Subagent Orchestration

SkillProductivity

Delegate tasks to specialized subagents for parallel or sequential execution.

Available today. Use it from your connected AI after setup.

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:

OptionTypeDescription
modelstringModel override (e.g. "claude-haiku-4-5" for fast, "claude-sonnet-4-5" for complex)
thinkingstringThinking level: off, minimal, low, medium, high, xhigh
extensionsstring[]Extension paths to load (subagents run with -ne — only whitelisted)
skillsstring[]Skill files/dirs to load via --skill
noToolsbooleanDisable all built-in tools (--no-tools) — for analysis-only agents
noSkillsbooleanDisable skill discovery (-ns)
cwdstringWorking 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...
FrontmatterDescription
nameAgent name (required)
descriptionWhat the agent does (required)
toolsComma-separated tool whitelist
modelDefault model
extensionsComma-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: off for fast tasks, high/xhigh for 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