complexity-reduction

complexity-reduction is a skill for Claude Code, Codex from Cody-W-Tucker/Cognitive-Assistant. It costs 66 tokens per session (2,012 once invoked), scanned A, original, Apache-2.0.

A guide for making work simpler, easier to check, and easier for someone else to operate. It focuses on whether each layer or dependency earns its place.

In plain words
What is it for?
Use it when simplifying, redesigning, summarizing, or handing off code, documents, workflows, or other deliverables that may contain unnecessary layers.
Why use it?
It reduces the risk of work looking finished while hiding structure that another person must reconstruct. It also helps prevent solutions from becoming heavier than the problem.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions OpenCode.

Good fit Use it when simplifying, redesigning, summarizing, or handing off code, documents, workflows, or other deliverables that may contain unnecessary layers.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cody-w-tucker/cognitive-assistant/complexity-reduction
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Cody-W-Tucker/Cognitive-Assistant --skill complexity-reduction
Clone the repo
git clone --depth 1 https://github.com/Cody-W-Tucker/Cognitive-Assistant

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for complexity-reduction

README.md
[![agentmods](https://agentmods.dev/badge/skills/cody-w-tucker/cognitive-assistant/complexity-reduction/github.svg)](https://agentmods.dev/skills/cody-w-tucker/cognitive-assistant/complexity-reduction)
Your own site
<a href="https://agentmods.dev/skills/cody-w-tucker/cognitive-assistant/complexity-reduction"><img src="https://agentmods.dev/badge/skills/cody-w-tucker/cognitive-assistant/complexity-reduction/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for complexity-reduction

Your own site · 80×15
<a href="https://agentmods.dev/skills/cody-w-tucker/cognitive-assistant/complexity-reduction"><img src="https://agentmods.dev/badge/skills/cody-w-tucker/cognitive-assistant/complexity-reduction.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 66 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,012 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00066 $0.02012
Opus 5 $0.00033 $0.01006
Sonnet 5 $0.00013 $0.00402
Haiku 4.5 $0.00007 $0.00201

Measured 9d ago against content hash 9b2dab21c634, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

complexity-reduction scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

workspaces/skills/operational/complexity-reduction/SKILL.md · 167 lines

How it starts

The opening of the file, as written. The whole thing — 167 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Complexity Reduction

When To Use

Load this when any of these are in play:

  • About to summarize, simplify, redesign, or hand off something that could sound informed while drifting from actual files, behavior, or operator
  • A simplification is on the table and you cannot yet tell whether it removes real complexity or just renames it
  • Output risks becoming structurally heavier than the task (extra layers, dependencies, branching, frameworks, citations, tool chatter, multi-voice prose)
  • Tempted to claim "it should work" without a concrete before/after/confirm path
  • Deliverable will be operated by someone specific — non-technical editor, coding agent, buyer who needs the point immediately
  • User signal: "this seems overly complex," too many files, factory/if-tree smell, defensive scaffolding already covered by a library
  • Structure has become harder to reason about than the problem it solves

Do Not Use

  • Plain factual answers, small edits, or mechanical procedures where verification and usability are not in question
  • Cases where adding structure is the actual job and already proven necessary
  • Scope still unbound (no object/operator/acceptance) — scope-framing first
  • Pure discovery-vs-commitment pacing / handoff polish — boundary-handoff
  • Blind patch or fluency-without-ground drift mid-repair — failure-recovery (may interrupt into this skill after diagnosis)

What This Owns

Structural simplification with truth-contact and operator fit — collapse unearned machinery while preserving the function that matters and leaving the next decision guesswork-free.

Does not own: initial bounding, mode routing, relational motive, or full diagnosis loops.

Standing rule from profile: earn every layer. Best practice is not justification. Cutting ceremony is not cutting rigor.

Two-Halves Test (Before Calling Work Done)

Strong work requires both halves; one without the other is unfinished:

  1. Simplify to the minimum form that preserves real utility. Remove unnecessary moving parts, but keep every piece of information needed to act safely — fit the operator who maintains or runs it.
  2. Then add enough concrete structure that the next decision needs no guesswork. Detail in the dimension that makes the main path obvious — not detail elsewhere that hides the main path.

Read the full file on GitHub · 167 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 167 lines · 66 tokens per session scan A 9b2dab21c634

Subscribe to this mod's changes

complexity-reduction is a skill published in the GitHub repository Cody-W-Tucker/Cognitive-Assistant (11 stars, last pushed 22d ago), licensed Apache-2.0. It adds 66 tokens to every session and 2,012 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.