callwitness

Callwitness is a Python 3.8+ tool that records every call an AI agent makes to external tools by acting as a proxy that forwards data unchanged, blocks nothing, and creates a cryptographic hash chain of all records. It integrates easily with MCP servers and requires no dependencies, providing tamper-evident logs for auditing and analysis of AI agent behavior in production environments.