Polymarket Agents is an open-source framework enabling developers to create AI agents for autonomous trading on prediction markets. It provides integration with the Polymarket API, supports local and remote RAG for retrieval-augmented generation, and includes LLM tools for prompt engineering and decision-making in trading contexts.