orchestrate

Classify user intent, decompose it into sub-tasks, and route each to the appropriate modality.

Updated Apr 18, 2026
One-click install
npx skills add https://github.com/chughtapan/safer-by-default --skill orchestrate-chughtapan
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrate
Source: https://github.com/chughtapan/safer-by-default/tree/main/skills/orchestrate
Command: npx skills add https://github.com/chughtapan/safer-by-default --skill orchestrate-chughtapan

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Decomposes a multi-step intent into manageable sub-tasks, classifies each by modality, routes each sub-task to the correct modality skill, and gates progress with published artifacts tracked on GitHub issues.

Core Features & Use Cases

  • Decomposition and orchestration across modalities (spec, architect, implement, verify) for complex goals.
  • Artifact-driven handoffs and progression with explicit dependencies and state labels.
  • Automatic tracking and publishing of parent epic progress, sub-task creation, and cross-skill invocation.

Quick Start

Draft a structured orchestration plan for a multi-modality goal and dispatch the first sub-task to its designated modality.

Frequently Asked Questions about orchestrate

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I coordinate multi-modality work with artifact gates on GitHub?

You can coordinate multi-modality work by classifying user intent, decomposing it into sub-tasks, and routing each to the appropriate modality while gating progress on published artifacts tracked via GitHub issues.

What is artifact-driven task routing for complex project workflows?

Artifact-driven task routing is a process that decomposes a multi-step intent into sub-tasks, classifies each by modality, and enforces explicit dependencies and state labels to gate progression across different workflow phases.

How do I decompose a multi-step goal into sub-tasks for different modalities?

You decompose a multi-step goal by classifying the initial intent and routing each resulting sub-task to a designated modality, such as spec, architect, implement, or verify, to handle its specific lifecycle state transitions.

Does this orchestration approach work with GitHub issues for epic management?

Yes, this orchestration approach works with GitHub issues by automatically tracking and publishing parent epic progress, creating sub-tasks, and managing cross-skill invocations for an auditable end-to-end workflow.

When do I need artifact-based governance for end-to-end orchestration?

You need artifact-based governance for end-to-end orchestration when your goals require coordination across multiple modalities with explicit dependencies and lifecycle state transitions tracked on GitHub.

What is the best way to structure a workflow plan for multi-modality task routing?

The best way to structure a workflow plan is to draft a structured orchestration plan for the multi-modality goal and dispatch the first sub-task to its designated modality to initiate the gated progression.