What-If Oracle — Possibility Space Explorer
A structured scenario-analysis skill that turns any "what if?" question into 4–6 branches (best, likely, worst, wild card, contrarian, second-order) with probabilities and response plans.
UtilitiesBeginner★ 33,030⑂ 3,248AI score 7/10Last updated: Aug 9, 2026
What it does
Instead of a single prediction, the Oracle maps the whole possibility space around a decision.
- Sharpens the question: turns "what if AI takes over?" into "what if 40% of knowledge-work tasks in industry X are automated within 3 years?" by isolating variable, magnitude, timeframe, and context.
- Generates 4–6 branches: Ω best case, α likely case, Δ worst case, Ψ wild card, Φ contrarian, ∞ second-order effects.
- Analyzes each branch in a fixed card format: probability, confidence, narrative, key assumptions, early trigger signals, consequences at immediate / 30 days / 6 months, required response, and "what most people miss."
- Synthesizes: probability distribution bar chart, no-regret robust actions, hedges, decision tripwires, and a "1% insight."
- Modes: Quick (3 branches), Deep (all 6), Scenario Chain (recursive), Reverse (backcasting from a goal), Competitive (multi-stakeholder views).
Who it's for
- Founders and PMs facing hard-to-reverse forks
- Strategy and risk owners who need contingency plans on paper
- Team leads who want assumptions stress-tested before a decision meeting
- Researchers writing structured alternative-scenario sections
Examples
- Supplier shock — "What if our main supplier raises prices 30% in Q3?" → the worst-case branch pinpoints when margins go negative and which leading indicators to monitor.
- Early launch call — "What if we ship the beta six months early?" → compare the likely and contrarian branches to weigh first-mover gains against churn risk.
- Career fork — "What if I go independent for a year?" → Quick mode with three branches defines the cash runway tripwire and a return-to-employment trigger.
· · · Install guide · · ·
Install in the Claude app (no terminal)
- Download the ZIP with the button below.
- In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
- Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Install in Claude Code
Let Claude do it — paste this into Claude Code
Install the skill I found on Claude Skill Mart. Copy the skills/what-if-oracle folder from the GitHub repo K-Dense-AI/scientific-agent-skills into my ~/.claude/skills/what-if-oracle/. When it's done, tell me in one line what this skill can do.
Install with a command instead
git clone https://github.com/K-Dense-AI/scientific-agent-skills.git && mkdir -p ~/.claude/skills && cp -r scientific-agent-skills/skills/what-if-oracle ~/.claude/skills/⚠ This is a third-party skill. Check the source repository before installing.
- Open a terminal (Terminal on macOS/Linux, Git Bash on Windows).
- Clone the repo:
git clone https://github.com/K-Dense-AI/scientific-agent-skills.git - Create the skills folder:
mkdir -p ~/.claude/skills - Copy the skill:
cp -r scientific-agent-skills/skills/what-if-oracle ~/.claude/skills/ - Confirm that
references/scenario-templates.mdcame along — it holds the domain-specific templates. - Restart Claude Code and try: "Run the what-if oracle on: what if we raise prices 20%?"
- Note: licensed CC BY-NC-SA 4.0 — commercial use requires permission from the author.
View source on GitHub ↗License: MIT