Generate feature lists from specifications. Use when creating feature_list.json, converting requirements to features, generating 50-100+ testable features, or initializing autonomous projects.
Scanned 2/12/2026
Install via CLI
openskills install adaptationio/Skrillz---
name: ac-spec-generator
description: Generate feature lists from specifications. Use when creating feature_list.json, converting requirements to features, generating 50-100+ testable features, or initializing autonomous projects.
---
# AC Spec Generator
Generate comprehensive feature lists from project specifications.
## Purpose
Transforms parsed specifications into actionable feature lists with testable acceptance criteria, enabling autonomous implementation.
## Quick Start
```python
from scripts.spec_generator import SpecGenerator
generator = SpecGenerator(project_dir)
feature_list = await generator.generate(spec)
await generator.save_feature_list(feature_list)
```
## Feature List Schema
```json
{
"features": [
{
"id": "auth-001",
"description": "User can register with email and password",
"category": "authentication",
"status": "pending",
"passes": false,
"test_cases": [
"Valid registration creates user",
"Duplicate email shows error",
"Weak password rejected"
],
"dependencies": [],
"estimated_effort": "2h",
"priority": 1
}
],
"total": 50,
"completed": 0,
"metadata": {
"generated_at": "2024-01-15T10:00:00Z",
"spec_version": "1.0.0"
}
}
```
## Generation Strategy
### Feature Decomposition
- Break requirements into atomic, testable units
- Generate 50-100+ features for comprehensive coverage
- Order by dependency (foundations first)
- Group by category for organization
### Categories
- `core`: Essential functionality
- `authentication`: Login/register/permissions
- `data`: Models, storage, retrieval
- `api`: Endpoints, integrations
- `ui`: User interface components
- `testing`: Test infrastructure
- `deployment`: CI/CD, hosting
### Priority Assignment
1. **Critical**: Blocks other features
2. **High**: Core functionality
3. **Medium**: Important but not blocking
4. **Low**: Nice-to-have, polish
## Workflow
1. **Parse**: Load and validate spec
2. **Analyze**: Identify requirement patterns
3. **Decompose**: Break into atomic features
4. **Prioritize**: Assign priority and order
5. **Enrich**: Add test cases and estimates
6. **Export**: Save feature_list.json
## Integration
- Input: Parsed spec from `ac-spec-parser`
- Output: Feature list for `ac-state-tracker`
- Uses: `ac-complexity-assessor` for estimates
## API Reference
See `scripts/spec_generator.py` for full implementation.
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