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Agent Orchestrator Skill · Data Ai

Agent Orchestrator: Centralized Multi-Agent Workflow Coordination

Orchestrate all your AI agents with zero manual intervention.

Auto-scan skills in under 100ms, match capabilities, and coordinate multi-skill workflows. Boost development speed by 10x.

  • orchestration
  • multi-agent
  • workflow
  • automation
  • registry
  • auto-discovery

About This Skill

The Agent Orchestrator is a meta-skill that automatically scans your ecosystem, matches skills by capability, and coordinates multi-skill workflows. It performs auto-discovery in under 100ms using MD5 hash caching, supports zero manual intervention, and manages the entire skill registry. With 2 core scripts and a mandatory 2-step workflow, it handles all orchestration tasks.

Quick Start

  1. 1Run auto-discovery: python agent-orchestrator/scripts/scan_registry.py
  2. 2Match skills to your request: python agent-orchestrator/scripts/match_skills.py "<your request>"
  3. 3Let the orchestrator coordinate the matched skills into a workflow
Example Command
python agent-orchestrator/scripts/scan_registry.py

Core Capabilities

Auto-Discovery (Varredura)

Automatically scans all subdirectories for SKILL.md files using ultra-fast MD5 hash caching (<100ms), detecting new and removed skills without manual commands.

Skill Matching (Match De Skills)

Matches user requests to relevant skills by analyzing capabilities, returning a JSON summary of all found skills for seamless orchestration.

Multi-Skill Workflow Coordination

Coordinates multiple skills to handle complex tasks, acting as the central decision and coordination layer for the entire skill ecosystem.

Registry Management

Manages the skill registry with zero manual intervention: new skills are auto-included when SKILL.md is created, removed skills are auto-excluded.

Usage Examples

Before

Manually finding and running each skill separately, managing dependencies and order.

After

One command triggers auto-discovery, skill matching, and coordinated execution of both skills in the correct sequence.

Input

Deploy a new microservice with monitoring

Output

Orchestrator matches deployment, monitoring, and testing skills, then runs them in parallel where possible.

Input

What skills are available for data processing?

Output

Returns a JSON list of all skills tagged with data processing capabilities from the auto-scanned registry.

SKILL.md

---
name: agent-orchestrator
description: Meta-skill que orquestra todos os agentes do ecossistema. Scan automatico de skills, match por capacidades, coordenacao de workflows multi-skill e registry management.
risk: safe
source: community
date_added: '2026-03-06'
author: renat
tags:
- orchestration
- multi-agent
- workflow
- automation
tools:
- claude-code
- antigravity
- cursor
- gemini-cli
- codex-cli
---

# Agent Orchestrator

## Overview

Meta-skill que orquestra todos os agentes do ecossistema. Scan automatico de skills, match por capacidades, coordenacao de workflows multi-skill e registry management.

## When to Use This Skill

- When you need specialized assistance with this domain

## Do Not Use This Skill When

- The task is unrelated to agent orchestrator
- A simpler, more specific tool can handle the request
- The user needs general-purpose assistance without domain expertise

## How It Works

Meta-skill que funciona como camada central de decisao e coordenacao para todo
o ecossistema de skills. Faz varredura automatica, identifica agentes relevantes
e orquestra multiplos skills para tarefas complexas.

## Principio: Zero Intervencao Manual

- **SEMPRE faz varredura** antes de processar qualquer solicitacao
- Novas skills sao **auto-detectadas e incluidas** ao criar SKILL.md em qualquer subpasta
- Skills removidas sao **auto-excluidas** do registry
- Nenhum comando manual e necessario para registrar novas skills

---

## Workflow Obrigatorio (Toda Solicitacao)

Execute estes passos ANTES de processar qualquer request do usuario.
Os scripts usam paths relativos automaticamente - funciona de qualquer diretorio.

## Passo 1: Auto-Discovery (Varredura)

```bash
python agent-orchestrator/scripts/scan_registry.py
```

Ultra-rapido (<100ms) via cache de hashes MD5. So re-processa arquivos alterados.
Retorna JSON com resumo de todos os skills encontrados.

## Passo 2: Match De Skills

```bash
python agent-orchestrator/scripts/match_skills.py "<solicitacao do usu

Frequently Asked Questions

FAQ

Which tools are compatible with Agent Orchestrator?
Agent Orchestrator is compatible with Claude Code, Antigravity, Cursor, Gemini CLI, and Codex CLI. It works with any tool that can execute Python scripts and access the file system.
Who is the target audience for this skill?
This skill is designed for developers and engineers who work with multiple AI agents or skills and need a centralized way to discover, match, and coordinate them without manual intervention.
How is Agent Orchestrator different from other orchestration tools?
Unlike traditional orchestration tools that require manual configuration, Agent Orchestrator features zero manual intervention: it auto-detects new skills, auto-excludes removed ones, and uses ultra-fast MD5 hash caching for scans under 100ms.
What languages does Agent Orchestrator support?
The skill itself is language-agnostic, as it orchestrates other skills regardless of their implementation language. The scripts are written in Python, but the orchestrated skills can be in any language.
What results can I expect from using Agent Orchestrator?
You can expect automatic skill discovery in under 100ms, zero-configuration registry management, and seamless multi-skill workflow coordination. Complex tasks that previously required multiple manual steps are reduced to a single command.

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Trigger Phrases

Use these phrases to activate this skill in your AI coding assistant:

orchestrate agentscoordinate skillsauto-discover skillsmulti-agent workflowskill registryscan for skillsmatch skillsorchestrate workflowmanage agentscoordinate multi-skill