chain

Orchestrate wave-based background agents to execute dependency sub-DAGs until completion.

Updated Mar 18, 2026

Search Tags:#automation #workflow #dependencies #parallel #task-management #orchestrate

Ready to run

npx skills add https://github.com/gioe/python-libs --skill chain-gioe

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: chain
Source: https://github.com/gioe/python-libs/tree/main/.claude/skills/chain
Command: npx skills add https://github.com/gioe/python-libs --skill chain-gioe

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrate parallel execution of a dependency sub-DAG by validating heads, displaying scope, and spawning wave-based background agents until completion.

Core Features & Use Cases

Automates dependency chain validation and scope display to surface task readiness.
Spawns parallel background agents wave-by-wave, progressing the chain as dependencies clear.
Handles on-failure strategies and recovery to keep chains progressing or safely aborting.

Quick Start

Provide one or more head task IDs to start a chain, then the system will validate heads, compute scope, and spawn waves automatically.

Frequently Asked Questions about chain

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

FAQPage Schema

How do I orchestrate parallel task execution with dependencies?▼

To orchestrate parallel task execution with dependencies, provide head task IDs to validate readiness, compute scope, and spawn background agents wave-by-wave until all downstream tasks complete.

What is wave-based task management for multi-head scenarios?▼

Wave-based task management spawns concurrent background agents for multiple head tasks, automatically progressing downstream tasks as dependencies clear across each wave of the dependency sub-DAG.

How do I automate workflow coordination when several tasks start concurrently?▼

Automate workflow coordination by validating concurrent head tasks, displaying the execution scope, and spawning background agents that manage task-state coordination through the chain lifecycle.

Can I handle on-failure recovery strategies during parallel task orchestration?▼

Yes, you can handle on-failure recovery strategies during parallel task orchestration to keep chains progressing safely or aborting, maintaining task-state coordination throughout the lifecycle.

Do I need to manually trigger downstream tasks in a dependency sub-DAG?▼

No, you do not need to manually trigger downstream tasks; the system computes the dependency sub-DAG scope and automatically spawns waves of background agents as dependencies clear.