aster-timesfm-pipeline

Community

Zero-shot crypto forecasting with quantiles

Authorkmshihab7878
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill provides an end-to-end pipeline that pulls historical klines from the Aster DEX, transforms market data into numeric series, and produces zero-shot point forecasts with quantile prediction intervals via TimesFM to support trading signal generation and risk assessment.

Core Features & Use Cases

  • Aster MCP ingestion: retrieve historical klines and optional funding rates at multiple intervals for any supported trading pair.
  • TimesFM forecasting: run TimesFM 2.5 to generate point forecasts and full quantile prediction intervals for uncertainty-aware decisions.
  • Batch multi-pair processing: forecast many pairs in a single batch for efficient signal generation and portfolio-level risk analysis.
  • Risk-aware rules: interpret quantile spreads for position sizing, backtest forecast accuracy, and reduce exposure when uncertainty is high.
  • Use Case: produce 24-hour hourly forecasts for BTCUSDT to inform trade entry/exit decisions and assess downside/upside risk via the 10th–90th percentiles.

Quick Start

Request a 24-hour hourly forecast for BTCUSDT with quantile intervals and return the point forecast plus the 10th and 90th percentile bounds.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: aster-timesfm-pipeline
Download link: https://github.com/kmshihab7878/claude-code-setup/archive/main.zip#aster-timesfm-pipeline

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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