Agent Skillssoftaworks/agent-toolkit › reducing-entropy

reducing-entropy

GitHub

专注于最小化代码库总行数的技能,倡导删除冗余代码而非仅做重构。通过评估最终代码量、识别可删除部分及警惕过度设计,实现熵减目标。

skills/reducing-entropy/SKILL.md softaworks/agent-toolkit

Trigger Scenarios

用户明确要求减少代码量 评估代码变更是否导致总体代码增加

Install

npx skills add softaworks/agent-toolkit --skill reducing-entropy -g -y
More Options

Use without installing

npx skills use softaworks/agent-toolkit@reducing-entropy

指定 Agent (Claude Code)

npx skills add softaworks/agent-toolkit --skill reducing-entropy -a claude-code -g -y

安装 repo 全部 skill

npx skills add softaworks/agent-toolkit --all -g -y

预览 repo 内 skill

npx skills add softaworks/agent-toolkit --list

SKILL.md

Frontmatter
{
    "name": "reducing-entropy",
    "description": "Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not effort. Bias toward deletion."
}

Reducing Entropy

More code begets more code. Entropy accumulates. This skill biases toward the smallest possible codebase.

Core question: "What does the codebase look like after?"

Before You Begin

Load at least one mindset from references/

  1. List the files in the reference directory
  2. Read frontmatter descriptions to pick which applies
  3. Load at least one
  4. State which you loaded and its core principle

Do not proceed until you've done this.

The Goal

The goal is less total code in the final codebase - not less code to write right now.

  • Writing 50 lines that delete 200 lines = net win
  • Keeping 14 functions to avoid writing 2 = net loss
  • "No churn" is not a goal. Less code is the goal.

Measure the end state, not the effort.

Three Questions

1. What's the smallest codebase that solves this?

Not "what's the smallest change" - what's the smallest result.

  • Could this be 2 functions instead of 14?
  • Could this be 0 functions (delete the feature)?
  • What would we delete if we did this?

2. Does the proposed change result in less total code?

Count lines before and after. If after > before, reject it.

  • "Better organized" but more code = more entropy
  • "More flexible" but more code = more entropy
  • "Cleaner separation" but more code = more entropy

3. What can we delete?

Every change is an opportunity to delete. Ask:

  • What does this make obsolete?
  • What was only needed because of what we're replacing?
  • What's the maximum we could remove?

Red Flags

  • "Keep what exists" - Status quo bias. The question is total code, not churn.
  • "This adds flexibility" - Flexibility for what? YAGNI.
  • "Better separation of concerns" - More files/functions = more code. Separation isn't free.
  • "Type safety" - Worth how many lines? Sometimes runtime checks in less code wins.
  • "Easier to understand" - 14 things are not easier than 2 things.

When This Doesn't Apply

  • The codebase is already minimal for what it does
  • You're in a framework with strong conventions (don't fight it)
  • Regulatory/compliance requirements mandate certain structures

Reference Mindsets

See references/ for philosophical grounding.

To add new mindsets, see adding-reference-mindsets.md.


Bias toward deletion. Measure the end state.

Version History

  • 3027f20 Current 2026-08-20 07:06

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