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what-if-oracle

100 / 100 · Low risk

Fine to try.

By K-Dense-AI/claude-scientific-skills (GitHub) · data · 57,146 stars · scanned at commit 2d2065f

Supports structured what-if scenario analysis for research planning, experimental contingencies, and scientific project decisions. Explores favorable, reference, adverse, wild-card, contrarian, and second-order scenarios with explicit assumptions, evidence, and decision triggers. Use to stress-test a research plan under uncertainty; scenario narratives do not estimate causal effects or calibrated forecast probabilities.

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/'what-if-oracle' ] || [ -L ~/.agents/skills/'what-if-oracle' ]; then echo 'A skill folder named what-if-oracle already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/K-Dense-AI/claude-scientific-skills' "$d" && git -C "$d" checkout --quiet '2d2065fb4520fa3f3f2bcf61cff26ec8b7eba4b5' -- 'skills/what-if-oracle' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/what-if-oracle' ~/.agents/skills/'what-if-oracle' && 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/'what-if-oracle' ~/.claude/skills/'what-if-oracle' (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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Score history

DateVersionScore
2026-11-102d2065f100
2026-11-08a25cf9e100
2026-11-07a25cf9e100

Also found in

Identical copies of this skill exist at: