orchestrate

orchestrate is a skill for Claude Code from jpicklyk/task-orchestrator. It costs 32 tokens per session (2,495 once invoked), scanned A, original, MIT.

An internal workflow for sizing implementation work, choosing whether to handle it directly or delegate it, and assigning work across independent streams.

In plain words
What is it for?
Use it during orchestration to classify work, select a delegation approach, and dispatch implementation phases. It is not a user-facing feature for changing code by itself.
Why use it?
It provides consistent decisions for small fixes, larger changes, database migrations, new public APIs, and parallel work instead of treating every task the same way.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter. Also seen: mentions subagents; mentions Claude Code.

Part of the task-orchestrator plugin — 19 skills, 5 agents shipped together

Good fit Use it during orchestration to classify work, select a delegation approach, and dispatch implementation phases. It is not a user-facing feature for changing code by itself.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jpicklyk/task-orchestrator/orchestrate
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add jpicklyk/task-orchestrator --skill orchestrate
Clone the repo
git clone --depth 1 https://github.com/jpicklyk/task-orchestrator

Made for: Claude Code.

Or install task-orchestrator, the plugin that ships this one along with the rest of its 19 skills, 5 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for orchestrate

README.md
[![agentmods](https://agentmods.dev/badge/skills/jpicklyk/task-orchestrator/orchestrate/github.svg)](https://agentmods.dev/skills/jpicklyk/task-orchestrator/orchestrate)
Your own site
<a href="https://agentmods.dev/skills/jpicklyk/task-orchestrator/orchestrate"><img src="https://agentmods.dev/badge/skills/jpicklyk/task-orchestrator/orchestrate/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for orchestrate

Your own site · 80×15
<a href="https://agentmods.dev/skills/jpicklyk/task-orchestrator/orchestrate"><img src="https://agentmods.dev/badge/skills/jpicklyk/task-orchestrator/orchestrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,495 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.02495
Opus 5.5 $0.00013 $0.00998
Sonnet 5.5 $0.00006 $0.00499
Haiku 4.5 $0.00003 $0.00249

Measured yesterday against content hash 177f53b0d7e0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

orchestrate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude-plugins/task-orchestrator/skills/orchestrate/SKILL.md · 123 lines

How it starts

The opening of the file, as written. The whole thing — 123 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Orchestrate - Tier, Delegation and Dispatch

On-demand depth for sizing work and dispatching agents. Shapes are in _generated/call-shapes.md; ids below are 8-hex shorts (a full UUID is also accepted).

orchestration.mode lives under extensions.claude-code in the project config (see extensions). The tier table and the delegation model table apply when it is workflow. In schema mode the schema alone governs process, so skip the tier and model-table content; the phase-owner dispatch rules and the explicit-model rule below still apply, with the model chosen by judgment.

Tier Classification

Classify every piece of work into a tier before starting; the tier decides how much process to apply.

Criteria Tier Pipeline
1-2 files, known fix, no migration/new API Direct Orchestrator edits, tests, reviews inline
3-10 files, single logical unit, clear or explorable scope Delegated Single subagent, separate review agent
11+ files, multiple independent work streams, dependency edges Parallel Worktree agents, full pipeline

Force-UP signals (bump tier regardless of file count):

  • Database migration → min Delegated
  • New public API surface → min Delegated
  • Multiple independent work streams → Parallel
  • User says "let's plan" / collaborative language → min Delegated

Force-DOWN signals:

  • User says "just fix it" / "quick" → Direct (unless complexity contradicts)
  • The item's type resolves to the default schema, or the item is schema-free -> eligible for Direct

Tier Pipeline Summary

Step Direct Delegated Parallel
Plan mode skip optional required
Queue notes none required fill per schema fill per schema
Implementation orchestrator inline, no subagent, no delegation table single subagent parallel worktree agents
Review inline (orchestrator) separate agent separate agent

Read the full file on GitHub · 123 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday Changed · +18 lines · -1 tokens per session 177f53b0d7e0
  2. 17d ago Changed · +8 lines d0e416deac2d
  3. 20d ago First seen · 97 lines · 33 tokens per session scan A cc47ce5d6e61

Subscribe to this mod's changes

orchestrate is a skill published in the GitHub repository jpicklyk/task-orchestrator (209 stars, last pushed yesterday), licensed MIT. It adds 32 tokens to every session and 2,495 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-04.