digital-oracle

Extract consensus probability estimates from live trading data across 12 financial APIs.

766|156|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/komako-workshop/digital-oracle --skill digital-oracle-komako-workshop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: digital-oracle
Source: https://github.com/komako-workshop/digital-oracle/tree/main
Command: npx skills add https://github.com/komako-workshop/digital-oracle --skill digital-oracle-komako-workshop

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill eliminates reliance on noisy opinions and social media sentiment by grounding predictions in actual market trading data. It answers probability questions about geopolitics, economics, and industries using only price signals from prediction markets, derivatives, commodities, and central bank databases.

Core Features & Use Cases

  • Multi-Signal Cross-Validation: Aggregates 12+ independent financial data sources—including Polymarket, CFTC positioning, Treasury yield curves, and SEC insider trades—to produce structured probability reports with full reasoning chains.
  • Macro Event Forecasting: Answers questions like "What is the probability of WW3?", "Will there be a recession?", or "Is AI in a bubble?" by analyzing how real money is pricing these outcomes across global markets.
  • Use Case: An investor wants to know if gold will keep rallying. The Skill pulls gold price history, CFTC smart-money positioning, yield curves, and the CNN Fear & Greed Index, then synthesizes a probability-weighted scenario analysis.

Quick Start

Use the digital-oracle skill to analyze whether the US will enter a recession in 2026 by pulling yield curves, prediction market prices, and institutional positioning data into a structured probability report.

Frequently Asked Questions about digital-oracle

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I predict recession probability using market trading data instead of news opinions?

To predict recession probability using market trading data, you aggregate price signals from prediction markets, Treasury yield curves, and institutional positioning. This approach grounds macroeconomic forecasting in actual market consensus rather than noisy sentiment, producing structured probability reports with full reasoning chains.

What is the best way to assess geopolitical risk probability using prediction markets?

Assessing geopolitical risk probability using prediction markets involves extracting consensus estimates from platforms where real money is at stake. By cross-validating live trading data from derivatives exchanges and central bank databases, you generate multi-signal reports with contradiction analysis for events like war or election outcomes.

How does multi-signal cross-validation work for financial risk assessment?

Multi-signal cross-validation for financial risk assessment works by aggregating independent data sources like CFTC positioning, SEC insider trades, and yield curves. It synthesizes these conflicting price signals into a structured probability-weighted scenario analysis, revealing how real money prices macro event outcomes.

Do I need Python and uv runtime to generate prediction market reports?

Yes, you need Python with the uv runtime to generate prediction market reports. The Skill requires this specific environment to access its 12 zero-dependency financial APIs, fetch live trading data from prediction markets and derivatives exchanges, and produce structured multi-signal probability outputs.

Can I analyze commodity price direction and bubble assessment with financial data APIs?

Yes, you can analyze commodity price direction and bubble assessment using financial data APIs. By pulling price history, smart-money positioning, and sentiment indices, the process synthesizes a probability-weighted scenario analysis to determine if assets like gold will rally or if AI is in a bubble.