aistack-orchestrate

name	aistack-orchestrate
description	Orchestrate a multi-agent run with aistack — pick the right specialized agent (coder, architect, reviewer, researcher, tester, security-auditor, etc.), spawn it via the aistack MCP server, and coordinate handoffs. Use when a task is large enough to benefit from decomposition across specialized agents, or when the user asks to "orchestrate", "spawn an agent", or "run a multi-agent workflow". Use when this capability is needed.
metadata	{"author":"blackms"}

aistack: Orchestrate a multi-agent run

aistack turns Claude Code into a multi-agent orchestrator. Instead of one generalist doing everything, you decompose work and route each part to a specialized agent backed by the bundled aistack MCP server.

When to use

• A task spans distinct skills (design + implement + test + review).
• You want a dedicated critic (adversarial / reviewer) separate from the implementer.
• The user explicitly asks to orchestrate, spawn agents, or run a workflow.

For a small, single-step change, do not orchestrate — just do it directly.

Available agent types

Type	Best at	Default model
coder	Implement / refactor / debug	sonnet
architect	System design, trade-offs	opus
reviewer	Code review against conventions	sonnet
adversarial	Break the change, find defects	opus
tester	Write and run tests	sonnet
researcher	Investigate, gather sources	sonnet
security-auditor	OWASP-style security review	opus
analyst	Data / metrics analysis	sonnet
devops	CI/CD, infra, containers	sonnet
documentation	Docs and references	sonnet
coordinator	Plan and route across agents	opus
grader	Score outcomes against a rubric	sonnet

How to orchestrate

1. Decompose: break the task into 1–4 sub-tasks, each mapped to one agent type above.
2. Discover tools: the aistack MCP server exposes agent_types, agent_spawn, agent_list, agent_status, agent_stop, task_create, task_assign. List them with npx @blackms/aistack mcp tools if unsure.
3. Spawn: call agent_spawn with the chosen type and a focused prompt (include acceptance criteria and the relevant file paths). Spawn background where possible so you can fan out.
4. Coordinate: track progress with agent_list / agent_status. Pass artifacts between agents via shared memory (see the aistack-memory skill) rather than re-deriving them.
5. Converge: when sub-tasks finish, have a reviewer or adversarial agent validate the combined result before reporting back.

Tips

• Keep each agent's prompt narrow — one responsibility. Broad prompts dilute the benefit of specialization.
• Prefer opus-backed agents (architect, adversarial, security-auditor, coordinator) for judgment-heavy steps; sonnet for execution.
• Export agents as native Claude Code subagents with npx @blackms/aistack export-agents if you want to @-mention them directly.

Reference: https://github.com/blackms/aistack

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Source: blackms/aistack — distributed by TomeVault.