Overview
Permissions
Capabilities
Network Operations
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prediction-profile-builder
A prediction profile builder where you can find predictions of an X user,
Predictor Profile Builder
Description
Generates comprehensive analytics on prediction makers by tracking their expertise areas, prediction style, confidence levels, and historical accuracy. The Predictor Profile Builder analyzes prediction history and behavioral patterns to create detailed profiles that influence grading and verification processes.
Key Capabilities
- Prediction History Analysis: Analyzes prediction history and style metrics
- Expertise Identification: Identifies expertise areas and prediction patterns
- Style Grading: Grades user's prediction style, accuracy, and consistency to influence later grading
- Accuracy Tracking: Tracks verified predictions for historical accuracy records
Command Line Interface
# Build profile for a specific predictor
bun run build-profile --username "<username>" [--output <file>]
# Example:
bun run build-profile --username "ElonMusk" --output elon-profile.json
Sample Output
{
"username": "elonmusk",
"display_name": "Elon Musk",
"bio": "Technoking of Tesla",
"follower_count": 157000000,
"prediction_count": 42,
"expertise_areas": ["Electric Vehicles", "Space", "AI", "Energy", "Social Media"],
"prediction_style": {
"confidence_level": 0.89,
"explicitness": 0.75,
"evidence_based": 0.7,
"time_horizon": "medium"
},
"verified_accuracy": 0.68,
"past_predictions": []
}
Technical Stack
- TypeScript + Bun runtime
- LangChain/LangGraph for custom tool routing and structured output
- Datura API for X/Twitter integration
- Advanced NLP for prediction pattern analysis