What specific dimensions are tested?

The skill evaluates Volume (number of items), Speed (latency), Users (concurrency), Duration (time-based growth), and Failure Rates (resilience).

When should I use this skill?

Use this skill when you are uncertain about production scalability, need to identify obscure edge cases, or want to validate a new architecture before implementation.

What is the Scale Game skill?

It is a specialized capability that allows Claude to analyze how software performs at extreme scales—such as 1 billion items or instant vs. year-long durations—to reveal hidden architectural flaws.

Does it actually run code at those scales?

No, it is a logical analysis framework that evaluates your code or design against extreme parameters to identify where algorithmic or architectural limits will realistically occur.

Scale Game Problem Solving

Name: Scale Game Problem Solving
Author: pathvanasoftware

bypathvanasoftware

0•

Security & Testing

Exposes architectural weaknesses and fundamental truths by stress-testing software concepts at extreme theoretical scales.

The Scale Game skill empowers Claude to perform rigorous mental simulations of code and architecture by applying extreme constraints. By evaluating how a system behaves when data volume, user count, or time duration is increased or decreased by a factor of 1000, the skill reveals hidden bottlenecks like algorithmic complexity limits, memory leaks, and concurrency issues before they reach production. This systematic approach helps developers move beyond 'it works on my machine' to building robust, production-ready systems that can survive extreme real-world conditions.

Key Features

01Uncovers hidden memory leaks and state growth issues over long durations

02Validates error handling adequacy through extreme failure rate testing

03Identifies algorithmic complexity limits through extreme volume simulation

04Stress-tests logic across volume, speed, user count, and duration dimensions

05Detects concurrency and resource limit problems at massive user scales

060 GitHub stars

Use Cases

01Identifying potential memory leaks in long-running background processes

02Optimizing API endpoints by simulating global network latency and high concurrency

03Validating architectural designs for high-traffic production environments

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add pathvanasoftware/iosstoragecleaner superpowers-problem-solving

For use in Claude.ai and ChatGPT

Download Skill