How It Works

CoinLaunchr has two complementary systems: the Bot Pipeline that tracks KOL wallet activity on-chain, and the KOL Radar that monitors social mentions across Twitter, YouTube, and Dexscreener.

BOT PIPELINE

On-Chain KOL Detection

The bot monitors Solana in real time, filtering trades from a curated set of top-trader wallets (KOLs), and stages each coin through a conviction ladder.

> INPUT      : Solana realtime trades + new token stream
> FILTER     : Top trader wallet set (tiered)
> DETECT     : candidate_2 -> confirmed_3 -> crowded_4plus
> ENRICH     : token links, socials, market context
> SCORE      : conviction from KOL quality, clustering, recency and penalties
> OUTPUT     : LIVE board + daily coin-first report + winners

Conviction Score

score = kol_weight + cluster_weight + early_entry_weight + conviction_weight + recency_weight - sell_penalty - age_decay

sorting_livescore desc, last_kol_event_at desc coin_kindproject_web | tweet_narrative | video_social | meme_no_social

KOL Tiers

Wallets are ranked in tiers (T1–T4) by historical accuracy and capital deployed. T1 KOLs carry the highest weight; a T1 entry alone can push a coin to confirmed stage. Clustering (multiple KOLs entering within a short window) multiplies the score.

KOL RADAR

Social Mention Radar

The Radar watches Twitter/X, YouTube, and Dexscreener trending feeds for explicit coin mentions by high-authority accounts (KOLs, CEOs, exchanges). Each signal is scored independently of on-chain activity.

> INPUT      : Twitter/X accounts + YouTube channels + Dexscreener trending
> FILTER     : Authority tier (T1-T8 by follower count and engagement)
> DETECT     : Coin ticker / name mentioned in tweet, video title, or trending entry
> ENRICH     : Engagement stats (likes, retweets, views), source metadata
> SCORE      : authority + engagement + recency
> OUTPUT     : Radar board (radar.html) — signals updated every 5 min

Radar Score

radar_score = authority_score * engagement_multiplier + recency_bonus - age_decay

How Bot + Radar Complement Each Other

A coin appearing in the LIVE board (bot confirmed) AND in the Radar (social mention) at the same time is a strong convergence signal — on-chain capital movement plus public narrative building simultaneously.