# PandaProbe

> Trace agent runs and validate reusable fixes for failures

PandaProbe is a developer platform for tracing AI agents, evaluating their work, and testing repairs. It records model calls, tool use, subagent activity, timing, and outputs to build a structured history of a run. Evaluations examine both the final result and the steps taken, helping teams identify failures that may not appear as ordinary execution errors.

Its repair harness proposes scoped rules and tests them through developer-controlled replays or trials. Rules that improve measured outcomes can be kept in a persistent workspace for future tasks. A command-line interface lets agents inspect traces and evaluations directly, while framework integrations add this workflow around an existing orchestration system.

## Listing details

- Canonical BetaNeon page: https://betaneon.com/products/pandaprobe
- Official website: https://www.pandaprobe.com/
- Category: Developer tools / ML engineering & evaluation
- Status: Launched
- Topics: AI agents, Evaluation, Observability, Open source, Testing
- Listing updated: 2026-10-30T16:52:46.796Z
- Information source: https://www.producthunt.com/products/pandaprobe

This is a product introduction, not an endorsement. Confirm current availability, features, and prices on the official website. Community upvotes on BetaNeon are not star ratings.