When should I use this skill?

Use it when you are uncertain about production scalability, need to clarify edge cases, or are validating high-volume system architectures during the design phase.

What is the Scale Game skill?

The Scale Game is a methodology-driven skill for Claude Code that tests software designs against extreme scenarios to reveal fundamental architectural weaknesses that are hidden at normal scales.

Why should I test at 'minimum' scales?

Testing at 1000x smaller scales helps identify unnecessary overhead, fixed costs, and inefficiencies that might be negligible at normal scale but critical for microservice performance.

Does this skill perform actual load testing?

It primarily acts as an architectural validator and analytical partner to identify where logic breaks, though it can also help you write the code for physical stress tests.

What specific dimensions does this skill test?

It evaluates system behavior across five main dimensions: Volume (items), Speed (latency), Users (concurrency), Duration (time), and Failure Rate.

Scale Game Architect

Name: Scale Game Architect
Author: Dmccarty30

byDmccarty30

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安全与测试

Validates architectural scalability and identifies hidden edge cases by stress-testing system assumptions at extreme scales.

The Scale Game skill empowers Claude to perform extreme-scale mental and technical modeling, exposing architectural flaws and performance bottlenecks that remain invisible under normal operating conditions. By forcing the system to consider scenarios 1000x larger or smaller than expected—such as billion-user concurrency, instant execution versus century-long state persistence, or total failure environments—it helps developers identify where synchronous APIs fail, where memory leaks occur, and where error handling becomes overwhelmed. This proactive stress-testing approach ensures that code is fundamentally sound and production-ready before real-world traffic exposes critical vulnerabilities.

主要功能

01Latency and speed stress testing (Instant vs. Long-term)

02Extreme volume modeling for algorithmic complexity analysis

032 GitHub stars

04Concurrency and user-load resource limit identification

05System duration and state growth analysis

06Failure rate adequacy and error handling validation

使用场景

01Identifying potential memory leaks or state bloat in background processes meant to run for years.

02Validating whether a database schema or data model can handle rapid production growth from 1 to 1 billion items.

03Determining the transition point where synchronous API calls must be replaced by asynchronous messaging systems.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add dmccarty30/journeyman-jobs scale-game

For use in Claude.ai and ChatGPT

主要功能

01Latency and speed stress testing (Instant vs. Long-term)

02Extreme volume modeling for algorithmic complexity analysis

032 GitHub stars

04Concurrency and user-load resource limit identification

05System duration and state growth analysis

06Failure rate adequacy and error handling validation

使用场景

01Identifying potential memory leaks or state bloat in background processes meant to run for years.

02Validating whether a database schema or data model can handle rapid production growth from 1 to 1 billion items.

03Determining the transition point where synchronous API calls must be replaced by asynchronous messaging systems.