Enables efficient AI agent operations through sandboxed Python code execution with progressive tool discovery, PII tokenization, and skills persistence, achieving up to 98.7% token reduction by processing data in a sandbox rather than in context.
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process.env. You'll be asked to provide them before it can run.AGENTIC_SYSTEM_PATH[](https://m8ven.ai/mcp/marc-shade-code-execution-mcp-g9t597)