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SKILL.md
1541 Developing Fc684631
CSecurityThis guide covers setting up your development environment, running tests, and contributing code to the Skill Scanner.
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- Added October 11, 2026
Works with
Security analysis
71/100- Pipes output to a shell interpreter
- Uses curl or wget to download content
- Downloads and executes remote scripts — classic supply chain attack
npx -y skills add tools-only/X-Skills --skill 1541-developing_fc684631 --agent claude-codeAre you the author of 1541 Developing Fc684631?
Add the live security badge to your README. It updates with every re-scan.
[](https://www.skillsdirectory.com/skills/tools-only-1541-developing-fc684631)# Development Guide
This guide covers setting up your development environment, running tests, and contributing code to the Skill Scanner.
## Prerequisites
- **Python 3.10+** - Required for running the project
- **Git** - For version control
- **uv** - Fast Python package manager (installation instructions below)
## Environment Setup
### 1. Clone the Repository
```bash
git clone https://github.com/cisco-ai-defense/skill-scanner
cd skill-scanner
```
### 2. Install uv
[uv](https://docs.astral.sh/uv/) is our recommended package manager for fast, reliable dependency management.
```bash
# macOS/Linux
curl -LsSf https://astral.sh/uv/install.sh | sh
# Windows (PowerShell)
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
```
### 3. Install Dependencies
```bash
# Install all dependencies including dev extras
uv sync --all-extras
```
### 4. Install Pre-commit Hooks
```bash
uv run pre-commit install
```
This ensures code quality checks run automatically before each commit.
### 5. Verify Setup
```bash
# Run tests to verify everything works
uv run pytest tests/ -q
# Run linting
uv run pre-commit run --all-files
```
## Development Workflow
### Running Tests
```bash
# Run all tests
uv run pytest tests/ -v --tb=short
# Run specific test file
uv run pytest tests/test_scanner.py -v
# Run specific test
uv run pytest tests/test_scanner.py::test_scan_safe_skill -v
# Run with coverage report
uv run pytest tests/ -v --tb=short --cov=skill_scanner --cov-report=html
```
For detailed testing requirements, see [TESTING.md](/TESTING.md).
### Code Quality
All checks run via pre-commit:
```bash
uv run pre-commit run --all-files
```
This runs:
- **ruff**: Linting and formatting
- **pre-commit-hooks**: Whitespace, file, and config hygiene checks
- **gitleaks**: Secret detection
- **addlicense**: Apache 2.0 license headers
- **check-taxonomy**: Validates taxonomy enum parity with Cisco taxonomy profile
Run mypy separately:
```bash
uv run mypy skill_scanner
```
### Before Submitting a PR
1. Ensure all pre-commit hooks pass
2. Add/update tests for your changes
3. Run the full test suite
4. Update documentation if needed
5. Follow commit message conventions
## Project Structure
```
skill_scanner/
├── __init__.py
├── api/ # FastAPI REST endpoints
├── cli/ # argparse-based CLI commands and policy TUI
├── config/ # Configuration and constants
├── core/
│ ├── analyzers/ # Security analyzers (static, bytecode, pipeline, behavioral, LLM)
│ ├── reporters/ # Output formatters (JSON, SARIF, Markdown)
│ ├── rules/ # Rule loaders (patterns.py, yara_scanner.py)
│ ├── rule_registry.py # Centralized rule registry and pack loader
│ ├── static_analysis/ # AST parsing and dataflow analysis
│ ├── loader.py # Skill package loader
│ ├── models.py # Data models
│ ├── scan_policy.py # Policy engine (single source of truth for all knobs)
│ └── scanner.py # Main scanner orchestrator
├── data/
│ ├── packs/
│ │ └── core/
│ │ ├── pack.yaml # Rule pack manifest
│ │ ├── signatures/ # YAML regex detection rules
│ │ ├── yara/ # YARA detection rules
│ │ └── python/ # Python check modules
│ ├── prompts/ # LLM analysis prompts
│ ├── default_policy.yaml # Balanced policy preset
│ ├── strict_policy.yaml # Strict policy preset
│ └── permissive_policy.yaml # Permissive policy preset
├── hooks/ # Pre-commit hooks
├── threats/ # Threat taxonomy
└── utils/ # Shared utilities
tests/
├── conftest.py # Shared fixtures
└── test_*.py # Test files
evals/
├── runners/ # Benchmark and eval runners
├── policies/ # Policy presets for benchmarking
└── skills/ # Evaluation skill samples
```
## Running Individual Analyzers
```bash
# Core analyzers only (default: static + bytecode + pipeline)
skill-scanner scan /path/to/skill
# With behavioral analysis
skill-scanner scan /path/to/skill --use-behavioral
# With LLM analysis (requires API key)
skill-scanner scan /path/to/skill --use-llm
# With trigger specificity analysis
skill-scanner scan /path/to/skill --use-trigger
# All analyzers
skill-scanner scan /path/to/skill --use-behavioral --use-llm --use-virustotal
# Cross-skill overlap analysis
skill-scanner scan-all /path/to/skills --check-overlap
```
## Versioning
This project follows [Semantic Versioning](https://semver.org/).
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