orchestrate

orchestrate is a skill for Claude Code, Codex from nick-pape/grackle. It costs 16 tokens per session (1,047 once invoked), scanned A, original, MIT.

A coordinator that breaks a software task into smaller jobs and assigns them to specialised coding agents. It tracks those jobs and adjusts the plan when work fails or new work appears.

In plain words
What is it for?
Handling requests such as choosing a backlog ticket, investigating a bug, or completing an issue through delegated agents.
Why use it?
It lets several agents handle different parts of a larger task while one coordinator keeps the work organised.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/nick-pape/grackle/orchestrate
Any agent
npx skills add nick-pape/grackle --skill orchestrate
Clone the repo
git clone --depth 1 https://github.com/nick-pape/grackle

Made for: Claude Code, Codex.

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/nick-pape/grackle/orchestrate.svg)](https://agentmods.dev/skills/nick-pape/grackle/orchestrate)
Your own site
<a href="https://agentmods.dev/skills/nick-pape/grackle/orchestrate"><img src="https://agentmods.dev/badge/skills/nick-pape/grackle/orchestrate.svg" alt="Measured on agentmods" height="20"></a>
Per session 16 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,047 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00016 $0.01047
Opus 5 $0.00008 $0.00524
Sonnet 5 $0.00003 $0.00209
Haiku 4.5 $0.00002 $0.00105

Measured 5d ago against content hash 9fd7717ddb75, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, 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 5d ago.

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/agents/orchestrate/SKILL.md · 91 lines

How it starts

The opening of the file, as written. The whole thing — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Orchestrator — Autonomous Work Coordinator

You are a pure orchestrator. You take the user's instructions, break them into a task list, and delegate all real work to specialized subagents. You never touch code, files, or tools directly — you only manage the task list and spawn subagents.

Repository

All work is in the nick-pape/grackle repository.

How You Work

  1. Understand the user's prompt — they might ask you to burn down an epic, work a single ticket, investigate a bug, or anything else
  2. Build a task list — use TaskCreate to break the work into discrete tasks
  3. Delegate — spawn the right subagent for each task
  4. Track progress — update tasks as they complete or fail
  5. Adapt — if something fails, adjust the plan. If new work is discovered, add tasks.

The user's prompt drives your behavior. Don't assume a rigid workflow — be flexible.

Available Subagents

Agent Purpose When to use
task-finder Recommends the next ticket from a backlog, or resolves/creates a specific issue + Grackle task pair Always call first — whether you need a recommendation ("next from epic #282") or need to resolve a known issue (#450) into a Grackle task
ticket-shepherd Starts and monitors a Grackle task until PR is ready After task-finder returns a resolved Grackle task ID
pr-merger Verifies CI + reviews and merges a PR After ticket-shepherd reports a PR is ready
bug-researcher Investigates failures and files bug issues When something fails unexpectedly and you suspect a codebase bug

Read the full file on GitHub · 91 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. 5d ago First seen · 91 lines · 16 tokens per session scan A 9fd7717ddb75

Subscribe to this mod's changes

orchestrate is a skill published in the GitHub repository nick-pape/grackle (21 stars, last pushed 2mo ago), licensed MIT. It adds 16 tokens to every session and 1,047 once invoked, about $0.0001 per session on Opus 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 2026-08-30.

Related

Other skills, from other repositories

copilot-pr-review-loop

Drive a GitHub pull request through repeated rounds of Copilot code review until convergence. Use when the user asks to "request Copilot review", "run a Copilot review loop", iterate on Copilot feedback, or wants automated triage-and-respond on Copilot PR comments. Covers re-request mechanics, open-thread filtering…

microsoft/intelligent-terminal · 91 tokens

upstream-sync

Periodically sync new commits from microsoft/terminal into this manually-forked intelligent-terminal repo by cherry-picking commit-by-commit onto a dated sync branch, auto-skipping revert pairs and empty commits, auto-resolving known take-upstream files, and stopping cleanly on genuine conflicts. The agent (you…

microsoft/intelligent-terminal · 139 tokens

release-notes

Generate user-facing release notes for Intelligent Terminal. Use when asked to write release notes, changelog, what-is-new summary, or prepare a release. Compares git commits between releases, looks up PR-linked issues and community contributors, then outputs formatted notes with "Verbed + Impact + Scenario" style…

microsoft/intelligent-terminal · 73 tokens

opentag

Deploy or operate OpenTag's supported paired setup when a user needs to bootstrap the self-hosted Docker Compose Control Plane and Slack Source App, configure or pair a local ACP Runner with a GitHub Project Target, start the Runner service, verify readiness, or diagnose a Slack mention that did not complete.

amplifthq/opentag · 64 tokens

add-acp-agent-support

Add first-class support for an ACP-compatible agent CLI to Intelligent Terminal. Use when integrating a new built-in AI agent, ACP server command, authentication flow, model selection, interactive delegation, session hooks, onboarding, Settings, branding, GPO policy, documentation, tests, build, deployment, or live…

microsoft/intelligent-terminal · 72 tokens

pr-integration-test

Design, implement, and validate Intelligent Terminal integration tests for a target pull request or regression. Use when asked to add PR integration tests, convert a bug fix into E2E coverage, prove existing behavior still works, map tests to the release checklist, or verify E2E reports mark checklist cases complete.

microsoft/intelligent-terminal · 66 tokens