Mibo Ai
AI agent testing platform — automated test generation, semantic evaluation, and production tracing for AI agents.
| What is it | AI agent testing platform — automated test generation, semantic evaluation, and production tracing for AI agents. |
|---|---|
| Pricing | Unknown |
| Platform | Web Application |
| API | Yes |
| Works with | n8n |
| Best for | Testing AI agents before production deployment, Monitoring and debugging agent failures in real time |
| Domain registered | 2025 |
Data updated Aug. 1, 2026
What does Mibo Ai do?
Mibo Ai is a testing platform built specifically for AI agents. It helps teams move from experimental prototypes to production-ready agents by automating test generation, running semantic evaluations, and tracing production traffic. The platform integrates with OpenTelemetry, a lightweight HTTP API, and n8n to capture real agent execution traces with minimal setup. Instead of relying on basic keyword matching, Mibo Ai uses an AI judge to analyze agent outputs for correctness, tone, and multi-step behavior.
What makes Mibo Ai stand out is its AI-driven scenario routing. An intelligent classifier evaluates each incoming trace and directs it to the right test suite, so you only run assertions that apply to that specific context. This saves LLM tokens and reduces false negatives. The Failure Matrix dashboard gives you a clear view of regressions, showing exactly which step, prompt, or tool call caused an agent to drift. You can also integrate with orchestration tools like n8n and Flowise, or connect via your own API.
Mibo Ai is most useful for developers and teams building AI agents who need a reliable way to test and monitor them. It suits solo developers with a free tier (100 test runs per month) and scales to teams with 100 agents and 3,000 test runs on the Full plan. Use it to catch regressions, validate agent behavior, and gain confidence before shipping agentic systems to production.
Key features
What makes it stand outWho is Mibo Ai for?
Who benefits most from this toolTrust & presence
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Works with n8n
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