mcpsnoop vs ZizkaDB
mcpsnoop: mcpsnoop is a transparent proxy designed for the Model Context Protocol (MCP), acting like Wireshark for AI client-server interactions. It allows developers to live-debug actual MCP traffic in a terminal UI, addressing limitations of existing tools by observing real client-server communications.; ZizkaDB: ZizkaDB is a self-hosted audit trail for AI agents, designed to help you understand why an agent misbehaves. It provides a causal graph to trace back from any agent step to its root cause, making debugging and analysis straightforward.
TL;DR
Debugging AI client-server communication to identify unseen or unexpected tool calls.
Debugging Misbehaving AI Agents
Side-by-Side Comparison
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