The Kaggle MCP server is a tool for interacting with Kaggle competitions via AI assistants such as Claude. It provides functions such as competition listing, file downloading, and result submission, and supports Kaggle API authentication and desktop integration.

An MCP server integrated with MongoDB, designed specifically for recording and analyzing LLM security challenges, supporting AI security testing in the Grey Swan Arena competition.

AWorld is a multi - agent system framework aiming to bridge the gap between theoretical MAS capabilities and practical applications, providing a full - set solution from single - agent to multi - agent collaboration/competition. The project supports scenarios such as browser/mobile operations and GAIA benchmark testing, adopts a client - server architecture, integrates a rich toolchain, and includes performance evaluation and training functions.