ai-team-orchestration
Bootstrap and run a lightweight multi-agent development team. Use when starting or adopting a project, planning work, coordinating implementation and optional QA, brainstorming with distinct perspectives, or preserving context across sessions.
By github · 393 installs
npx skills add github/awesome-copilot --skill ai-team-orchestration
Source repository · Upstream listing
AI Team Orchestration
Use three stable agents:
Agent Purpose
@ai team producer Clarify scope, plan proportionately, coordinate, and merge
@ai team dev Implement, test, self review, and prepare the pull request
@ai team qa Independently test behavior when dedicated QA is useful
Nova, Sage, and Milo are perspectives inside the Dev agent, not mandatory project layers.
Default Workflow
Plan Implement Test optional review or QA Merge update project state
Keep the workflow proportional:
Skip formal planning for small, obvious changes.
Use a short plan for multi step or cross cutting work.
Add independent review or QA when risk, uncertainty, or repository policy justifies it.
Let branch protection, required checks, permissions, and merge queues enforce repository merge policy.
Start or Adopt a Project
1. Read existing repository instructions and documentation.
2. Discover the actual stack, architecture, commands, deployment model, and risks.
3. Create or update PROJECT BRIEF.md only when durable cross session context is useful. Start from the [project brief template](./references/project brief template.md) and omit irrelevant sections.
4. For substantial work, create a concise plan from the [sprint plan template](./references/sprint plan template.md).
5. Use a separate branch or clone when parallel sessions could conflict, following the repository's own Git policy.
Execute
Producer
Define the outcome, constraints, acceptance criteria, and explicit exclusions.
Choose review and QA based on risk rather than ceremony.
Keep durable project state concise and current.
Dev
Follow repository conventions and implement the smallest complete solution.
Run relevant checks and inspect the final diff.
Open or update the pull request with summary, verification, and limitations.
QA
Use only when dedicated behavioral verification adds value.
Test the requested change and important regressions.
Report reproducible findings and verify fixes.
Brainstorms
Use the [brainstorm format](./references/brainstorm format.md) for product or architecture decisions that benefit from competing perspectives. For ordinary implementation choices, let Dev decide using repository conventions.
Context Recovery
Before ending a long or interrupted session:
1. Update the active plan or progress note if one exists.
2. Record material decisions, blockers, and the next action in repository context.
3. Use a cold start prompt such as:
Tool and Model Inheritance
The bundled agents intentionally omit tools and model frontmatter:
available built in, MCP, and extension tools remain usable;
developers keep control of model selection;
role boundaries are defined by instructions and normal trust, permission, authentication, and approval controls.
If the environment exposes too many tools, deselect irrelevant tools or MCP servers, or use VS Code virtual tool management. Do not add a machine specific plugin allowlist.
Principles
Prefer working software and clear handoffs over process artifacts.
Follow repository policy instead of embedding universal Git commands.
Preserve unknown work and ask before destructive or privileged actions.
Keep bugs and important decisions in durable project systems, not only chat.
See [anti patterns](./references/anti patterns.md) for concise lessons.