SARAHAI-OSNIv1.5 is an application for Open Source Intelligence (OSINT) gathering, referencing U.S. Patent No. 11,308,384 and integrating various autonomous data-collection, correlation, and analysis techniques. Building upon previous versions, it addresses several real-world OSINT challenges:
Multi-source data retrieval (e.g., Bing, DuckDuckGo, stubbed news aggregator).
Automatic correlation and scoring (merging duplicates, weighting frequent occurrences).
Basic pattern analysis (frequent word detection).
Visual dashboards (bar charts for scores, knowledge graphs for relationships).
Exportable reports (ODT/ODS).
Production-like architecture using a Waitress WSGI server (eliminates Flask’s dev-server warning).
App Context fixes for background tasks to prevent “Working outside of application context” errors.