Oh My Agent: Cross-Platform Multi-Agent Collaboration Framework, Empowering AI Assistants with Professional Teams

Oh My Agent is a portable multi-agent collaboration framework supporting Antigravity, Claude Code, Cursor, Codex CLI and other AI IDEs. It simulates real engineering teams through role specialization (PM, frontend, backend, QA, etc.) and includes built-in quality gates and code review processes. Its core goal is to address the limitations of single-agent AI programming assistants in complex projects.

Current mainstream AI programming assistants use a single-agent mode, which works for simple tasks but faces challenges in complex projects:

1. Domain knowledge dispersion: General models lack depth in specific fields.
2. Context overload: Difficult to maintain a global view in limited context windows.
3. Quality issues: No systematic review mechanism leads to potential vulnerabilities or non-compliance.
4. Low collaboration efficiency: Manual coordination of multiple perspectives is tedious and error-prone.

1. Role specialization: Abstracted into specialized agents (oma-pm, oma-frontend, oma-backend, oma-db, oma-qa, etc.) with clear responsibilities.
2. Portable .agents directory: Stores agent definitions, skills, and workflows in the project root (version-controlled), enabling cross-IDE compatibility, team consistency, and environment consistency.
3. Double-layer skill design: Domain skills (depth in specific areas, loaded on demand) and common skills (shared, saving ~75% token consumption).
4. Workflow orchestration: Sequential (coordinate), parallel (orchestrate), and ultrawork (5-stage quality workflow with 11 gates).

1. Quality gates: Charter preflight (check project charter before tasks), automated review (OWASP scan, performance audit, accessibility check, code style verification), and structured debug workflow.
2. Interaction methods: Natural language trigger (keywords like 'plan'/'review'/'debug'), slash commands (e.g., /plan, /coordinate, /review), and CLI tool (oma: doctor, dashboard, spawn agents).
3. Multi-vendor support: Configure different models for agents (Claude/Codex for frontend, Gemini for brainstorming, Qwen for QA).
4. Observability: Terminal/Web panels show agent status, progress, token consumption, and logs.

1. Full-stack project development: Use Fullstack preset for PM planning, backend/frontend development, DB design, and QA review.
2. Infrastructure as Code: DevOps preset with Terraform agent for multi-cloud configuration and CI/CD management.
3. Code review & refactoring: /review for pre-submit checks, /debug for legacy code analysis.
4. Multi-language projects: oma-translator for multi-language documentation and internationalization code.

1. Configuration complexity: Requires understanding agent roles and collaboration for full potential; overkill for simple tasks.
2. IDE compatibility: Advanced features may be limited in some IDEs due to API differences.
3. Token consumption: Higher than single-agent (optimized via double-layer skills but still significant).
4. Debug difficulty: Harder to locate issues in multi-agent workflows.

Oh My Agent represents the evolution of AI-assisted programming from single assistants to team collaboration. It solves single-agent bottlenecks in complex projects and ensures practicality and reliability through portable design and quality gates. For teams needing high-quality code and handling complex projects, it is a worthy solution. Future prospects: Wider application as the AI IDE ecosystem matures, forming new human-AI collaboration paradigms.