Hey everyone,
I’m a solo dev who’s been working for the past 6 months on a tool designed to bring more structure and clarity to early-stage token discovery on Solana.

It’s called GemDetector

– and it’s currently in beta.
The idea: create a fully automated system that scans new Solana tokens in real time, filters out obvious rugs, and scores the rest based on on-chain activity, project data, and basic fundamentals.

🔍 What it does right now:

• 🔎 Analyzes new Solana tokens (liquidity, volume, chart structure, etc.)
• ⚠️ Automatically filters out obvious scams
• 🧠 Evaluates projects based on use case, website, roadmap & tokenomics
• 💎 Assigns an Gem score via AI (incl. risk & bullishness)

All of it runs via a custom pipeline I built using Flask + LLM integrations + a Selenium Website crawler. Still improving the detection side and want to eventually support sentiment analysis, smart wallet tracking and also holder analysis. I’m also working on a sniper bot that filters scam projects and analyzes the project instead of aping in random shitcoin launches.

Would love feedback from anyone building in this space.

Just wanted to share the progress and get thoughts from the Solana builder community.

Cheers
– Exolith