用 Jev Gem Scan 给新发币打分：GEM 还是 RUG
交易 bot 工作流：新币上线即调 Jev 输出 GEM/RUG 判定与置信度，先影子运行记录命中率再上线，单次扫描不到一分钱。
Jev Gem Scan just became the fastest pre-chart filter I've ever run It scores every new token launch GEM or RUG before you even think about opening a chart - and it's cheaper than manually DYOR-ing a single one the loop: new launch -> on-chain signals -> Jev verdict -> GEM or RUG, with confidence step 1 → grab an API key from @typesafeai (never paste it into chat) step 2 → store TYPESAFE_API_KEY in a secure field, not plaintext step 3 → install typesafe-sdk and point it at your chain's launch feed step 4 → wire up the signal set: liquidity lock, holder concentration, dev wallet %, contract renounce, honeypot check, socials age - or clone the repo below step 5 → add the jev-gem-router skill: before you open a chart or ape anything, it calls Jev first and returns one verdict step 6 → run it in shadow for a bit, log every call against what actually happened, only trust it live once the hit rate holds - bypass_jev or enabled:false is your kill switch the whole time step 7 → flip active: every launch gets scored the second it lands, you still pull the trigger on anything you buy result: it's already called several rugs before liquidity even settled, and it costs a fraction of a cent per scan you'll find your own uses for a verdict this fast - just don't wait to turn it on repo's below, full Jev breakdown right after ↓
这条是引用着另一条写的：x.com/solst1ne/status/2101724066369654935