adaptationio/ac-spec-generator
.claude/skills/ac-spec-generator/SKILL.md
Generate feature lists from specifications. Use when creating feature_list.json, converting requirements to features, generating 50-100+ testable features, or initializing autonomous projects.
$ install --global
skillsauthnpx skillsauth add adaptationio/skrillz ac-spec-generatorInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Last scanned: Mar 30, 2026, 10:55 PM56.7s2 files scanned
SKILL.md
- 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
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
{
"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 functionalityauthentication: Login/register/permissionsdata: Models, storage, retrievalapi: Endpoints, integrationsui: User interface componentstesting: Test infrastructuredeployment: CI/CD, hosting
Priority Assignment
- Critical: Blocks other features
- High: Core functionality
- Medium: Important but not blocking
- Low: Nice-to-have, polish
Workflow
- Parse: Load and validate spec
- Analyze: Identify requirement patterns
- Decompose: Break into atomic features
- Prioritize: Assign priority and order
- Enrich: Add test cases and estimates
- Export: Save feature_list.json
Integration
- Input: Parsed spec from
ac-spec-parser - Output: Feature list for
ac-state-tracker - Uses:
ac-complexity-assessorfor estimates
API Reference
See scripts/spec_generator.py for full implementation.
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