AI Workflow Rules Generator CLI
Generate structured, controlled AI-assisted development workflows for your projects.
The Problem
AI coding assistants generate code fast — but without project rules they create:
- inconsistent coding styles
- duplicated implementations
- missing documentation
- unclear architectural decisions
- loss of project context between AI sessions
This CLI solves that by generating a controlled AI development environment tailored to your project.
What It Does
Run one command in your project:
ai-wrg-cli init
Answer a few questions about your stack and workflow. The tool generates:
| Output | Description |
|---|---|
.cursor/rules/ |
Cursor IDE rules |
.claude/instructions.md |
Claude Code instructions |
.codex/instructions.md |
OpenAI Codex instructions |
.agents/rules/ |
Google Antigravity / Gemini workspace rules |
docs/ |
Documentation structure templates |
.ai-workflow/config.yaml |
Reproducible workflow configuration |
Installation
Requirements: Python 3.10+
Recommended (Global CLI tool using pipx):
pipx install ai-wrg-cli
Standard pip:
pip install ai-wrg-cli
From source (for development):
git clone https://github.com/karen6630/ai-wrg-cli.git
cd ai-wrg-cli
pip install -e ".[dev]"
Quick Start
# Initialize AI workflow in your project
ai-wrg-cli init
# Skip wizard and use defaults (great for CI or quick testing)
ai-wrg-cli init --non-interactive
# Generate into a specific directory
ai-wrg-cli init --output ./my-project
# List all available modules
ai-wrg-cli modules
# Check installation health
ai-wrg-cli doctor
Available Modules
Modules are combined to create your workflow. Run ai-wrg-cli modules to see all:
| Category | Name | Description |
|---|---|---|
core |
core |
Base AI collaboration rules |
stack |
python, php, node, django, fastapi, laravel |
Backend languages / frameworks |
stack |
react, nextjs, vue |
Frontend |
tool |
sql, postgres, mysql, mongodb |
Database |
tool |
docker, kubernetes |
DevOps |
workflow |
solo, team, ai-first |
Workflow styles |
quality |
standard, strict |
Quality gates |
init asks for stack in four layers: Backend → Frontend → Database → DevOps (multi-select each).
How It Works
User Input (wizard or --non-interactive)
│
▼
Configuration Model (.ai-workflow/config.yaml)
│
▼
Module Resolution (dependency + conflict checks)
│
▼
Generator Pipeline (Cursor / Claude / Codex / Docs)
│
▼
Generated Project Files
The internal configuration is the source of truth — generated files are always reproducible.
Project Structure
src/ai_rules/
├── cli/ # Typer commands + interactive wizard
├── core/ # Config model, generator pipeline, module resolver
├── generators/ # AI tool generators (cursor, claude, codex, docs)
├── modules/ # Module loader, registry
└── templates/ # Jinja2 templates
modules/ # Built-in modules (YAML metadata + rules.md)
├── core/
├── stacks/
│ ├── backend/ # python, php, node, django, fastapi, laravel
│ └── frontend/ # react, nextjs, vue
├── workflow/ # solo, team, ai-first
├── quality/ # standard, strict
└── tools/
├── database/ # sql, postgres, mysql, mongodb
└── devops/ # docker, kubernetes
Adding a Custom Module
Create e.g. modules/stacks/backend/my-stack/module.yaml in your project root
(or next to --output). The CLI loads built-in modules first, then overlays
./modules from the project directory so custom modules appear in
ai-wrg-cli modules and the init stack wizard.
name: my-stack
version: "1.0"
category: stack
priority: 20
description: My custom stack rules
requires: []
conflicts: []
stack_layer: backend # backend | frontend | database | devops
wizard_label: "My Stack"
wizard_default: false
Add rules.md with your rules, then:
ai-wrg-cli modules # verify it appears
ai-wrg-cli init # select it under the matching layer
Contributing
See CONTRIBUTING.md for setup, architecture overview, and contribution guidelines.
Maintainers: PyPI release — docs/development/release-pypi.md (canonical; also in AGENTS.md and .cursor/rules/).
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