Executes Python code in a remote, isolated Azure sandbox environment with automatic x402 payment handling.

Use this tool to safely evaluate Python algorithms, process data structures, perform math calculations, or run custom scripts.

Usage Guidelines:

• Code must be standard Python 3.

• Script execution is subject to a 30-second timeout limit; avoid infinite loops or blocking operations.

• Ensure all required imports are included within the snippet.

• x402 micropayments (USDC on Base) are automatically verified per execution call.

Sanitize raw CSV data by cleaning and normalizing it within a secure remote Azure sandbox environment.

Use this tool to prepare messy tabular data for downstream processing. It automatically strips leading/trailing whitespace, standardizes delimiters to commas, and resolves malformed rows.

Usage Guidelines:

• csv_content must be a plain-text string representation of a CSV.

• Limit payload size to a maximum of 50,000 rows to prevent sandbox memory limits and payload timeouts.

• Do not pass binary files or Excel (.xlsx) formats; strictly text-based CSV data.

Executes a Genetic Algorithm in a secure remote Azure sandbox to minimize Mean Absolute Percentage Error (MAPE) against ground-truth target values.

Ideal for driving down error metrics in complex time-series predictions, such as electrical load forecasting.

Usage Guidelines:

• actuals array size must not exceed 5,000 data points to prevent sandbox execution timeouts.

• generations should be kept under 1,000 iterations for optimal performance vs. compute cost.

• model_type is strictly limited to 'polynomial', 'exponential', or 'logistic'.

Generate line or scatter charts from x and y data in an isolated Azure sandbox, enabling secure remote data visualization for AI agents.

ARCHITECTURE NOTE: The remote sandbox generates the plot, but the local MCP client intercepts the base64 payload and securely writes it directly to the user's local home directory as a PNG.

Use this tool to visually represent numerical trends. Keep data arrays under 10,000 points to prevent sandbox timeouts.