TauricResearch/TradingAgents v0.5.0

TradingAgents v0.5.0

on GitHub

Summary

Point-in-time integrity across every dated path, decisions recorded as they were made, backtesting over a grid of tickers and dates, the caller's portfolio as run input, and SEC EDGAR fundamentals served as filed.

Fundamentals as filed

• SEC EDGAR serves US company statements as they stood on the run's date: a period that has ended but has not been filed is not served, and a figure restated later still reads as first reported. Keyless, opt-in via the vendor chain.
• A historical run is no longer served a present-day company profile by either fundamentals vendor (#1300).

Point-in-time and honest attribution

• Dated tools take the run's date from graph state, so an omitted or later date cannot reach a vendor (#1331, #1319, #1118).
• Insider filings and prediction-market odds are bounded by the run date, and insider rows state that a trade becomes public when its Form 4 is filed.
• A vendor failure is reported as a vendor failure: yfinance raises instead of returning its errors as text, an outage is not reported as a company with no data, and a chain where every vendor is unavailable says so instead of ending the run.
• A feed that never observed a window reports it as unavailable rather than as an absence, across news, Reddit and StockTwits.

Decisions and evaluation

• Backtesting: run_backtest runs the pipeline over a ticker and date grid into its own decision log, and summarize scores the settled cells (#1234).
• Portfolio context: propagate(..., portfolio=...) and --portfolio let the trader, risk and portfolio agents size against real holdings; a run without one is never treated as a flat book.
• Decisions are recorded as made: an unreadable decision is flagged for review instead of becoming a tradeable Hold, and a rating argued against is no longer read as the call.
• Scoring reads the direction each rating claimed, and the outcome window is configurable (holding_period_days).

CLI

• tradingagents backtest, with --run-id to continue an interrupted sweep (#1234).
• The previous run's selections come back as prompt defaults (#1236, #920).
• A run with no readable rating says so, and the live view no longer scrolls (#649, #784).

Models

• Current lineups for every provider: GPT-6 Astra and the GPT-5.6 family, Gemini 3.8 Flash, Claude Opus 5 and Fable 5.1, Grok 4.6, DeepSeek Flash, Qwen 3.8, GLM-5.3, MiniMax M3, Kimi K3 and the current Mistral snapshots.
• Every provider accepts a model ID the picker does not list.
• GLM traffic goes to the platform its key belongs to, and Ollama structured output no longer sends a tool_choice it rejects (#1062).

See CHANGELOG.md for the full list, including contributor acknowledgments.