Simplification Cascades

Simplification Cascades is a skill for Claude Code from GGPrompts/my-gg-plugins. It costs 29 tokens per session (612 once invoked), scanned A, original, no licence file.

A reasoning method for finding one fact or idea that makes several parts of a design unnecessary.

In plain words
What is it for?
Use it when simplifying systems, plans, or architectures and deciding which parts can be removed.
Why use it?
It helps reduce needless components by checking whether one underlying insight removes the need for others.

Skill for Claude Code

Written for Claude Code: when-to-use in frontmatter.

Part of the problem-solving plugin — 6 skills shipped together

Good fit Use it when simplifying systems, plans, or architectures and deciding which parts can be removed.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ggprompts/my-gg-plugins/simplification-cascades
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 GGPrompts/my-gg-plugins --skill simplification-cascades
Clone the repo
git clone --depth 1 https://github.com/GGPrompts/my-gg-plugins

Made for: Claude Code.

Or install problem-solving, the plugin that ships this one along with the rest of its 6 skills.

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 Simplification Cascades

README.md
[![agentmods](https://agentmods.dev/badge/skills/ggprompts/my-gg-plugins/simplification-cascades/github.svg)](https://agentmods.dev/skills/ggprompts/my-gg-plugins/simplification-cascades)
Your own site
<a href="https://agentmods.dev/skills/ggprompts/my-gg-plugins/simplification-cascades"><img src="https://agentmods.dev/badge/skills/ggprompts/my-gg-plugins/simplification-cascades/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 Simplification Cascades

Your own site · 80×15
<a href="https://agentmods.dev/skills/ggprompts/my-gg-plugins/simplification-cascades"><img src="https://agentmods.dev/badge/skills/ggprompts/my-gg-plugins/simplification-cascades.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 612 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 unknown 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 $0.00029 $0.00612
Opus 5.5 $0.00012 $0.00245
Sonnet 5.5 $0.00006 $0.00122
Haiku 4.5 $0.00003 $0.00061

Measured 2mo ago against content hash 57417c2d4693, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

Simplification Cascades 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 2mo 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.

plugins/problem-solving/skills/problem-solving/simplification-cascades/SKILL.md · 77 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 2mo ago First seen · 77 lines · 29 tokens per session scan A 57417c2d4693

Subscribe to this mod's changes

Simplification Cascades is a skill published in the GitHub repository GGPrompts/my-gg-plugins (10 stars, last pushed 10mo ago), with no licence file. It adds 29 tokens to every session and 612 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-31.

Related

Simplification Cascades compared with skills from other repositories

Simplification Cascades next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
Simplification CascadesGGPrompts/my-gg-pluginsSkill1010mo agononeA29Claude Code
imagegenopenai/codexSkill134ktodayApache-2.0A113Codex
playwright-climicrosoft/playwrightSkill100ktodayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k3d agoMITA200Claude Code, Codex
browser-automationopenclaw/openclawSkill394ktodayMITA36Claude Code
systematic-debuggingobra/superpowersSkill315k6d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143ktodayMITA95Claude Code