skill-amplifier

Splits a target skill's work into dimensions for parallel sub-agent deep investigation and cross-verified synthesis.

2|Updated Jun 8, 2026
One-click install
npx skills add https://github.com/HACK-WU/skills --skill skill-amplifier-hack-wu
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-amplifier
Source: https://github.com/HACK-WU/skills/tree/main/skills/skill-amplifier
Command: npx skills add https://github.com/HACK-WU/skills --skill skill-amplifier-hack-wu

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? When a single agent runs an analysis or generation skill single-threaded, every evaluation dimension only gets shallow coverage because context is limited. This Skill deepens execution by splitting the target skill's work into independent dimensions, dispatching sub-agents to investigate each in depth, then having the main agent cross-verify and merge the findings. ## Core Features & Use Cases - Output Amplification (analysis skills): Splits evaluation dimensions of skills like code-review or design-review, dispatches read-only sub-agents per dimension, then runs coverage checks, conflict detection, and evidence verification before producing the final report. - Input Amplification (generation skills): Parallelizes only the research phase of writing-oriented skills like design-craft, collecting evidence packages while the main agent still writes single-threaded to preserve global consistency. - Respect for Native Discipline: Honors any parallel/serial rules already built into the target skill, keeps serial-only dimensions on the main agent, and always outputs in the target skill's native report format. - Use Case: A user says "use amplified mode to review this commit" — the Skill locks onto code-review, keeps its serial dimensions on the main agent, dispatches five sub-agents for security, bug-risk, style, performance, and testing, verifies high-severity findings against raw evidence, and outputs a standard Review Report with an amplification note. ## Quick Start Ask the agent to run a specific skill in amplified mode, for example by saying "use amplified mode to run code-review on this change".

Frequently Asked Questions about skill-amplifier

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

FAQPage Schema
How do I run a code review with parallel sub-agents?▼

Explicitly ask for amplified execution, such as "use amplified mode to run code-review". The Skill splits the review into dimensions, dispatches read-only sub-agents per dimension, then cross-verifies findings before producing the standard review report.

What is the difference between output amplification and input amplification?▼

Output amplification applies to analysis skills and splits evaluation dimensions for parallel deep investigation. Input amplification applies to generation skills and only parallelizes the pre-writing research, while the main agent still writes single-threaded to keep the document consistent.

Does skill-amplifier work with any skill automatically?▼

No. It only activates on explicit user triggers like "amplified execution" or "split dimensions for parallel review", and it refuses orchestration-type skills that have no divisible dimensions. It never hijacks a target skill's normal execution.

What happens if sub-agent dispatch is unavailable?▼

The Skill degrades gracefully: the main agent investigates each dimension serially, still writes dimension reports to disk, and performs the same coverage, conflict, and evidence verification steps before producing the final report.

When should I not use amplified execution?▼

Avoid it for workflow orchestration skills that have no independent dimensions to split, and for small tasks where single-threaded execution already provides enough depth. The Skill itself tells you when a target is not applicable and falls back to normal execution.