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crystal-design-formula-crossover-agent

90 / 100 · Low risk

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

By pdl-openair/OpenAIR (GitHub) · coding · 16 stars · scanned at commit cb37612

Agent-guided multi-objective evolutionary search over chemical formulas. Use when the user wants to discover / evolve / search for new crystal formulas toward materials goals (找新晶体 / 进化材料 / SAGA-Opt / DiffCSP+ALIGNN / 公式交叉搜索). Claude is the crossover LLM AND the strategist: read snapshot → propose batch_size formulas → call driver step → maybe steer → loop.

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/'crystal-design-formula-crossover-agent' ] || [ -L ~/.agents/skills/'crystal-design-formula-crossover-agent' ]; then echo 'A skill folder named crystal-design-formula-crossover-agent already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/pdl-openair/OpenAIR' "$d" && git -C "$d" checkout --quiet 'cb37612d98d6155a133121a1f0d7cd3e06c985a8' -- 'skills/materials/crystal-design-formula-crossover-agent' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/materials/crystal-design-formula-crossover-agent' ~/.agents/skills/'crystal-design-formula-crossover-agent' && 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/'crystal-design-formula-crossover-agent' ~/.claude/skills/'crystal-design-formula-crossover-agent' (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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