AgentCat

Analytics platform for MCP server owners that captures agent session behavior and intent.

PlatformWebfreemium

AgentCat is an analytics platform for MCP server owners that captures how AI agents actually use their tools, including session replay, trace debugging of where agents get stuck, and agent-reported intent for each tool call, to surface missing functionality from real usage. It integrates via a lightweight SDK, forwards telemetry to existing tools like Datadog, Sentry, or OpenTelemetry, and is free for qualifying open-source MCP servers.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of AgentCat - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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