// for defi protocols
Stop bleeding rewards to wallet farms.
Score every deposit, swap, or LP add in real time. Webhook fires when a wallet scores ≥70 — escrow the reward, hold for review, save 3-15% of your incentive budget.
Which detection methods matter here
Funding clustering
Farms split capital from a single funder across 100s of wallets — the canonical pattern, highest yield method.
Behavioral HDBSCAN
Wallets that execute the exact same action sequence (deposit, claim, withdraw) within milliseconds of each other.
Temporal correlation
Bot-coordinated deposits across many wallets fire on the same block height — easy to catch in bulk.
ML ensemble
Combines the above into a single score so your webhook handler can do a single comparison.
// mini case study
DeFi protocol: $1.8M saved from 380-wallet farm
A yield-farming protocol with per-wallet reward caps wired /v1/score into its deposit webhook. Over 90 days we attributed 380 freshly-funded wallets to a single coordinator. Rewards escrowed, redistributed to legitimate LPs after a 14-day appeal window.
See more case studies →Free & open
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Score farming rings with the full evidence pipeline at no cost. Running continuous, high-volume scoring? Email us for research access.