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optuna

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By mkurman/zorai (GitHub) · coding · 327 stars · scanned at commit 8ea1fc3

Hyperparameter optimization framework (Optuna). Define-by-run API with automatic search space construction, state-of-the-art samplers (TPE, CMA-ES, NSGA-II, GPSampler), efficient pruning (Median, Hyperband, ASHA), multi-objective optimization, constrained optimization, distributed parallel execution, and visualization dashboard. Integrates with PyTorch, PyTorch Lightning, TensorFlow, Keras, XGBoost, LightGBM, CatBoost, MLflow, W&B, and scikit-learn.

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'optuna' ] || [ -L ~/.agents/skills/'optuna' ]; then echo 'A skill folder named optuna already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/mkurman/zorai' "$d" && git -C "$d" checkout --quiet '8ea1fc3ae126b6e103b8508bacd8f5aa60b6f4ad' -- 'skills/scientific-skills/optuna' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/scientific-skills/optuna' ~/.agents/skills/'optuna' && 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/'optuna' ~/.claude/skills/'optuna' (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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