agiprolabs

DeFi yield evaluation including fee APR, real vs nominal yield, net APY after costs, and yield sustainability analysis

Real-time Solana transaction and account streaming via Yellowstone gRPC (Geyser plugin)

Large wallet monitoring, accumulation and distribution detection, and smart money signal generation for Solana tokens

Wash sale detection under 2025 US crypto rules with 61-day window monitoring, disallowed loss tracking, and safe re-entry countdown

Behavioral classification, performance analysis, and trading style detection for Solana wallets

Walk-forward validation framework for trading strategies and ML models with time-series-aware splits, overfit detection, and regime-aware validation

Volatility estimation, forecasting, and regime classification using GARCH, EWMA, realized volatility, and volatility cones

High-performance vectorized backtesting with parameter optimization, portfolio simulation, and rich performance metrics

Professional trading charts including candlesticks, equity curves, drawdowns, correlation heatmaps, and return distributions

Structured trade logging, performance review, behavioral pattern detection, and strategy attribution for systematic improvement

Double-entry bookkeeping for trading operations with ledger management, P&L statements, balance sheets, and cash flow reporting

Token holder distribution, concentration metrics, insider detection, and supply analysis for Solana tokens

Token supply dynamics, vesting analysis, inflation modeling, and valuation frameworks for crypto tokens

Tax-loss harvesting opportunity identification, scoring, and planning with wash sale compliance and annual carryforward tracking

Real-time tax liability analysis for active crypto traders with proportional cost basis, gain classification, and tax-aware trading signals

C-optimized technical analysis with 150+ functions and 61 candlestick pattern recognition functions via TA-Lib

Coordinated wallet cluster detection, wash trading identification, and fake activity analysis for Solana tokens

Standardized template for defining trading strategies with entry rules, exit rules, position sizing, risk parameters, and performance criteria

Solana token data, PnL, risk scores, 1-second OHLCV, wallet analytics, and self-hosted swap execution via Raptor

Solana transaction construction including instruction building, account resolution, compute budget, priority fees, and versioned transactions

Direct Solana blockchain interaction via JSON-RPC — account lookups, token balances, transaction submission, and program queries

Execution cost estimation, slippage curve modeling, and optimal trade sizing based on AMM liquidity depth

ML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimization

Pre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton Deshred

Market sentiment extraction from social media, news, and on-chain data including mention velocity, fear and greed indices, and influencer tracking

Reinforcement learning for trade execution optimization including order splitting, adaptive timing, and impact minimization

Portfolio-level risk controls, drawdown management, exposure limits, and circuit breakers for crypto trading

[STUB] Regulatory report generation including IRS Form 8949, Schedule D, FinCEN FBAR, and state-specific crypto reporting requirements

Market regime identification using volatility clustering, trend detection, and statistical methods for adaptive trading

Self-hosted Solana DEX aggregator by SolanaTracker — multi-hop routing across 25+ DEXes, WebSocket streaming, Yellowstone Jet TPU submission, no rate limits

PumpFun bonding curve math, graduation mechanics, instruction parsing, and PumpSwap migration

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.

Use 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

Trade sizing methods including fixed fractional, volatility-adjusted, Kelly criterion, and liquidity-constrained sizing

Portfolio-level performance measurement including return metrics, risk metrics, risk-adjusted ratios, rolling analysis, and HTML reports

Polymarket exchange mechanics — on-chain Polygon CTF, Gamma/CLOB/Data APIs, EIP-712 auth, identifier model, WebSocket, settlement, and geo/KYC constraint

Technical analysis with 130+ indicators using pandas-ta for crypto market data

[STUB] Options pricing models including Black-Scholes, binomial trees, Monte Carlo, implied volatility surfaces, and Greeks for crypto options

Market data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging

MEV exposure assessment, sandwich attack detection, and protection strategies for Solana DEX trading

Mean-reversion strategy tools including Hurst exponent, half-life estimation, z-score signals, ADF testing, and Ornstein-Uhlenbeck modeling

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 orderflow analysis, trade classification, buyer/seller pressure, and microstructure signals for Solana tokens

AMM liquidity provision mathematics including constant-product, concentrated liquidity, price impact, and LP share calculations

DEX liquidity depth assessment, slippage estimation, and pool composition analysis for Solana tokens

Kelly criterion optimal sizing with fractional variants, edge estimation, and practical application for crypto trading

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

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

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.

Jito bundle submission for MEV protection on Solana — bundle building, tip strategies, block engine endpoints, and landing rate optimization

Impermanent loss calculation, modeling, and breakeven analysis for AMM liquidity provision across pool types

Enhanced Solana RPC with DAS API, parsed transactions, webhooks, and priority fee estimation via Helius

[STUB] Bond pricing, yield curves, duration and convexity analysis, and DeFi lending rate modeling

Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features

Systematic exit rules, stop-loss methods, take-profit strategies, and trailing stop implementations for crypto trading

Free, no-auth multi-chain DEX pair data — prices, volume, liquidity, transactions, and token profiles

AMM pool mechanics comparison across Raydium, Orca, and Meteora including fee structures, pool types, creation patterns, and volume efficiency

Solana DEX swap execution via Jupiter aggregator including quoting, transaction building, signing, and confirmation

Free DeFi analytics across all chains — TVL, token prices, DEX volumes, fees/revenue, stablecoins, and bridges

Crypto-native indicators including NVT ratio, exchange flow, funding rate signals, holder momentum, and smart money flow

Export trade history and tax calculations in formats compatible with Koinly, CoinTracker, CoinLedger, TokenTax, and IRS Form 8949

Multi-method cost basis computation including specific identification, FIFO, LIFO, HIFO, and proportional average cost with partial sell handling

Cross-asset correlation analysis including rolling correlation, hierarchical clustering, tail dependence, and regime-dependent correlation

Wallet evaluation, monitoring, and copy-trade strategy design for Solana DEX trading

Cointegration testing for pairs trading using Engle-Granger, Johansen, and rolling stability analysis

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.

Solana token market data via Birdeye — prices, OHLCV, trades, token metadata, security checks, and trader activity

Event-driven backtesting with bar-by-bar execution, complex order types, multiple analyzers, and custom indicators