Context Efficiency Review

What problem does it solve?

This Skill addresses the challenge of inefficient AI context window usage by plugins, which can lead to increased costs and slower performance.

Core Features & Use Cases

• Systematic Auditing: Provides a structured, five-stage workflow to analyze and identify context inefficiencies in plugins.
• Principle-Based Evaluation: Audits against 12 defined context efficiency principles, classifying findings by severity and consequence.
• Actionable Recommendations: Generates concrete options and implementation plans to optimize token usage and reduce costs.
• Use Case: A plugin is suspected of consuming too many tokens per request, increasing Claude's operational costs. This Skill can be used to pinpoint the exact sources of inefficiency and suggest specific code changes to mitigate them.

Quick Start

Initiate a context efficiency review for the attached plugin code.