Hype Scan AI
Predict Meme Coin Pumps Before They Happen
Created on 2nd February 2025
•
Hype Scan AI
Predict Meme Coin Pumps Before They Happen
The problem Hype Scan AI solves
Meme coin trading is currently dominated by uncertainty and FOMO (Fear of Missing Out). Traders often make decisions based on random social media tips or chase trends after they've already peaked. This leads to many people buying at the top of pumps and losing money when the coins inevitably dump.
Meme Coin Trading has no textbook, traders rely on guesswork. Maybe, we can do better?
🔹 How It Works:
✔️ User inputs a coin
✔️ We fetch price history from DEX
✔️ GMGN AI analyzes market trends
✔️ Scrape X (Twitter) for mentions & hashtags
✔️ PCA based on the accounts
✔️ AI predicts whether the coin will pump or dump
Challenges we ran into
The biggest hurdle was adapting to the unavailability of GMGN API for AI Insights on Cryptocurrency. We used novel data scrapping techniques to overcome on this.
Getting Data from twitter was another big task, X banned 4 of our accounts during our testing phase.
We used various crawlers and scraping techniques to overcome this.
Last was handling the context lengths of several LLMs.