Analyst Toolkit

The Analyst Toolkit is a robust, modular engine designed to streamline data quality assurance and preprocessing workflows. It empowers analysts to move beyond tedious boilerplate cleaning by offering a comprehensive suite of tools for diagnostics, validation, normalization, outlier detection, and imputation. The toolkit is highly configurable via YAML, supports full pipeline execution or modular stage-by-stage runs, and can be deployed as a Jupyter notebook pipeline, a command-line interface, or an MCP server with Docker and GCS integration. It prioritizes transparency and reproducibility, generating detailed inline dashboards and exportable reports to ensure auditable automation and build trust in processed data.

Key Features

Use Cases