ScienceClaw is a personal research assistant framework that uses multiple AI agents coordinated through LangGraph to conduct scientific research tasks. It ships with over 1,900 built-in scientific tools covering areas such as bioinformatics, drug discovery, and PubMed literature analysis. The system runs entirely within Docker containers for security and supports fully local, privacy-first deployments.