ohmg
Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Best use case
ohmg is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.
Practical example
Example input
Use the "ohmg" skill to help with this workflow task. Context: Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Example output
A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.
When to use this skill
- Use this skill when you want a reusable workflow rather than writing the same prompt again and again.
When not to use this skill
- Do not use this when you only need a one-off answer and do not need a reusable workflow.
- Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/ohmg/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How ohmg Compares
| Feature / Agent | ohmg | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Ultimate multi-agent framework for Google Antigravity. Orchestrates specialized domain agents (PM, Frontend, Backend, Mobile, QA, Debug) via Serena Memory.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# 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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