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Skills/softaworks/agent-toolkit/reducing-entropy
reducing-entropy logo

reducing-entropy

softaworks/agent-toolkit
4K installs2K stars
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Installation

npx skills add https://github.com/softaworks/agent-toolkit --skill reducing-entropy

Summary

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.

SKILL.md

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.

Score

0–100
71/ 100

Grade

B

Popularity23/30

3,717 installs — solid traction. Source repo has 2,051 GitHub stars.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Reducing Entropy skill score badge previewScore badge

Markdown

[![Reducing Entropy skill](https://www.claudemarket.ai/skills/softaworks/agent-toolkit/reducing-entropy/badges/score.svg)](https://www.claudemarket.ai/skills/softaworks/agent-toolkit/reducing-entropy)

HTML

<a href="https://www.claudemarket.ai/skills/softaworks/agent-toolkit/reducing-entropy"><img src="https://www.claudemarket.ai/skills/softaworks/agent-toolkit/reducing-entropy/badges/score.svg" alt="Reducing Entropy skill"/></a>

Reducing Entropy FAQ

How do I install the Reducing Entropy skill?

Run “npx skills add https://github.com/softaworks/agent-toolkit --skill reducing-entropy” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Reducing Entropy skill do?

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. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Reducing Entropy skill free?

Yes. Reducing Entropy is a free, open-source skill published from softaworks/agent-toolkit. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Reducing Entropy work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Reducing Entropy works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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