PolyClaw

PolyClaw is an advanced, CLI-driven autonomous agent designed specifically for the Polymarket prediction ecosystem. It serves as a bridge between high-level AI analysis and on-chain execution, allowing users to move from market discovery to trade placement within seconds. Operated by Chainstack Labs, the tool leverages a robust infrastructure-aware architecture to handle the complexities of decentralized prediction markets on the Polygon network. PolyClaw is unique in its ability to scan for opportunities across 11+ signal sources, processing data in tight 90-second cycles to ensure that traders are acting on the most current information available.

The tool operates as a "skill" within the broader OpenClaw AI framework, utilizing LLMs (such as DeepSeek or NVIDIA Nemotron) to perform logical implication analysis. This allows PolyClaw to go beyond simple price tracking; it can actually discover "hedging" opportunities—where a user can cover their risk by betting on correlated outcomes across different markets. Because it is open-source, developers and quants can audit the code and customize the trading logic to fit specific risk appetites. To date, it has become a staple for users looking to automate sophisticated strategies like split-position execution and real-time P&L monitoring without the manual overhead of a web interface.