Team Agent Orchestration
SkillAI & modelsThis skill lets an agent run several agents like a team. It tracks work items with owners, scopes, acceptance criteria, and merge conditions on an agent Kanban board that spans backlog through merged. Each agent works on its own branch or worktree and hands off evidence such as tests and diffs, while a designated integrator reviews and merges results and a control pane shows progress and blockers.
Use Team Agent Orchestration in Claude, ChatGPT or Ahel Desktop
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Also: Claude Code · Cursor · Codex
Then ask your AI: use the Team Agent Orchestration skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Have a project with multiple agents that can run in parallel.
What your AI can do with it
- Create work items with owners, scopes, and acceptance criteria
- Track agent Kanban state from backlog through merged
- Isolate each agent on its own branch or worktree
- Collect handoff evidence such as tests and diffs
- Enforce merge gates with a designated integrator
- Show progress and blockers in a control pane
Getting started
- Have a project with multiple agents that can run in parallel.
- Add the skill to your agent setup.
- Define work items with owners, scopes, acceptance criteria, and merge conditions.
- Give each agent its own branch or worktree.
- Designate an integrator to review evidence and merge results.
What this skill tells your AI
The instructions your AI receives, as published by affaan-m/ecc in skills/team-agent-orchestration/SKILL.md and read by ahel’s review.
Use this skill when agents are being managed like a team rather than a single assistant. The purpose is to make team-based orchestration reliable: clear work items, explicit ownership, agent Kanban state, branch isolation, control pane visibility, and merge gates.
When To Activate
- The task spans multiple agents, tools, harnesses, branches, or worktrees.
- The user mentions team orchestration, agent Kanban, squad, conductor, control pane, manager, desktop app, Zellij, tmux, Hermes, Devin, Codex, Claude Code, or multi-agent work.
- A project needs shared workflow state across people and agents.
- Existing agent fan-out is producing output but not mergeable product.
Operating Model
Treat every agent as a teammate with a narrow contract:
- Owner: the person or agent accountable for the work item.
- Scope: files, branch, tool surface, and forbidden areas.
- State: backlog, ready, running, review, blocked, merged, or archived.
- Evidence: tests, screenshots, logs, review notes, or eval reports.
- Merge gate: the exact condition that allows integration.
Agent Kanban
Use agent Kanban when work must be visible across sessions.
| Column | Meaning | Exit Criteria |
|---|---|---|
| Backlog | Candidate work item, not yet shaped | Acceptance criteria written |
| Ready | Shaped and assignable | Owner and branch/worktree assigned |
| Running | Agent is actively working | Handoff artifact and changed files exist |
| Review | Work is complete but not merged | Tests, diff review, and risk check pass |
| Blocked | Needs external input or failed gate | Blocker has owner and next action |
| Merged | Integrated into mainline | PR merged or local main updated |
| Archived | No longer relevant | Reason recorded |
Each card should fit this schema:
{
"id": "agent-card-001",
"title": "Build dynamic workflow skill",
"owner": "codex",
"state": "running",
"branch": "product/dynamic-workflow-team-orchestration",
"worktree": ".",
"acceptance": [
"Skill exists",
"Tests cover required concepts",
"Content artifact contains video and article angles"
],
"merge_gate": "lint, focused tests, and catalog check pass",
"handoff": "path/to/handoff.md"
}
Team-Based Orchestration Flow
- Shape the board: convert fuzzy ambition into work items with owners and merge gates.
- Pick execution mode: single-agent, dynamic workflow mode, dmux/tmux, worktree fan-out, or external desktop orchestrator.
- Assign boundaries: one owner per card, clear file scope, and no overlapping writes without an integrator.
- Run agents: each agent writes evidence and handoff notes, not just code.
- Review in sequence: tests first, then diff review, then security/risk checks, then content/product polish.
- Merge deliberately: one integrator resolves conflicts and updates the control pane or status artifact.
- Extract reusable skill: if the card pattern repeats, promote it into
skills/.
Control Pane Requirements
A useful control pane for team orchestration should show:
- Active work items and their agent Kanban state.
- Owner, harness, branch, worktree, and last heartbeat.
- Links to handoff artifacts, tests, screenshots, and PRs.
- Blockers grouped by owner and unblock action.
- Merge readiness by gate, not vibes.
- Reusable workflow candidates that should become shared skills.
Do not add more automation until the operator can answer: who owns this, what changed, what gate failed, and what can safely merge?
Dynamic Workflow Compatibility
When a card needs dynamic workflow mode:
- Put the task-local harness under the card owner.
- Store inputs and outputs on the card.
- Require an eval before moving from Running to Review.
- Promote the harness to a shared skill only after repeat use.
Failure Modes To Watch
- Agent soup: many agents running, no owner or merge gate.
- Invisible work: useful output exists only in a chat transcript.
- Board theater: a Kanban board exists but cards have no acceptance criteria.
- Overlapping writes: parallel agents edit the same files without worktrees.
- No product artifact: the process produces docs but no runnable or publishable surface.
Output Standard
Finish each orchestration pass with:
- Board/card changes.
- Merged or pending branches.
- Tests and eval evidence.
- Blockers with owner and next action.
- New shared skill candidates.
Signals
- GitHub stars
- 270k
- Forks
- 40k
- Last commit
- Sep 2026
Questions
- What is team-based orchestration for agent squads?
- It is running several agents as a team: work items get owners, scopes, acceptance criteria, and merge conditions, tracked on an agent Kanban board, with each agent on its own branch or worktree.
- How does branch isolation work?
- Each agent works on its own branch or worktree, so parallel work does not collide. Handoffs include evidence like tests and diffs for the integrator to review.
- What is an agent Kanban?
- It is the board that tracks work items from backlog through merged, showing each item's state, owner, and blockers in a control pane.
- Who merges the results?
- A designated integrator reviews the evidence and merges results through merge gates.
Advanced
- Item type
- skill
- Key
team-agent-orchestration- Source
- github.com/affaan-m/ecc
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