We have developed an advanced documentation solution, the README Generator, designed to enhance reproducibility in research by automating the process of data documentation for each experiment. The tool seamlessly integrates with local or institutional equipment database and internal laboratory protocol to generate detailed README files for individual experiments. By capturing all relevant metadata and procedural information, the README Generator ensures that each experiment is thoroughly documented, promoting consistency, transparency, and replicability across research workflows.