Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Scanned 6/2/2026
Install to Claude Code
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---
name: ohmg
description: Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
allowed-tools: Read Write Bash Grep Glob
metadata:
tags: ohmg, multi-agent, orchestration, gemini, antigravity, serena-memory, workflow
platforms: Gemini, Claude, Codex, Antigravity
keyword: ohmg
version: 1.0.0
source: first-fluke/oh-my-ag
---
# 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
---
## 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.
---
## 2. Installation & Setup
### Prerequisites
- **Bun** (CLI and dashboards)
- **uv** (Serena setup)
### Interactive Setup
```bash
bunx oh-my-ag
```
Select project type to install relevant skills to `.agent/skills/`.
### Verification
```bash
bunx oh-my-ag doctor
```
---
## 3. Usage Patterns
### Explicit Coordination
```text
/coordinate
```
PM planning → agent spawning → QA review.
### Spawning Agents via CLI
```bash
# 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)
---
## 4. MCP Connection & Bridging
### SSE Mode (Shared Server)
If environment needs stdio-to-http bridging:
```bash
bunx oh-my-ag bridge http://localhost:12341/sse
```
---
## 5. Configuration
Configure per-agent CLI mapping in `.agent/config/user-preferences.yaml`:
```yaml
agent_cli_mapping:
frontend: gemini
backend: codex
pm: claude
qa: claude
```
---
## 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 |

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