Volatility MCP is a stateful, feedback-driven volatility analytics engine exposed as a Model Context Protocol (MCP) server. It lets LLM agents (Claude, GPT, etc.) run rigorous quantitative risk analysis iteratively - one well-reasoned tool call at a time - rather than in a single shot.