backtraderEvent-driven backtesting with bar-by-bar execution, complex order types, multiple analyzers, and custom indicators
birdeye-apiSolana token market data via Birdeye — prices, OHLCV, trades, token metadata, security checks, and trader activity
coingecko-apiBroad crypto market data from CoinGecko covering 13,000+ tokens. Global market stats, historical price data going back years, exchange volumes, trending tokens, and category filters. Best for macro analysis and long-term historical data. - httpx - pandas - numpy - api - market-data - crypto - histor
cointegration-analysisCointegration testing for pairs trading using Engle-Granger, Johansen, and rolling stability analysis
copy-tradingWallet evaluation, monitoring, and copy-trade strategy design for Solana DEX trading
correlation-analysisCross-asset correlation analysis including rolling correlation, hierarchical clustering, tail dependence, and regime-dependent correlation
cost-basis-engineMulti-method cost basis computation including specific identification, FIFO, LIFO, HIFO, and proportional average cost with partial sell handling
crypto-tax-exportExport trade history and tax calculations in formats compatible with Koinly, CoinTracker, CoinLedger, TokenTax, and IRS Form 8949
custom-indicatorsCrypto-native indicators including NVT ratio, exchange flow, funding rate signals, holder momentum, and smart money flow
defillama-apiFree DeFi analytics across all chains — TVL, token prices, DEX volumes, fees/revenue, stablecoins, and bridges
dex-executionSolana DEX swap execution via Jupiter aggregator including quoting, transaction building, signing, and confirmation
dex-pool-analysisAMM pool mechanics comparison across Raydium, Orca, and Meteora including fee structures, pool types, creation patterns, and volume efficiency
dexscreener-apiFree, no-auth multi-chain DEX pair data — prices, volume, liquidity, transactions, and token profiles
exit-strategiesSystematic exit rules, stop-loss methods, take-profit strategies, and trailing stop implementations for crypto trading
feature-engineeringFeature construction from market data for ML trading models including price, volume, on-chain, and microstructure features
fixed-income[STUB] Bond pricing, yield curves, duration and convexity analysis, and DeFi lending rate modeling
helius-apiEnhanced Solana RPC with DAS API, parsed transactions, webhooks, and priority fee estimation via Helius
impermanent-lossImpermanent loss calculation, modeling, and breakeven analysis for AMM liquidity provision across pool types
jito-bundlesJito bundle submission for MEV protection on Solana — bundle building, tip strategies, block engine endpoints, and landing rate optimization
kalshi-apiKalshi exchange mechanics — RSA-PSS auth, order schema, YES/NO orderbook convention, WebSocket, and endpoint surface. Market-type-agnostic shared layer for all Kalshi skills.
kalshi-crypto-index-marketsKalshi 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
kalshi-weather-marketsDaily temperature high/low bracket and threshold contracts on Kalshi — contract structure, forecast→P(YES) map, settlement rules, cross-venue divergences, and weather-specific pitfalls
kelly-criterionKelly criterion optimal sizing with fractional variants, edge estimation, and practical application for crypto trading
liquidity-analysisDEX liquidity depth assessment, slippage estimation, and pool composition analysis for Solana tokens
lp-mathAMM liquidity provision mathematics including constant-product, concentrated liquidity, price impact, and LP share calculations
market-microstructure-traditionalTraditional market microstructure concepts applied to crypto — order book dynamics, market making theory, price formation models, execution quality measurement, and CEX vs DEX structural differences
market-microstructureDEX orderflow analysis, trade classification, buyer/seller pressure, and microstructure signals for Solana tokens
mean-reversionMean-reversion strategy tools including Hurst exponent, half-life estimation, z-score signals, ADF testing, and Ornstein-Uhlenbeck modeling
mev-analysisMEV exposure assessment, sandwich attack detection, and protection strategies for Solana DEX trading
ohlcv-processingMarket data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging
options-pricing[STUB] Options pricing models including Black-Scholes, binomial trees, Monte Carlo, implied volatility surfaces, and Greeks for crypto options
pandas-taTechnical analysis with 130+ indicators using pandas-ta for crypto market data
polymarket-apiPolymarket exchange mechanics — on-chain Polygon CTF, Gamma/CLOB/Data APIs, EIP-712 auth, identifier model, WebSocket, settlement, and geo/KYC constraint
portfolio-analyticsPortfolio-level performance measurement including return metrics, risk metrics, risk-adjusted ratios, rolling analysis, and HTML reports
position-sizingTrade sizing methods including fixed fractional, volatility-adjusted, Kelly criterion, and liquidity-constrained sizing
prediction-market-live-opsUse when building, backtesting, operating, or scaling automated trading on prediction markets (Kalshi or similar) — evidence-gated methodology, live-execution safety rails, and falsification protocols distilled from a real live-money campaign
prediction-market-strategyVenue- 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.
pumpfun-mechanicsPumpFun bonding curve math, graduation mechanics, instruction parsing, and PumpSwap migration
raptor-dexSelf-hosted Solana DEX aggregator by SolanaTracker — multi-hop routing across 25+ DEXes, WebSocket streaming, Yellowstone Jet TPU submission, no rate limits
regime-detectionMarket regime identification using volatility clustering, trend detection, and statistical methods for adaptive trading
regulatory-reporting[STUB] Regulatory report generation including IRS Form 8949, Schedule D, FinCEN FBAR, and state-specific crypto reporting requirements
risk-managementPortfolio-level risk controls, drawdown management, exposure limits, and circuit breakers for crypto trading
rl-executionReinforcement learning for trade execution optimization including order splitting, adaptive timing, and impact minimization
sentiment-analysisMarket sentiment extraction from social media, news, and on-chain data including mention velocity, fear and greed indices, and influencer tracking
shredstreamPre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton Deshred
signal-classificationML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimization
slippage-modelingExecution cost estimation, slippage curve modeling, and optimal trade sizing based on AMM liquidity depth
solana-rpcDirect Solana blockchain interaction via JSON-RPC — account lookups, token balances, transaction submission, and program queries
solana-tx-buildingSolana transaction construction including instruction building, account resolution, compute budget, priority fees, and versioned transactions
solanatracker-apiSolana token data, PnL, risk scores, 1-second OHLCV, wallet analytics, and self-hosted swap execution via Raptor
strategy-frameworkStandardized template for defining trading strategies with entry rules, exit rules, position sizing, risk parameters, and performance criteria
sybil-detectionCoordinated wallet cluster detection, wash trading identification, and fake activity analysis for Solana tokens
ta-libC-optimized technical analysis with 150+ functions and 61 candlestick pattern recognition functions via TA-Lib
tax-liability-trackingReal-time tax liability analysis for active crypto traders with proportional cost basis, gain classification, and tax-aware trading signals
tax-loss-harvestingTax-loss harvesting opportunity identification, scoring, and planning with wash sale compliance and annual carryforward tracking
token-economicsToken supply dynamics, vesting analysis, inflation modeling, and valuation frameworks for crypto tokens
token-holder-analysisToken holder distribution, concentration metrics, insider detection, and supply analysis for Solana tokens
trade-accountingDouble-entry bookkeeping for trading operations with ledger management, P&L statements, balance sheets, and cash flow reporting
trade-journalStructured trade logging, performance review, behavioral pattern detection, and strategy attribution for systematic improvement
trading-visualizationProfessional trading charts including candlesticks, equity curves, drawdowns, correlation heatmaps, and return distributions
vectorbtHigh-performance vectorized backtesting with parameter optimization, portfolio simulation, and rich performance metrics
volatility-modelingVolatility estimation, forecasting, and regime classification using GARCH, EWMA, realized volatility, and volatility cones
walk-forward-validationWalk-forward validation framework for trading strategies and ML models with time-series-aware splits, overfit detection, and regime-aware validation
wallet-profilingBehavioral classification, performance analysis, and trading style detection for Solana wallets
wash-sale-detectionWash sale detection under 2025 US crypto rules with 61-day window monitoring, disallowed loss tracking, and safe re-entry countdown
whale-trackingLarge wallet monitoring, accumulation and distribution detection, and smart money signal generation for Solana tokens
yellowstone-grpcReal-time Solana transaction and account streaming via Yellowstone gRPC (Geyser plugin)
yield-analysisDeFi yield evaluation including fee APR, real vs nominal yield, net APY after costs, and yield sustainability analysis