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optimize-readability-system

Interactive guide for tuning and optimizing the unmangleJS Readability Scoring System(readability.ts) and Semantic Scoring System (semantic.ts). Use when Golden Set validation fails, when scoring heuristics need adjustment, or when improving obfuscation detection accuracy. Emphasizes experiment-driven development: run tests, analyze data, draw conclusions - never guess blindly.

leolovenet
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leolovenet
Updated 1/20/2026
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quick start

Installation and usage

Interactive guide for tuning and optimizing the unmangleJS Readability Scoring System(readability.ts) and Semantic Scoring System (semantic.ts). Use when Golden Set validation fails, when scoring heuristics need adjustment, or when improving obfuscation detection accuracy. Emphasizes experiment-driven development: run tests, analyze data, draw conclusions - never guess blindly.

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use optimize-readability-system