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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.

UtilitiesBeginner33,0303,248AI 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

  1. 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.
  2. 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.
  3. 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)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Download 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.

  1. Open a terminal (Terminal on macOS/Linux, Git Bash on Windows).
  2. Clone the repo: git clone https://github.com/K-Dense-AI/scientific-agent-skills.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r scientific-agent-skills/skills/what-if-oracle ~/.claude/skills/
  5. Confirm that references/scenario-templates.md came along — it holds the domain-specific templates.
  6. Restart Claude Code and try: "Run the what-if oracle on: what if we raise prices 20%?"
  7. Note: licensed CC BY-NC-SA 4.0 — commercial use requires permission from the author.