Scalability Assessment

SkillDev tools

Assess a system for growth bottlenecks. Use when a senior developer needs to evaluate scaling limits.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Scalability Assessment skill

What this skill tells your AI

The instructions your AI receives, as published by proflead/codex-skills-library in skills/performance/scalability-assessment/SKILL.md and read by ahel’s review.

Purpose

Assess a system for growth bottlenecks.

Inputs to request

  • Current throughput and growth projections.
  • Architecture and data stores.
  • Cost constraints and SLOs.

Workflow

  1. Estimate load characteristics and growth assumptions.
  2. Identify bottlenecks in compute, storage, and IO.
  3. Propose scaling strategies and cost impacts.

Output

  • Scalability findings and recommendations.

Quality bar

  • Explicitly state assumptions and limits.
  • Include cost and operational tradeoffs.

Signals

GitHub stars
144
Forks
30
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
scalability-assessment
Source
github.com/proflead/codex-skills-library