The Python reports feature in MLSuite includes a library of preconfigured templates and the ability to create new templates for your organization. Once your preferred layout, branding, and formatting are captured in a template, every new report starts from the same base creating a consistent look without the need for manual formatting.

There are currently four templates that come included:

• Chart Report – Select existing database charts and generate a report around them. Default layout is two charts per page, with ability to rearrange via AI agent prompting.
• Instrument Status Report – A grouped summary for one or more classes showing last valid reading, reading date, total readings, and days since last reading with a closing summary highlighting inactive instruments and data collection gaps.
• Scene Reference Report – Pairs Scene images with their related monitoring charts, so a single document shows both where an instrument sits and what it’s telling you. This chart type is ideal for inspections and stakeholder communication.
• Server Status Report – Pulls server configuration, software versions, and storage details straight from the Server Status API. Useful for validation, troubleshooting, and documenting a deployment.