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SciTeX Dataset offers a unified Python API and command-line interface for discovering and retrieving metadata from a variety of neuroscience data repositories, including OpenNeuro, DANDI, PhysioNet, and Zenodo. Designed to support AI-powered research, it features an MCP (Model Context Protocol) server that empowers AI agents to seamlessly search and query scientific datasets. The tool prioritizes fast metadata queries, allowing researchers to explore data without the need to download entire datasets, and integrates smoothly within the larger SciTeX ecosystem for reproducible research workflows.