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TimeCopilot

About

We introduce TimeCopilot, the first open-source agentic framework for forecasting that combines multiple Time Series Foundation Models (TSFMs) with Large Language Models (LLMs) through a single unified API. TimeCopilot automates the forecasting pipeline: feature analysis, model selection, cross-validation, and forecast generation, while providing natural language explanations and supporting direct queries about the future. The framework is LLM-agnostic, compatible with both commercial and open-source models, and supports ensembles across diverse forecasting families. Results on the large-scale GIFT-Eval benchmark show that TimeCopilot achieves state-of-the-art probabilistic forecasting performance at low cost. Our framework provides a practical foundation for reproducible, explainable, and accessible agentic forecasting systems.

Azul Garza, Ren\'ee Rosillo• 2025

Related benchmarks

TaskDatasetResultRank
Time Series ForecastingGIFT-Eval (test)--
63
Time Series ForecastingGIFT-EVAL (Leaderboard (LB))
LB MASE0.7051
15
Time Series ForecastingGIFT-Eval
Routing Latency (ms)450
4
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