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huygiatrng/AlpacaTradingAgent

LLM agents & research★ 277 GitHub starsPython⏱ Commits today

Multi-agent LLM trading framework that trades on Alpaca

What it is

A multi-agent LLM framework for financial trading that can place trades on Alpaca. Several language model agents work together on market analysis and decisions, and orders are sent through the Alpaca API. Developers and researchers interested in connecting LLM agents to a real brokerage are the intended users. Execution is tied to Alpaca, and letting an LLM place orders calls for paper trading and strict limits first.

At a glance

Research onlyOur rating, based on popularity, maintenance and how ready it is for real use.

Best forDevelopers
Used forLive trading, AI agents
MarketsUS equities
StackPython
Learning curveModerate learning curve
Practical valueMedium practical value
CostFree and open source
HardwareNo GPU needed
MaintenanceCommits today

GitHub stars, last 30 days

Daily snapshots since 2026-09-28 (up to 30 days): +3 over the period, now 277. Gaps mean no snapshot was taken that day.

In the author's words

AlpacaTradingAgent: Multi-Agents LLM Financial Trading Framework and perform trades on alpaca

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