
Enhanced Solana RPC with DAS API, parsed transactions, webhooks, and priority fee estimation via Helius
Solana DEX swap execution via Jupiter aggregator including quoting, transaction building, signing, and confirmation
ML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimization
Event-driven backtesting with bar-by-bar execution, complex order types, multiple analyzers, and custom indicators
Broad 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.
Free, no-auth multi-chain DEX pair data — prices, volume, liquidity, transactions, and token profiles
Systematic exit rules, stop-loss methods, take-profit strategies, and trailing stop implementations for crypto trading
Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features
AMM liquidity provision mathematics including constant-product, concentrated liquidity, price impact, and LP share calculations
DEX orderflow analysis, trade classification, buyer/seller pressure, and microstructure signals for Solana tokens
Market data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging
Portfolio-level performance measurement including return metrics, risk metrics, risk-adjusted ratios, rolling analysis, and HTML reports
Market regime identification using volatility clustering, trend detection, and statistical methods for adaptive trading
Portfolio-level risk controls, drawdown management, exposure limits, and circuit breakers for crypto trading
Reinforcement learning for trade execution optimization including order splitting, adaptive timing, and impact minimization
Execution cost estimation, slippage curve modeling, and optimal trade sizing based on AMM liquidity depth
Solana token data, PnL, risk scores, 1-second OHLCV, wallet analytics, and self-hosted swap execution via Raptor
Real-time tax liability analysis for active crypto traders with proportional cost basis, gain classification, and tax-aware trading signals
Tax-loss harvesting opportunity identification, scoring, and planning with wash sale compliance and annual carryforward tracking
Token supply dynamics, vesting analysis, inflation modeling, and valuation frameworks for crypto tokens
Token holder distribution, concentration metrics, insider detection, and supply analysis for Solana tokens
Structured trade logging, performance review, behavioral pattern detection, and strategy attribution for systematic improvement
Volatility estimation, forecasting, and regime classification using GARCH, EWMA, realized volatility, and volatility cones
Walk-forward validation framework for trading strategies and ML models with time-series-aware splits, overfit detection, and regime-aware validation
Wash sale detection under 2025 US crypto rules with 61-day window monitoring, disallowed loss tracking, and safe re-entry countdown
Large wallet monitoring, accumulation and distribution detection, and smart money signal generation for Solana tokens
Cointegration testing for pairs trading using Engle-Granger, Johansen, and rolling stability analysis
Export trade history and tax calculations in formats compatible with Koinly, CoinTracker, CoinLedger, TokenTax, and IRS Form 8949
[STUB] Bond pricing, yield curves, duration and convexity analysis, and DeFi lending rate modeling
Kelly criterion optimal sizing with fractional variants, edge estimation, and practical application for crypto trading
[STUB] Options pricing models including Black-Scholes, binomial trees, Monte Carlo, implied volatility surfaces, and Greeks for crypto options
PumpFun bonding curve math, graduation mechanics, instruction parsing, and PumpSwap migration
Pre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton Deshred
Coordinated wallet cluster detection, wash trading identification, and fake activity analysis for Solana tokens
Double-entry bookkeeping for trading operations with ledger management, P&L statements, balance sheets, and cash flow reporting
High-performance vectorized backtesting with parameter optimization, portfolio simulation, and rich performance metrics
DeFi yield evaluation including fee APR, real vs nominal yield, net APY after costs, and yield sustainability analysis
Trade sizing methods including fixed fractional, volatility-adjusted, Kelly criterion, and liquidity-constrained sizing
Solana token market data via Birdeye — prices, OHLCV, trades, token metadata, security checks, and trader activity
Wallet evaluation, monitoring, and copy-trade strategy design for Solana DEX trading
Cross-asset correlation analysis including rolling correlation, hierarchical clustering, tail dependence, and regime-dependent correlation
Multi-method cost basis computation including specific identification, FIFO, LIFO, HIFO, and proportional average cost with partial sell handling
Crypto-native indicators including NVT ratio, exchange flow, funding rate signals, holder momentum, and smart money flow
Free DeFi analytics across all chains — TVL, token prices, DEX volumes, fees/revenue, stablecoins, and bridges
AMM pool mechanics comparison across Raydium, Orca, and Meteora including fee structures, pool types, creation patterns, and volume efficiency
Impermanent loss calculation, modeling, and breakeven analysis for AMM liquidity provision across pool types
Jito bundle submission for MEV protection on Solana — bundle building, tip strategies, block engine endpoints, and landing rate optimization
DEX liquidity depth assessment, slippage estimation, and pool composition analysis for Solana tokens
Mean-reversion strategy tools including Hurst exponent, half-life estimation, z-score signals, ADF testing, and Ornstein-Uhlenbeck modeling
MEV exposure assessment, sandwich attack detection, and protection strategies for Solana DEX trading
Technical analysis with 130+ indicators using pandas-ta for crypto market data
Self-hosted Solana DEX aggregator by SolanaTracker — multi-hop routing across 25+ DEXes, WebSocket streaming, Yellowstone Jet TPU submission, no rate limits
Market sentiment extraction from social media, news, and on-chain data including mention velocity, fear and greed indices, and influencer tracking
Direct Solana blockchain interaction via JSON-RPC — account lookups, token balances, transaction submission, and program queries
Solana transaction construction including instruction building, account resolution, compute budget, priority fees, and versioned transactions
Standardized template for defining trading strategies with entry rules, exit rules, position sizing, risk parameters, and performance criteria
C-optimized technical analysis with 150+ functions and 61 candlestick pattern recognition functions via TA-Lib
Professional trading charts including candlesticks, equity curves, drawdowns, correlation heatmaps, and return distributions
Behavioral classification, performance analysis, and trading style detection for Solana wallets
Real-time Solana transaction and account streaming via Yellowstone gRPC (Geyser plugin)
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
[STUB] Regulatory report generation including IRS Form 8949, Schedule D, FinCEN FBAR, and state-specific crypto reporting requirements