polyclawd

Polyclawd is a Python 'AI-powered prediction market trading system' — which, in 2026, is basically the default tagline for half of GitHub, so the description does not tell you what's actually inside. Created February 2026 and updated today, with 4 stars and 1 fork in nine months, so engagement is low but organic; nothing screams star-farming. ~27MB repo size points to a real codebase with assets, tests, or notebooks rather than a 460KB clone fingerprint — no malware signals: coherent handle, plausible creation date, no oversized binary payload. The question with AI-Polymarket repos is always the same: is the 'AI' actually driving a decision loop, or is it a wrapper around the CLOB SDK with a GPT-4o prompt? Without a detailed README (which the metadata doesn't include), that's impossible to judge from the listing alone. Strategy is presumably LLM-based probability estimation compared against market prices, with some execution layer for placing orders — but whether that's paper or live is unclear. Best move is to clone, run gitleaks and bandit against the codebase, diff the execution layer against the CLOB SDK, and check whether any real order-signing path exists before running it against a funded wallet. Not recommended as a direct clone-to-trade — too un-auditable from the outside. Final verdict: monitor; only clone if you're specifically researching LLM-driven prediction-market agents and can spend an hour auditing the execution path first.