Overview
Built from a real need: turning scattered community feedback into something a development team can act on. Scout aggregates messages, reactions, joins and sentiment into one clean weekly digest.
Reports highlight rising topics, at-risk members and growth trends, exported straight to the team's channel every Monday morning.
Key Features
Weekly digest
An automated summary of growth, activity and sentiment delivered on schedule.
Topic tracking
Detects which subjects dominate discussion week over week.
Member insights
Join and churn analysis with retention cohorts.
Sentiment signals
Flags frustration spikes and praise trends before they surface elsewhere.
Exportable reports
Clean summaries ready to paste into product and content planning.
Anomaly alerts
Instant ping when activity drops or a crisis starts brewing.
Tech Stack
PythonDiscord APIData AggregationSQLiteMatplotlib Reports
Preview
Weekly digest and trend dashboard