How it works: - Polls CCU data via RoProxy (TOS-compliant) - Tracks top 20 Roblox YouTube creators - Detects when: CCU growth ≥25% + YouTube video mentions game + mechanic keyword match (NEW/UPDATE/SECRET) - Alerts studios via Notion
Tech: Python, DuckDB, aiohttp, RapidFuzz. ~600 lines of code.
Use case: Studios can clone trending mechanics before 20+ competitors do the same.
Example: Could have caught Pet Simulator X's merge mechanic 36h before it hit Popular page (hypothetical - system is new).
GitHub: https://github.com/SanchitSharma10/early-shift
Built this in 3 days to explore multi-agent architecture patterns. Roadmap includes BERT classification and multi-signal fusion (TikTok/Twitter).
Open to feedback on the approach!
maximilianthe1•1h ago
It's best practice to keep env files private, but commit something like `template.env` with placeholder values.
Other than that - looks like a must-use tool for every roblox studio!
san10•1h ago
Highly appreciated!
Thank you for the feedback as well :)