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.