scaffold-framework
Create a complete framework package structure inside agentic/code/frameworks/
Best use case
scaffold-framework is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
It is a strong fit for teams already working in Codex.
Create a complete framework package structure inside agentic/code/frameworks/
Teams using scaffold-framework should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/scaffold-framework/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How scaffold-framework Compares
| Feature / Agent | scaffold-framework | Standard Approach |
|---|---|---|
| Platform Support | Codex | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Create a complete framework package structure inside agentic/code/frameworks/
Which AI agents support this skill?
This skill is designed for Codex.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
Cursor vs Codex for AI Workflows
Compare Cursor and Codex for AI coding workflows, repository assistance, debugging, refactoring, and reusable developer skills.
AI Agents for Coding
Browse AI agent skills for coding, debugging, testing, refactoring, code review, and developer workflows across Claude, Cursor, and Codex.
AI Agents for Marketing
Discover AI agents for marketing workflows, from SEO and content production to campaign research, outreach, and analytics.
SKILL.md Source
# Scaffold Framework
Create a complete framework package structure inside `agentic/code/frameworks/`.
## Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "I need a new framework" → scaffold framework with guided design
- "create an AIWG framework" → prompt for name, scaffold
- "build a lifecycle framework for X" → derive name from X, scaffold with interactive mode
- "new framework package" → prompt for name and description
## Trigger Patterns Reference
| Pattern | Example | Action |
|---------|---------|--------|
| Named scaffold | "scaffold framework legal-ops" | Scaffold directly |
| Interactive | "scaffold framework --interactive" | Full guided design mode |
| Described | "create a framework for content production pipelines" | Derive name=`content-production`, confirm |
| Phased | "scaffold framework data-science --phases discovery,analysis,modeling,deployment" | Scaffold with custom phases |
## Understanding Frameworks
Frameworks are major capability bundles that model complete operational lifecycles. They contain everything a team needs to manage a specific type of work end-to-end. Examples:
| Framework | Purpose | Scale |
|-----------|---------|-------|
| `sdlc-complete` | Software development lifecycle | ~58 agents, 100+ templates |
| `media-marketing-kit` | Marketing operations | ~37 agents, campaign lifecycle |
| `forensics-complete` | Digital forensics and IR | Investigation lifecycle |
| `research-complete` | Research workflow automation | Research phases |
Frameworks differ from addons:
- **Frameworks**: Define a complete lifecycle with phases, transitions, and gate criteria
- **Addons**: Provide cross-cutting feature bundles installed alongside any framework
Framework creation is a significant undertaking. Study existing frameworks before building new ones. Start with core agents per phase, then expand.
## Process
### 1. Parse Arguments
Extract from `$ARGUMENTS`:
- `<name>` — kebab-case framework name (required)
- `--description "<text>"` — short description (optional; prompted if absent)
- `--phases "<p1,p2,...>"` — comma-separated phase list (optional; defaults to `inception,elaboration,construction,transition`)
- `--author "<name>"` — author name (optional)
- `--interactive` — enable guided design questions
If `<name>` is missing, ask before proceeding.
### 2. Validate Name
- Must be kebab-case
- Must not conflict with existing frameworks:
```bash
ls agentic/code/frameworks/
```
### 3. Interactive Design (if --interactive)
This is the recommended path for first-time framework creation. Ask:
1. **Lifecycle**: What lifecycle does this framework manage? (software dev, marketing, legal, research)
2. **Target audience**: Who uses this framework? (engineering teams, marketing departments, legal firms)
3. **Phase structure**: What phases does this lifecycle include?
- Default: inception → elaboration → construction → transition
- Custom examples: discovery → analysis → synthesis → publication
4. **Phase gates**: What criteria must be met to transition between phases?
5. **Agent categories**: What specialist roles are needed per phase?
- Analysis (analysts, researchers, planners)
- Design (architects, designers, strategists)
- Execution (developers, writers, implementers)
- Quality (reviewers, testers, validators)
- Coordination (managers, orchestrators, leads)
6. **Template categories**: What artifact types will this framework produce?
7. **Core commands**: What phase-execution and transition commands are needed?
### 4. Run Scaffolding
```bash
aiwg scaffold-framework <name> \
--description "<description>" \
--phases "<phase1,phase2,...>"
```
### 5. Customize Generated Files
**manifest.json** — Framework registry entry:
```json
{
"name": "<name>",
"version": "1.0.0",
"description": "<description>",
"author": "<author>",
"phases": ["<phase1>", "<phase2>"],
"agents": [],
"commands": [],
"skills": [],
"rules": [],
"templates": {}
}
```
**README.md** — Framework overview: purpose, phases, agent catalog, quick start.
**actors-and-templates.md** — Maps roles to artifacts per phase. Critical for orchestration.
**plan-act-`<name>`.md** — Master plan-and-act document defining framework behavior.
### 6. Populate Phase Flows
Each phase gets a flow definition in `flows/`:
```markdown
# <Phase> Phase Flow
## Objectives
[What this phase accomplishes]
## Entry Criteria
[What must be true to begin this phase]
## Activities
[What happens in this phase]
## Artifacts Produced
[Documents and deliverables]
## Exit Criteria / Gate
[What must be true to leave this phase]
## Agents
[Which agents are active in this phase]
```
### 7. Build Agent Catalog (Priority Order)
After scaffold, build agents in this order:
1. **Phase 1**: 2-3 core agents per phase (primary authors)
2. **Phase 2**: Reviewer agents for each phase
3. **Phase 3**: Orchestration agents for phase transitions
```bash
aiwg add-agent <role> --to <name> --template complex
```
### 8. Build Command Set (Priority Order)
1. **Phase execution**: `flow-<phase>` commands
2. **Phase transitions**: `flow-<phase>-to-<next>` commands
3. **Utilities**: `project-status`, `gate-check`, `health-check`
```bash
aiwg add-command flow-<phase> --to <name> --template orchestration
```
### 9. Deploy and Validate
```bash
# Deploy framework to active provider
aiwg use <name>
# Validate structure and metadata
aiwg validate-metadata
# Health check
aiwg doctor
```
## Generated Structure
```
agentic/code/frameworks/<name>/
├── README.md # Framework documentation
├── manifest.json # Framework configuration and registry
├── plan-act-<name>.md # Master plan-and-act document
├── actors-and-templates.md # Role-to-artifact mapping
├── agents/ # Agent definitions (.md files)
├── skills/ # Skill definitions
├── commands/ # Slash command definitions
├── rules/ # Framework-specific rules
├── templates/ # Document templates (by category)
├── flows/ # Phase flow definitions
│ ├── <phase1>.md
│ ├── <phase2>.md
│ └── ...
└── docs/ # Framework documentation
├── orchestrator-architecture.md
└── agent-catalog.md
```
## Output Format
```
Framework Created: <name>
─────────────────────────
Location: agentic/code/frameworks/<name>/
Phases: <phase1> → <phase2> → ... → <phaseN>
Created:
✓ README.md
✓ manifest.json
✓ plan-act-<name>.md
✓ actors-and-templates.md
✓ agents/
✓ skills/
✓ commands/
✓ rules/
✓ templates/
✓ flows/<phase>.md (for each phase)
✓ docs/
Next Steps:
1. Define actors: Edit actors-and-templates.md
2. Add agents: aiwg add-agent <role> --to <name> (2-3 per phase)
3. Add commands: aiwg add-command flow-<phase> --to <name>
4. Add templates: aiwg add-template <artifact> --to <name> --category <phase>
5. Deploy: aiwg use <name>
6. Validate: aiwg validate-metadata
Reference frameworks:
- sdlc-complete: 58 agents, ~100 templates (comprehensive)
- media-marketing-kit: 37 agents, marketing-focused
```
## Examples
### Example 1: Standard lifecycle framework
**User**: "scaffold framework legal-ops"
**Action**:
```bash
aiwg scaffold-framework legal-ops \
--description "Legal operations and case management lifecycle" \
--phases "intake,investigation,analysis,drafting,review,close"
```
**Result**: `agentic/code/frameworks/legal-ops/` created with six phase flow files and full directory structure.
### Example 2: Interactive framework design
**User**: "scaffold framework --interactive"
**Process**: Guided questions establish the lifecycle type (e.g., content production), phases (ideation, research, writing, editing, publication), agent categories, and initial agent/command stubs.
### Example 3: Research workflow framework
**User**: "create a new AIWG framework called data-science-ops"
**Action**:
```bash
aiwg scaffold-framework data-science-ops \
--description "Data science project lifecycle management" \
--phases "discovery,data-preparation,modeling,evaluation,deployment"
```
## References
- @$AIWG_ROOT/agentic/code/addons/aiwg-utils/skills/devkit-create-framework/SKILL.md — Devkit equivalent (interactive design)
- @$AIWG_ROOT/src/cli/handlers/scaffolding.ts — CLI handler implementation
- @$AIWG_ROOT/docs/cli-reference.md — Full CLI reference
- @$AIWG_ROOT/docs/development/framework-creation-guide.md — Detailed framework authoring guide
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/ — Primary reference implementation
- @$AIWG_ROOT/agentic/code/frameworks/media-marketing-kit/ — Alternative reference implementationRelated Skills
scaffold-extension
Create a new extension package inside an existing framework's extensions/ directory
scaffold-addon
Create a complete addon package structure inside agentic/code/addons/
devkit-create-framework
Comma-separated phase names
aiwg-orchestrate
Route structured artifact work to AIWG workflows via MCP with zero parent context cost
venv-manager
Create, manage, and validate Python virtual environments. Use for project isolation and dependency management.
pytest-runner
Execute Python tests with pytest, supporting fixtures, markers, coverage, and parallel execution. Use for Python test automation.
vitest-runner
Execute JavaScript/TypeScript tests with Vitest, supporting coverage, watch mode, and parallel execution. Use for JS/TS test automation.
eslint-checker
Run ESLint for JavaScript/TypeScript code quality and style enforcement. Use for static analysis and auto-fixing.
repo-analyzer
Analyze GitHub repositories for structure, documentation, dependencies, and contribution patterns. Use for codebase understanding and health assessment.
pr-reviewer
Review GitHub pull requests for code quality, security, and best practices. Use for automated PR feedback and approval workflows.
YouTube Acquisition
yt-dlp patterns for acquiring content from YouTube and video platforms
Quality Filtering
Accept/reject logic and quality scoring heuristics for media content