Lip-ledger Python Toolkit for Kalshi Liquidity Incentive Program Scoring
October 11, 2026
Lip-ledger provides a dependency-free Python toolkit to model Kalshi's Liquidity Incentive Program using public API endpoints. The tool includes a CLI for calculating expected payouts, scoring resting collateral based on CFTC-filed terms, and sampling public order books for analysis.
HOW THIS AFFECTS YOU
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builderYou can use this to programmatically model and simulate liquidity incentives on Kalshi without requiring private API access.