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Orchestrate

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rafaelquintanilha
orchestrate

Coordinate Codex subagents when requested or when independent work materially improves completion time or review quality. Keep tightly coupled work with the root agent.

Overview

Publisherrafaelquintanilha
Repositoryskills
Skill nameorchestrate
Stars
50
Forks
3
Bundled files
1
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 rafaelquintanilha on GitHub. Read the source before you install it.

Installation

Install the Orchestrate 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/rafaelquintanilha/skills/tree/master/skills/orchestrate
  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/rafaelquintanilha/skills.git /tmp/skills
mkdir -p .claude/skills
cp -r /tmp/skills/skills/orchestrate .claude/skills/orchestrate
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Orchestrate 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 Orchestrate 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 Orchestrate 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.

Orchestrate

Use Codex collaboration tools to delegate independent outcomes. The root owns user communication, integration, and the final result. This skill does not override the session's delegation or action permissions.

Decide what to delegate

Delegate when another agent can make useful progress independently or provide a valuable second judgment. Stay single-agent when coordination, duplicated context, or shared mutable state would cost more than the delegation helps. A long-running command alone does not require another agent when the available tools can run it asynchronously.

Give each agent a concrete outcome, the relevant context and evidence, its ownership boundary, permitted actions, and a definition of completion. Share enough history to avoid rediscovery, without copying unrelated context. Avoid overlapping write ownership. Further delegation needs an explicitly assigned coordination role.

Choose the configuration

Honor the user's model and reasoning preferences. Otherwise use the current agent's configuration unless the assignment provides a concrete reason to choose differently. When selecting an alternative, weigh ambiguity, consequence, expected quality, latency, and cost using the models actually available. Do not equate a role with a fixed model or maximum reasoning effort.

Before spawning, briefly disclose the task name, role, requested model and reasoning effort, and whether configuration is inherited. Do not guess settings the runtime does not expose or present requested settings as verified runtime identity.

Integrate the work

Keep useful work moving locally while agents run. Reuse an existing agent when its context remains relevant. Redirect or stop work when assumptions diverge, scope expands, or ownership overlaps.

Treat returned findings as evidence to assess, not automatic proof of completion. Resolve material disagreements against authoritative sources, validate the combined result, and report remaining limitations. Return a coherent answer rather than forwarding separate agent reports.

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 Orchestrate AI skill do?

Coordinate Codex subagents when requested or when independent work materially improves completion time or review quality. Keep tightly coupled work with the root agent.

Why use Orchestrate on TypingMind?

Because you install it once and use it with any model. Orchestrate 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 Orchestrate in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/rafaelquintanilha/skills/tree/master/skills/orchestrate. 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 Orchestrate?

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 Orchestrate?

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

Is the Orchestrate AI skill free?

It is published on GitHub by rafaelquintanilha. Check the repository for licensing terms. 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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