Ohmg
Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.From its SKILL.md
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SKILL.md
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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
bunx oh-my-ag
Select project type to install relevant skills to .agent/skills/.
Verification
bunx oh-my-ag doctor
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)
4. MCP Connection & Bridging
SSE Mode (Shared Server)
If environment needs stdio-to-http bridging:
bunx oh-my-ag bridge http://localhost:12341/sse
5. Configuration
Configure per-agent CLI mapping in .agent/config/user-preferences.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 |
What ships with it: 2 files
34.8 KB alongside SKILL.md
- skill-report.json33.9 KB
- SKILL.toon875 B