Builder Workflow

Quick Reference (30 seconds)

Builder Ecosystem Workflow Orchestration

What It Does: Orchestrates the builder agent ecosystem for repository analysis, pattern extraction, SPEC/diagram creation, and automated generation of skills, agents, and UV scripts.

Core Capabilities:

• Repository Analysis & Pattern Extraction
• SPEC Document & Diagram Creation
• Skill Generation Workflows
• Agent Blueprint Creation
• UV Script Generation (IndieDevDan patterns)

Agent Ecosystem:

When to Use:

• Analyzing external repositories for automation opportunities
• Creating SPECs from pattern analysis
• Generating new skills with proper structure
• Creating UV CLI scripts following IndieDevDan patterns
• Building complete workflows (skill + agents + scripts)

Agent Relationship Flow

The builder ecosystem follows a clear delegation chain:

┌─────────────────────────────┐
│  builder-reverse-engineer   │ ← FIRST: Analyze repo, extract patterns
│  (moai-builder/)            │
└──────────────┬──────────────┘
               │
               ▼ identifies automation opportunities
┌─────────────────────────────┐
│  builder-workflow-designer  │ ← THEN: Creates SPECs, diagrams
│  (moai-builder/)            │
└──────────────┬──────────────┘
               │
               ▼ delegates script generation
┌─────────────────────────────┐
│  builder-workflow           │ ← FINALLY: Creates UV scripts
│  (moai-builder/)            │
└─────────────────────────────┘

Workflow Stages

Stage 1: Repository Analysis (builder-reverse-engineer)

• Scan repository structure and file organization
• Identify technology stack and dependencies
• Extract design patterns and conventions
• Discover automation opportunities
• Output: TOON-formatted analysis report

Stage 2: SPEC & Diagram Creation (builder-workflow-designer)

• Parse analysis report
• Create EARS-style SPEC documents
• Generate workflow diagrams
• Design agent coordination patterns
• Output: SPEC documents, Mermaid diagrams

Stage 3: Implementation (builder-workflow, builder-skill, builder-agent)

• Generate UV CLI scripts from patterns
• Create skill structures with SKILL.md
• Build agent blueprints with proper frontmatter
• Output: Production-ready code and configurations

Available Commands

The builder ecosystem exposes these commands:

/builder:reverse-engineer [repo-path]

Analyze repository for patterns and automation opportunities.

# Analyze local repository
/builder:reverse-engineer /path/to/repo

# Analyze GitHub repository
/builder:reverse-engineer https://github.com/owner/repo

/builder:workflow-designer [analysis-output]

Create SPECs and diagrams from analysis.

# Design workflow from analysis
/builder:workflow-designer .moai/reports/analysis-report.md

/builder:generate-script [skill-name] [script-name]

Generate UV CLI script for existing skill.

# Generate analysis script
/builder:generate-script moai-foundation-core analyze-compliance

/builder:generate-skill [skill-name] [description]

Generate new skill with SKILL.md structure.

# Generate new skill
/builder:generate-skill moai-connector-slack "Slack integration with MCP"

/builder:generate-workflow [workflow-name]

Generate complete workflow (skill + agents + scripts).

# Generate complete workflow
/builder:generate-workflow api-testing-automation

Integration with builder-skill-uvscript

This skill works alongside builder-skill-uvscript which contains 23 production UV scripts:

Script Categories in builder-skill-uvscript:

• System Analysis: 12 scripts (analyze_*, monitor_*, optimize_*)
• Code Generation: 4 scripts (generate_agent, generate_skill, generate_command, scaffold_test)
• Development Tools: 2 scripts (debug_code, analyze_performance)
• Documentation: 2 scripts (lint_docs, validate_diagrams)
• BaaS Integration: 2 scripts (select_provider, migrate_provider)
• Template Tools: 1 script (generate_template)

Relationship:

• builder-workflow (this skill) - Orchestration patterns and agent coordination
• builder-skill-uvscript - Reference implementations and production scripts

Workflow Patterns

Pattern 1: Repository-to-Skill Pipeline

pipeline:
  input: Repository URL or path
  stages:
    - builder-reverse-engineer → Analysis Report
    - builder-workflow-designer → SPEC + Diagrams
    - builder-skill → Skill Structure
    - builder-workflow → UV Scripts
  output: Complete skill with scripts

Pattern 2: Quick Script Generation

pipeline:
  input: Skill name + Script requirements
  stages:
    - builder-workflow → UV Script
  output: Single production script

Pattern 3: Agent Blueprint Creation

pipeline:
  input: Agent requirements
  stages:
    - builder-reverse-engineer → Pattern analysis
    - builder-agent → Agent YAML with frontmatter
  output: Agent definition file

Quality Standards

All generated artifacts follow:

TRUST 5 Principles:

• Testable: Includes test patterns
• Readable: Clear documentation
• Understandable: Self-documenting code
• Secure: No hardcoded secrets
• Traceable: Version history

IndieDevDan 13 Rules (for UV scripts):

• 200-300 line target
• PEP 723 dependencies
• Zero shared imports
• Dual output modes
• Project-root detection

MoAI Standards:

• YAML frontmatter
• Color coding (yellow = custom)
• Agent hierarchy compliance
• Command naming conventions

Related Skills

Version: 1.0.0 Status: Active Last Updated: 2025-12-01 Color: Yellow (Custom Superdisco)