predictor-hand-skill

Collect signals, build reasoning chains, and score prediction accuracy.

1|Updated Mar 2, 2026
One-click install
npx skills add https://github.com/0xMerl99/FangAI --skill predictor-hand-skill
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: predictor-hand-skill
Source: https://github.com/0xMerl99/FangAI/tree/main/crates/openfang-hands/bundled/predictor
Command: npx skills add https://github.com/0xMerl99/FangAI --skill predictor-hand-skill

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the process of making, tracking, and scoring predictions about future events, helping users make more informed decisions by leveraging data and structured reasoning.

Core Features & Use Cases

  • Signal Collection: Gathers relevant data from news, social media, financial reports, and academic papers.
  • Reasoning Chains: Builds logical arguments for predictions, considering base rates and evidence.
  • Accuracy Tracking: Scores past predictions and provides calibration insights.
  • Use Case: Predict the likelihood of a specific technology being adopted within the next year, based on current market trends, expert opinions, and funding data.

Quick Start

Configure the predictor hand skill to focus on technology predictions with a 3-month time horizon.

Frequently Asked Questions about predictor-hand-skill

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

FAQPage Schema
How does automated forecasting work for predicting future events?

Automated forecasting works by collecting signals from sources like financial reports and building logical reasoning chains that consider base rates and evidence to generate calibrated predictions with accuracy tracking.

Can I generate predictions for specific domains like technology and finance?

Yes, you can generate predictions for domains including technology, finance, geopolitics, and climate by configuring the forecasting engine to focus on a specific area and time horizon such as a 3-month outlook.

How do I track the accuracy of my predictions over time?

You track the accuracy of predictions by scoring historical outcomes against the initial forecasts, providing calibration insights to measure whether the predicted probabilities reliably match the actual frequency of events.

What is the best way to mitigate bias when building prediction models?

The best way to mitigate bias in prediction models is by enforcing structured reasoning throughout the forecasting process, ensuring that logical arguments weigh base rates and collected signals objectively rather than relying on intuition.

Does superforecasting require integrating external web search and knowledge graphs?

Superforecasting utilizes tools for web search, memory storage, and knowledge graph manipulation to aggregate diverse signals, which supports the structured reasoning necessary for reliable forecasting.