Convert DataFrame to a JSON-serializable structure (handles NaN/dates).

Construct headers for requests to the Jupiter Ultra API. Reads the API key from the JUPITER_API_KEY environment variable (in .env). If p

Get ticker.info; on 429/JSON error return {} and an error message. Returns (info_dict, error_message_or_None).

Execute one complete trading cycle for all stocks. Args: task (str): The task to be executed. *args: Variabl

Main execution method to start market making process.

Establish WebSocket connection

Load the Solana wallet keypair from environment. Reads the base58-encoded private key from the SOLANA_PRIVATE_KEY environment variable (

Get balance_sheet, income_stmt, cashflow, etc.; on failure return dict with only keys that succeeded and an optional _error key.

Load .env from project root; fall back to cwd. Does not override existing env.

Entry point for the AutoHedge CLI.

Simulate an order execution without actual trading. Args: order_type (str): 'buy' or 'sell' price (float): O

Stop the monitoring process

Get the wallet's public key (base58). Derives the public key from the private key found in SOLANA_PRIVATE_KEY in .env. Returns

Store transaction analysis results Args: tx_hash: Transaction hash analysis: Analysis results to store

Use the swarms agent to analyze a transaction Args: tx_data: Transaction data to analyze Returns: A

Backtest the market making strategy on historical data. Args: historical_data_path (str): Path to CSV with historical price data

Calculate appropriate order size based on current strategy and inventory. Returns: float: Order size in base asset

Fetch real-time market data from multiple free sources. Returns: MarketData: Current market data snapshot

Find .env by walking up from cwd (so CLI/scripts work from any subdir).

Get all main data for a stock: current quote (info), historical OHLC, and quote summary. Fetches history first (chart API); if Yahoo rate

Initialize CSV log with headers.

Main entry point for the market making algorithm. Allows configuration of trading pairs and capital.

Core market making strategy implementation. Continuously fetches market data and places orders.

Start monitoring a Bitcoin address Args: address: Bitcoin address to monitor

Return True if OPENAI_API_KEY is set (required for swarms gpt-4.x).

Initialize the BTC transaction monitor with swarms Agent

Initialize the market maker with given configuration. Args: config (MarketMakingConfig): Configuration for market making

Handle shutdown signals

Handle websocket connection closing

Handle websocket errors

Handle incoming websocket messages

Handle websocket connection opening

Exa Web Search Tool This function provides advanced, natural language web search capabilities using the Exa.ai API. It is designed for u

Sign the transaction with the wallet private key from .env and execute it (Jupiter Ultra). The unsigned transaction (base64) from the `/orde

Get balance sheet data for public companies (quarterly/annual). Returns asset, liability, and equity positions as of period end. Paramet

Get daily open/close (OHLC) and volume for a stock ticker on a given date. Optionally includes pre-market and after-hours prices. Parame

Get historical OHLCV for a ticker. Parameters ---------- ticker : str Ticker symbol (e.g. AAPL). interval : str, optiona

Get token balances and SOL balance for a wallet address (Jupiter Ultra). Parameters ---------- address : str The wallet addr

Request a base64-encoded unsigned swap transaction for use with execute_trade (Jupiter Ultra). Taker, receiver, and payer are always the wal

Get quote summary (fundamentals, financials, profile, balance sheet, income, cashflow). The modules argument is ignored. Uses safe fetchers

Get current quote for a symbol (price, volume, day range, etc.). Fetches history first (chart API); info (quoteSummary) may be empty if Y

Get comprehensive details for a single ticker (company fundamentals, exchange, identifiers, market cap, branding, etc.). Parameters

Get USD prices for one or more Solana token mint addresses via Jupiter Price API V3. Parameters ---------- ids : str or list of str

Search for Solana tokens by symbol, name, or mint address via Jupiter Tokens API V2. API key is read from JUPITER_API_KEY in .env (https://po