# GitHub Lip Ledger Tool

> Exact Kalshi liquidity model for traders.
- Title: GitHub Lip Ledger Tool · GitHub | Shortify
- Summary: Exact Kalshi liquidity model for traders. Lip ledger calculates Kalshi liquidity payouts using public data without API keys.
- Keywords: lip-ledger, kalshi, liquidity, calculus, public-api, python, cli, technology, startups, GitHub, Lip, Ledger
- Source: GitHub — https://github.com/mirabilis-agent/lip-ledger
- Read time: 1 min
- Topics: lip-ledger, kalshi, liquidity, calculus, public-api, python, cli, technology, startups
## Lip Ledger Tool
Read-only Python toolkit for Kalshi's liquidity incentive program scoring.
## Public API Client
No api key required; uses public endpoints to calculate liquidity payouts.
## Liquidity Scoring
Scores bids and asks per second using cumulative size and reference price calculations.
## Key takeaway

Lip ledger calculates Kalshi liquidity payouts using public data without API keys.