PandaProbe

Ship agents safely with structured evals and production monitoring

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Added Jul 2026

pandaprobe.com

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What is Pandaprobe?

PandaProbe is an open-source agent engineering platform that helps developers run structured evaluations, monitor agent behavior with state-of-the-art metrics, and detect issues before users encounter them. It captures full agent trajectories including every tool call, LLM hop, and decision branch, enabling accurate evaluation scoring across long-running sessions. Built natively for coding agents like Claude Code and Cursor, it works with any major agent framework and LLM provider with one-line instrumentation.

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Key Features of Pandaprobe

Full agent trajectory tracing
SOTA metrics for agent behavior
LLM-as-judge scoring with structured feedback
Production monitoring with custom schedules
Alerts on metric regressions
Native skill for coding agents
PandaProbe CLI for terminal access
One-line instrumentation
Automatic span and metadata capture
Session-level evaluation

Who Should Use Pandaprobe?

Detect agent uncertainty in long-running workflows

Monitor coding agent performance in production

Spot behavioral drift across agent versions

Evaluate full agent sessions not just isolated calls

Score agent trajectories with actionable feedback

Set up automated regression detection

Manage traces through natural language

Pandaprobe: Pros & Cons

✓Pros

Works with any LLM provider out of the box
Works by default with major coding agents
Research-grounded evaluation metrics
Automatic capture of spans and metadata
Schedulable monitoring on custom cadence
No credit card required for Hobby plan
Full API access via CLI
Python SDK with multiple framework integrations

Frequently Asked Questions about Pandaprobe

What agent frameworks does PandaProbe support?

PandaProbe integrates with LangGraph, LangChain, DeepAgents, CrewAI, Google ADK, Claude Agent SDK, and OpenAI Agents SDK.

How does tracing work in PandaProbe?

PandaProbe captures full agent trajectories including every tool call, LLM hop, and decision branch with one-line instrumentation for major agent frameworks.

Can I monitor production agents with PandaProbe?

Yes, you can schedule eval runs against production traffic on daily, hourly, or custom cron schedules and receive alerts on metric regressions.

Do I need a credit card to get started?

No, the Hobby plan is free and requires no credit card to start building.