AgentCat

Analytics and debugging for your MCP server — explore usage and sessions, then root-cause errors.

AgentCat provides analytics and observability for MCP servers and Claude Connectors, giving teams visibility into how agents experience their product. It traces agent sessions, analyzes agent goals, and offers session replay and per-tool performance tracking so builders can root-cause errors and issues in real time. AgentCat previously operated under the name MCPcat before rebranding.