47% | 1 | 1 | 0% | 2,578 | 3,178 | +23% | 0 | 0 | — |
case-18 | fail→fail | 10,436 | 6,423 | -38% | 1 | 1 | 0% | 2,121 | 2,627 | +24% | 0 | 0 | — |
case-19 | fail→fail | 5,957 | 6,401 | +7% | 1 | 1 | 0% | 1,142 | 2,833 | +148% | 0 | 0 | — |
case-20 | fail→pass | 15,093 | 10,571 | -30% | 1 | 1 | 0% | 2,942 | 3,792 | +29% | 0 | 0 | — |
case-21 | pass→pass | 12,437 | 10,050 | -19% | 1 | 1 | 0% | 2,459 | 3,621 | +47% | 0 | 0 | — |
case-22 | fail→fail | 8,206 | 3,548 | -57% | 1 | 1 | 0% | 1,732 | 2,038 | +18% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +32 percentage points is the difference between those two pass rates over the 22 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.