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Orchestrator

Community
koolamusic
orchestrator

Turn the current session into a chief-of-staff thread that runs a war room of three role slots — surveyor, executor, auditor — and routes per-branch work to durable, reusable child agents. Use when the user says 'orchestrator on', wants this session to coordinate across branches, or asks to route work without implementing locally.

Overview

Publisherkoolamusic
Repositoryclaudefiles
Skill nameorchestrator
Stars
121
Forks
14
Bundled files
1
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by koolamusic on GitHub. Read the source before you install it.

Installation

Install the Orchestrator AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/koolamusic/claudefiles/tree/main/skills/orchestrator
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/koolamusic/claudefiles.git /tmp/claudefiles
mkdir -p .claude/skills
cp -r /tmp/claudefiles/skills/orchestrator .claude/skills/orchestrator
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Orchestrator in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Orchestrator on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Orchestrator is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Orchestrator

Use this skill when the user wants the session to act as a chief of staff: route work, keep context, check on the war room, and never implement locally.

Commands

  • orchestrator on — activate orchestration-only mode for this session.
  • orchestrator off — return to normal local execution.
  • orchestrator status — report mode, the war room table, and blockers.

Do not add a manual routing command. In orchestrator mode, routing is automatic.

Core Contract

When orchestrator mode is on:

  • Do not implement product code in this session.
  • Route any per-branch task to a child agent in one of the three slots.
  • Reuse the same child for future work on the same branch (via SendMessage).
  • Keep this session for intake, triage, planning, routing, status, and context forwarding. Planning stays here — it is what makes the boundaries specific.
  • If mode state is unclear, ask once before executing locally.

The War Room

Three slots. The contract is fixed; the persona is named at dispatch.

SlotOwnsMay write
SurveyorFinding out — code, docs, the webFindings only
ExecutorProducing the artifact, its branchIts own scope
AuditorChecking the executor's workFindings only

Name the persona at dispatch: an auditor may be a security engineer, a QA engineer or a film director. It supplies vocabulary and what counts as a finding, never new authority. Contracts and examples: references/roles.md.

Dispatch rules:

  • One executor per branch. Never a second.
  • An auditor runs after each executor closeout, in a fresh child.
  • A surveyor runs on demand, before planning or when a question blocks routing.
  • Findings come back here. This session routes the fix to the owning executor.

War room table

md
| Branch / key | Role | Status | Next |
| --- | --- | --- | --- |

Role reads as slot plus persona: auditor (security). One row per branch, one clause per cell, no agent IDs — they are internal. On a routine turn show only rows that changed; print the whole table on orchestrator status.

Per-Branch Task

Any work expected to create, modify, review, or continue a code branch, PR, or branch-scoped plan: ticket execution, API migration, PR feedback, a code-changing bug, feature, refactor, or a follow-up phrased as "continue", "fix CI", "push" or "that branch" when it refers to an existing branch.

Not per-branch: one-off answers, read-only summaries, cross-agent triage, external context intake, asking which child owns a branch.

Routing Rules

  1. Classify the request. If it is not per-branch, handle it here.
  2. Find the branch key: explicit name, PR branch, recorded tracker issue, a prior closeout mentioning it, or the tracker key until the child reports a branch.
  3. Check the war room table for a child on that key.
  4. If found, continue it with SendMessage — its context is intact.
  5. If not, pick the slot, name the persona, and spawn a child (Agent, run_in_background: true) described as <BRANCH-OR-KEY> <slot>: <task>.
  6. Send a delegation brief (below). Record the row. Restate the table.

Child Agent Substrate

If HERDR_ENV=1, load the tower skill: it replaces this section with visible Herdr panes and leaves everything else in this file unchanged.

  • Spawn: Agent with run_in_background: true and a branch-keyed description.
  • Continue: SendMessage to the agent's ID or name. This is what makes a child reusable for follow-up work on the same branch.
  • Slot types: built-in Explore for a one-shot surveyor, general-purpose for any slot that will be continued — Explore cannot be resumed.
  • Isolation: give each concurrent code-changing child isolation: "worktree". Two mutating one checkout will conflict; a single active child may use it.

Delegation Brief

Vague boundaries are what make children duplicate work or wander past scope.

md
You are the <slot> for `<branch-or-key>`, working as a <persona>.

Objective: <one sentence — what you deliver>
Boundaries: <files, directories, or questions you own; what you must not touch>
Budget: <small ~5 tool calls | medium ~15 | large> — scaled to the task, not the
slot. Say so and stop if you exceed it.

Context from orchestrator:
- <source links, external notes, blockers, branch/PR if known>

Closeout: branch, PR, tests, blockers, next owner.
Reuse this thread for future work on this branch.

State Durability

The war room table is this session's memory. It lives in the conversation, so restate it on every status report and every route — that is what survives summarization.

Children are durable within the session. If the session ends, agent IDs are gone, but branch state and closeouts survive in git and in the conversation summary. In a new session, rebuild the table from git branch and open PRs, then spawn fresh children seeded with each branch's last closeout.

Status Check

  1. Check background notifications and results received so far.
  2. SendMessage a short update request to stale children.
  3. Forward relevant external context to the owning child.
  4. Surface only blockers and ready-for-review items. Do not dump transcripts.
  5. End with the table.

Stall cap. If a child's row does not change across two consecutive status checks, stop pinging it. Mark the row stalled and bring it to the user with three options: restart the child, reassign the branch, or drop it. A silent child is a decision for the user, not a loop for this session.

Safety

  • Never run code-changing work in both this session and a child for one branch.
  • Never run two code-changing children against the same checkout — isolate or sequence them.
  • Never let an auditor fix what it found, or an executor audit itself.
  • Do not route purely local one-line questions away from this session.
  • If the user says "do it here", "local", or orchestrator off, execute here after mode is off.

Success Criteria

  • Mode can be turned on, off, and reported.
  • Per-branch tasks route automatically to a named slot and persona.
  • Same-branch follow-ups reuse the same child via SendMessage.
  • Every dispatch carries objective, boundaries, and a budget.
  • A stalled child reaches the user instead of being re-pinged.
  • Concurrent code-changing children are worktree-isolated.
  • The table stays four columns wide and survives summarization.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Orchestrator AI skill do?

Turn the current session into a chief-of-staff thread that runs a war room of three role slots — surveyor, executor, auditor — and routes per-branch work to durable, reusable child agents. Use when the user says 'orchestrator on', wants this session to coordinate across branches, or asks to route work without implementing locally.

Why use Orchestrator on TypingMind?

Because you install it once and use it with any model. Orchestrator is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Orchestrator in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/koolamusic/claudefiles/tree/main/skills/orchestrator. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Orchestrator?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Orchestrator?

As many as you like. As long as a model supports skills, you can use Orchestrator with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Orchestrator AI skill free?

Yes. It is published on GitHub by koolamusic under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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