Market Microstructure Traditional
Traditional market microstructure concepts applied to crypto — order book dynamics, market making theory, price formation models, execution quality measurement, and CEX vs DEX structural differences
Dex Pool Analysis
AMM pool mechanics comparison across Raydium, Orca, and Meteora including fee structures, pool types, creation patterns, and volume efficiency
Kalshi Api
Kalshi exchange mechanics — RSA-PSS auth, order schema, YES/NO orderbook convention, WebSocket, and endpoint surface. Market-type-agnostic shared layer for all Kalshi skills.
Cost Basis Engine
Multi-method cost basis computation including specific identification, FIFO, LIFO, HIFO, and proportional average cost with partial sell handling
Kalshi Weather Markets
Daily temperature high/low bracket and threshold contracts on Kalshi — contract structure, forecast→P(YES) map, settlement rules, cross-venue divergences, and weather-specific pitfalls
Cointegration Analysis
Cointegration testing for pairs trading using Engle-Granger, Johansen, and rolling stability analysis
Feature Engineering
Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features
Impermanent Loss
Impermanent loss calculation, modeling, and breakeven analysis for AMM liquidity provision across pool types
Kalshi Crypto Index Markets
Kalshi daily and hourly range markets on crypto prices (BTC, ETH) and equity indices (S&P 500, Nasdaq-100) — bracket structure, Gaussian P(YES) modeling on price/vol, close-offset decision timing, longshot-sell edge with honest evidence bounds
Portfolio Analytics
Portfolio-level performance measurement including return metrics, risk metrics, risk-adjusted ratios, rolling analysis, and HTML reports
Position Sizing
Trade sizing methods including fixed fractional, volatility-adjusted, Kelly criterion, and liquidity-constrained sizing
Shredstream
Pre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton Deshred
Pandas Ta
Technical analysis with 130+ indicators using pandas-ta for crypto market data
Solana Rpc
Direct Solana blockchain interaction via JSON-RPC — account lookups, token balances, transaction submission, and program queries
Solana Tx Building
Solana transaction construction including instruction building, account resolution, compute budget, priority fees, and versioned transactions
Jito Bundles
Jito bundle submission for MEV protection on Solana — bundle building, tip strategies, block engine endpoints, and landing rate optimization
Market Microstructure
DEX orderflow analysis, trade classification, buyer/seller pressure, and microstructure signals for Solana tokens
Fixed Income
[STUB] Bond pricing, yield curves, duration and convexity analysis, and DeFi lending rate modeling
Dexscreener Api
Free, no-auth multi-chain DEX pair data — prices, volume, liquidity, transactions, and token profiles
Strategy Framework
Standardized template for defining trading strategies with entry rules, exit rules, position sizing, risk parameters, and performance criteria
Rl Execution
Reinforcement learning for trade execution optimization including order splitting, adaptive timing, and impact minimization
Options Pricing
[STUB] Options pricing models including Black-Scholes, binomial trees, Monte Carlo, implied volatility surfaces, and Greeks for crypto options
Signal Classification
ML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimization
Mean Reversion
Mean-reversion strategy tools including Hurst exponent, half-life estimation, z-score signals, ADF testing, and Ornstein-Uhlenbeck modeling
Defillama Api
Free DeFi analytics across all chains — TVL, token prices, DEX volumes, fees/revenue, stablecoins, and bridges
Birdeye Api
Solana token market data via Birdeye — prices, OHLCV, trades, token metadata, security checks, and trader activity
Polymarket Api
Polymarket exchange mechanics — on-chain Polygon CTF, Gamma/CLOB/Data APIs, EIP-712 auth, identifier model, WebSocket, settlement, and geo/KYC constraint
Regulatory Reporting
[STUB] Regulatory report generation including IRS Form 8949, Schedule D, FinCEN FBAR, and state-specific crypto reporting requirements
Custom Indicators
Crypto-native indicators including NVT ratio, exchange flow, funding rate signals, holder momentum, and smart money flow
Dex Execution
Solana DEX swap execution via Jupiter aggregator including quoting, transaction building, signing, and confirmation
Helius Api
Enhanced Solana RPC with DAS API, parsed transactions, webhooks, and priority fee estimation via Helius
Correlation Analysis
Cross-asset correlation analysis including rolling correlation, hierarchical clustering, tail dependence, and regime-dependent correlation
Crypto Tax Export
Export trade history and tax calculations in formats compatible with Koinly, CoinTracker, CoinLedger, TokenTax, and IRS Form 8949
Copy Trading
Wallet evaluation, monitoring, and copy-trade strategy design for Solana DEX trading
Prediction Market Strategy
Venue- and market-type-agnostic strategy, sizing, and backtesting layer for binary prediction markets (Kalshi, Polymarket, ForecastEx). Covers the durable edge thesis, fee-aware selection, fractional-Kelly sizing, and leak-free validation methodology.
Sentiment Analysis
Market sentiment extraction from social media, news, and on-chain data including mention velocity, fear and greed indices, and influencer tracking
Risk Management
Portfolio-level risk controls, drawdown management, exposure limits, and circuit breakers for crypto trading
Pumpfun Mechanics
PumpFun bonding curve math, graduation mechanics, instruction parsing, and PumpSwap migration
Slippage Modeling
Execution cost estimation, slippage curve modeling, and optimal trade sizing based on AMM liquidity depth
Regime Detection
Market regime identification using volatility clustering, trend detection, and statistical methods for adaptive trading
Backtrader
Event-driven backtesting with bar-by-bar execution, complex order types, multiple analyzers, and custom indicators
Lp Math
AMM liquidity provision mathematics including constant-product, concentrated liquidity, price impact, and LP share calculations
Ohlcv Processing
Market data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging
Mev Analysis
MEV exposure assessment, sandwich attack detection, and protection strategies for Solana DEX trading
Raptor Dex
Self-hosted Solana DEX aggregator by SolanaTracker — multi-hop routing across 25+ DEXes, WebSocket streaming, Yellowstone Jet TPU submission, no rate limits
Liquidity Analysis
DEX liquidity depth assessment, slippage estimation, and pool composition analysis for Solana tokens
Coingecko Api
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Solanatracker Api
Solana token data, PnL, risk scores, 1-second OHLCV, wallet analytics, and self-hosted swap execution via Raptor
Exit Strategies
Systematic exit rules, stop-loss methods, take-profit strategies, and trailing stop implementations for crypto trading
Kelly Criterion
Kelly criterion optimal sizing with fractional variants, edge estimation, and practical application for crypto trading