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Bobby-Agent-Trader

github.com/anthonysurfermx/Bobby-Agent-Trader

Monitorrisk: MediumTypeScript5 starsfound Sep 7, 2026

Autonomous trading agent that scans OKX whale flows and Polymarket smart money, using metacognition to debate and decide on trades.

Strategy

Signals from OKX whale and Polymarket smart-money flows are processed by a multi-agent AI system for high-conviction trades.


Developed for the OKX X Layer AI Hackathon, the 'Bobby-Agent-Trader' is a sophisticated experiment merging on-chain data with AI decision-making. Its architecture orchestrates a multi-agent system: one agent scans OKX for large whale positions, another monitors Polymarket for smart-money flows, and an orchestrator agent 'debates' the conflicting signals to find convergence. It then elaborates on that decision until 'the math says yes' before trading. This high-level design is a bold attempt at finding high-conviction trades based on aggregated money movement. As a hackathon prototype, its robustness and reliability for production trading are suspect; there is a higher margin for bugs in the data-fetching and model-calling logic. The huge repo size (496,152 KB) is concerning and likely includes the multi-agent framework and potentially bundled environment files, not necessarily malicious code. While the core concept is potent, the trade latency from multiple LLM agent interactions could be too slow for 5-minute events but usable for longer timeframes. This repo serves better as a Rosetta Stone for building cross-chain AI agents than a ready-to-use bot. I'd monitor its evolution for enhanced production hardening before considering a live trade.