Competition Radar

Competition Radar gives live intelligence on Swarms Marketplace launch competitions, for builders deciding whether and when to enter. For any competition it shows the entrant count and pace of new entries with a projection to the close, the live volume leaderboard and the volume each podium place sits at, the odds per entry in any random launch draw, and how many entrants are real products versus empty listings with no code or use cases. It also summarises every past competition, so you can see what it actually took to place.

Requirements: Python 3.10+, swarms, requests, and a model API key (default gpt-4o-mini). --raw prints the data without a model.

Example: python competition_radar.py haunted-agents-royale --raw showed 19 entrants (projected 34 at close), a podium at $417 / $323 / $225, draw odds of 100% now and 88% at the projected close, and 12 of 19 entrants as empty listings.