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Skillv1.0.0

ohmg

Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.

by aiskillstore(0) 0 installs
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Free account. Installing gives you the manifest plus copy-paste snippets.

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About

Imported from aiskillstore/marketplace (skills/supercent-io/ohmg/SKILL.md). Install upstream with npx skills add aiskillstore/marketplace --skill ohmg. Copyright stays with the author.

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


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

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml
targets:
  - https://api.opensmartroute.ai/api/v1/registry/aiskillstore-marketplace-ohmg/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

aiskillstore-marketplace-ohmg.ocm.jsonjson
{
  "ocm": "1",
  "id": "aiskillstore-marketplace-ohmg",
  "kind": "skill",
  "name": "ohmg",
  "description": "Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.",
  "publisher": "aiskillstore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "coding"
    ],
    "tags": [
      "skill-md",
      "ohmg",
      "multi-agent",
      "orchestration",
      "gemini",
      "antigravity",
      "serena-memory",
      "workflow",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/aiskillstore/marketplace",
      "path": "skills/supercent-io/ohmg/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/aiskillstore/marketplace/blob/HEAD/skills/supercent-io/ohmg/SKILL.md",
      "key": "aiskillstore/marketplace/skills/supercent-io/ohmg/SKILL.md"
    },
    "allowed_tools": [
      "Read",
      "Write",
      "Bash",
      "Grep",
      "Glob"
    ]
  },
  "instructions": "# oh-my-ag (ohmg) - Multi-Agent Orchestrator\n\n## When to use this skill\n\n- Coordinating complex multi-domain projects\n- Parallelizing tasks across multiple AI agents (PM, Frontend, Backend, etc.)\n- Using Serena Memory for cross-agent state management\n- Setting up real-time observability dashboards for agent workflows\n- Integrating multi-CLI vendors (Gemini, Claude, Codex) in a single project\n\n---\n\n## 1. Core Concepts\n\n### Specialized Agents\n| Agent | Specialization | Triggers |\n|-------|---------------|----------|\n| **Workflow Guide** | Coordinates complex projects | \"multi-domain\", \"complex p",
  "cost": {
    "context_tokens": 589
  }
}

Fetch it by URL: GET /api/v1/registry/aiskillstore-marketplace-ohmg/manifest?version=1.0.0

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