Subagent Orchestration
SkillProductivityDelegate tasks to specialized subagents for parallel or sequential execution.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Subagent Orchestration skill
What this skill tells your AI
The instructions your AI receives, as published by espennilsen/pi in extensions/pi-subagent/skills/pi-subagent/SKILL.md and read by ahel’s review.
Use the subagent tool to delegate tasks to isolated pi subprocesses. Each subagent gets a fresh context window — no shared state with the parent session.
When to use subagents
- A task can be split into independent pieces that run in parallel
- You need a chain of specialists (scout → planner → worker)
- A subtask benefits from a clean context window (no accumulated noise)
- You want crash isolation (failed subtask doesn't corrupt main session)
Modes
Single — one agent, one task
{ "agent": "scout", "task": "Find all REST endpoints in " }
Parallel — multiple agents concurrently (streams progress as each completes)
{ "tasks": [
{ "agent": "scout", "task": "Audit auth module" },
{ "agent": "scout", "task": "Audit API routes" },
{ "agent": "scout", "task": "Audit database queries" }
]
}
Chain — sequential pipeline, use {previous} for prior step's output
{ "chain": [
{ "agent": "scout", "task": "Find all TODO comments in the codebase" },
{ "agent": "planner", "task": "Categorize and prioritize these TODOs:\n{previous}" },
{ "agent": "worker", "task": "Fix the top 3 critical TODOs:\n{previous}" }
]
}
Per-task options
Every task (single, parallel item, chain step) supports these overrides:
| Option | Type | Description |
|---|---|---|
model | string | Model override (e.g. "claude-haiku-4-5" for fast, "claude-sonnet-4-5" for complex) |
thinking | string | Thinking level: off, minimal, low, medium, high, xhigh |
extensions | string[] | Extension paths to load (subagents run with -ne — only whitelisted) |
skills | string[] | Skill files/dirs to load via --skill |
noTools | boolean | Disable all built-in tools (--no-tools) — for analysis-only agents |
noSkills | boolean | Disable skill discovery (-ns) |
cwd | string | Working directory override |
Priority: per-task item > top-level params > agent .md frontmatter > global settings
Examples
Fast recon with cheap model, no thinking overhead:
{ "agent": "scout", "task": "Map the auth module", "model": "claude-haiku-4-5", "thinking": "off" }
Research task needing web search:
{ "agent": "worker", "task": "Find pricing for Vercel Pro", "extensions": ["extensions/pi-brave-search"] }
Parallel with different models per task:
{ "tasks": [
{ "agent": "scout", "task": "Map the codebase", "model": "claude-haiku-4-5" },
{ "agent": "reviewer", "task": "Review the PR diff", "model": "claude-sonnet-4-5", "thinking": "high" }
]
}
Chain with escalating capability:
{ "chain": [
{ "agent": "scout", "task": "Map the auth module", "model": "claude-haiku-4-5", "thinking": "off" },
{ "agent": "planner", "task": "Plan a refactor based on: {previous}", "thinking": "high" },
{ "agent": "worker", "task": "Implement the plan: {previous}", "thinking": "medium" }
]
}
Extension isolation
Subagents always run with --no-extensions (-ne). They cannot:
- Spawn further subagents (pi-subagent is always blocked)
- Send messages via channels, cron, or heartbeat
- Access the web dashboard or webserver
Whitelist only what a specific task needs via the extensions parameter.
Agent scope
"user"(default) — loads from~/.pi/agent/agents/*.md"both"— also includes.pi/agents/*.md(prompts for confirmation)"project"— only project-local agents
Creating agents
Place .md files in ~/.pi/agent/agents/ with YAML frontmatter:
---
name: scout
description: Fast codebase reconnaissance
tools: read, grep, find, ls, bash
extensions: extensions/pi-dotenv
model: claude-haiku-4-5
---
System prompt for the agent goes here...
| Frontmatter | Description |
|---|---|
name | Agent name (required) |
description | What the agent does (required) |
tools | Comma-separated tool whitelist |
model | Default model |
extensions | Comma-separated extension paths to load |
Tips
- Scout first: use scout (haiku, fast) for recon, then hand results to planner/worker
- Parallel for independence: only parallelize truly independent tasks
- Chain for pipelines: scout → planner → worker is the classic pattern
- Model matching: use haiku for simple recon, sonnet for analysis/implementation
- Thinking levels:
offfor fast tasks,high/xhighfor complex reasoning - Keep extensions minimal: only whitelist what's actually needed per task
Signals
- GitHub stars
- 118
- Forks
- 13
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
pi-subagent- Source
- github.com/espennilsen/pi