oh-my-ag (ohmg) - Multi-Agent Orchestrator

When to use this skill

• Coordinating complex multi-domain projects
• Parallelizing tasks across multiple AI agents (PM, Frontend, Backend, etc.)
• Using Serena Memory for cross-agent state management
• Setting up real-time observability dashboards for agent workflows
• Integrating multi-CLI vendors (Gemini, Claude, Codex) in a single project

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1. Core Concepts

Specialized Agents

Agent	Specialization	Triggers
Workflow Guide	Coordinates complex projects	"multi-domain", "complex project"
PM Agent	Requirements, task decomposition	"plan", "break down"
Frontend Agent	React/Next.js, styling	"UI", "component", "styling"
Backend Agent	API, database, auth	"API", "database", "auth"
Debug Agent	Bug diagnosis, RCA	"bug", "error", "crash"

Serena Memory

Orchestrator writes structured state to .serena/memories/ for real-time monitoring and cross-agent coordination.

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2. Installation & Setup

Prerequisites

• Bun (CLI and dashboards)
• uv (Serena setup)

Interactive Setup

bunx oh-my-ag

Select project type to install relevant skills to .agent/skills/.

Verification

bunx oh-my-ag doctor

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3. Usage Patterns

Explicit Coordination

/coordinate

PM planning → agent spawning → QA review.

Spawning Agents via CLI

# Spawn backend agent for a specific task
oh-my-ag agent:spawn backend "Implement auth API" session-01

Dashboard Monitoring

• Terminal: bunx oh-my-ag dashboard
• Web: bunx oh-my-ag dashboard:web (http://localhost:9847)

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4. MCP Connection & Bridging

SSE Mode (Shared Server)

If environment needs stdio-to-http bridging:

bunx oh-my-ag bridge http://localhost:12341/sse

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5. Configuration

Configure per-agent CLI mapping in .agent/config/user-preferences.yaml:

agent_cli_mapping:
  frontend: gemini
  backend: codex
  pm: claude
  qa: claude

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Quick Reference

Command	Action
bunx oh-my-ag	Interactive installer
/setup	Agent-side configuration
bunx oh-my-ag doctor	System check & repair
bunx oh-my-ag update	Update skills
bunx oh-my-ag usage	Show quota usage