a

Detect task complexity and load relevant registry shards for orchestration.

2|Updated Mar 12, 2026
One-click install
npx skills add https://github.com/ipswitch8/CC_tools --skill a-ipswitch8
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: a
Source: https://github.com/ipswitch8/CC_tools/tree/main/skills/a
Command: npx skills add https://github.com/ipswitch8/CC_tools --skill a-ipswitch8

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates task orchestration by detecting complexity, loading only the required registry shards, and executing with or without phased pipelines.

Core Features & Use Cases

  • Auto-detects task complexity and selects the minimal set of shards.
  • Orchestrates phased pipelines with gates between phases to ensure correct progression.
  • Supports both single-step and multi-phase tasks with appropriate planning.

Quick Start

Describe your task in plain language and let the skill load the necessary shards, plan the phases, and execute accordingly.

Frequently Asked Questions about a

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

FAQPage Schema
What is task complexity detection in automated orchestration?

Phased pipelines divide multi-phase projects into scaffold, implement, test, and harden stages. Gate agents enforce guardrails between these phases to ensure correct progression and validate outputs before moving forward.

How do I automate multi-phase project orchestration?

You need a manifest.json file and the necessary registry shards configured in your environment. These components allow the planner and gate agents to coordinate phases and enforce execution guardrails properly.

Can I use this for straightforward single-step tasks or does it require a full pipeline?

Gate agents act as checkpoints between pipeline phases to enforce guardrails and ensure correct progression. They validate that each stage meets requirements before the orchestration proceeds to the next phase.

What are the limitations of using registry shards for task automation?

Registry shards limit orchestration to pre-configured task definitions, requiring a manifest.json to map complexity correctly. If shards lack specific phase definitions, the pipeline cannot dynamically scaffold, implement, test, or harden undocumented project stages.