Ribbit Ribbit operates by connecting to Reddit via PRAW, allowing users to define target subreddits and time windows. It retrieves posts and comments, processes them with GPT-3 to generate summaries highlighting key points, sentiment, and context. The agent outputs summaries in customizable formats, supports batch processing multiple subreddits, and provides both interactive CLI and programmable API endpoints. It streamlines content curation and trend analysis workflows, saving time for users who need rapid understanding of Reddit discussions.