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heuristic-to-deterministic

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a devops skill usually runs commands, installs tools and uses cloud credentials.

By jpcaparas/skills (GitHub) · devops · 57 stars · scanned at commit c95f32e

Convert repeated heuristics into deterministic behavior: validator scripts, normalizer tools, generators, fixtures, manifests, CI jobs, and hook-ready checks. Use to codify learnings and prevent future guessing. Do NOT use for pure brainstorming or one-off edits.

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/'heuristic-to-deterministic' ] || [ -L ~/.agents/skills/'heuristic-to-deterministic' ]; then echo 'A skill folder named heuristic-to-deterministic already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/jpcaparas/skills' "$d" && git -C "$d" checkout --quiet 'c95f32eca37fdd414431c43ee102e7738f341b74' -- 'skills/engineering/heuristic-to-deterministic' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/engineering/heuristic-to-deterministic' ~/.agents/skills/'heuristic-to-deterministic' && 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/'heuristic-to-deterministic' ~/.claude/skills/'heuristic-to-deterministic' (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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