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Genetic Algorithm Feature Selection and Comprehensive Model Evaluation

100 / 100 · Low risk

Fine to try.

By ECNU-ICALK/AutoSkill (GitHub) · other · 613 stars · scanned at commit 94c47ca

Implements a Genetic Algorithm (GA) using DEAP to select optimal features for a classification model (e.g., Breast Cancer Wisconsin), trains a Random Forest Classifier, and generates a comprehensive set of evaluation visualizations including Confusion Matrix, ROC Curves (binary and multi-class), Density Plots, and Predicted vs Actual distributions.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'genetic-algorithm-feature-selection-and-comprehensive-model-eval' ] || [ -L ~/.agents/skills/'genetic-algorithm-feature-selection-and-comprehensive-model-eval' ]; then echo 'A skill folder named genetic-algorithm-feature-selection-and-comprehensive-model-eval already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/ECNU-ICALK/AutoSkill' "$d" && git -C "$d" checkout --quiet '94c47ca488d4ba4117d20272e66d49b9877e68cf' -- 'SkillBank/ConvSkill/english_gpt4_8/genetic-algorithm-feature-selection-and-comprehensive-model-eval' && mkdir -p ~/.agents/skills && cp -R "$d"/'SkillBank/ConvSkill/english_gpt4_8/genetic-algorithm-feature-selection-and-comprehensive-model-eval' ~/.agents/skills/'genetic-algorithm-feature-selection-and-comprehensive-model-eval' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'genetic-algorithm-feature-selection-and-comprehensive-model-eval' ~/.claude/skills/'genetic-algorithm-feature-selection-and-comprehensive-model-eval' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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