NeMo Agent Toolkit Telemetry

SkillMonitoring & ops

Lets your agent set up and troubleshoot logging, tracing, and profiling for NeMo Agent Toolkit workflows.

Then ask your AI: use the NeMo Agent Toolkit Telemetry skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.

No other account needed.

Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.

About this skill

Use when adding, configuring, or troubleshooting NeMo Agent Toolkit logging, tracing, telemetry exporters, OpenTelemetry, Langfuse, LangSmith, Weave, Phoenix, profiling, or observability provider integrations.

What this skill tells your AI

The instructions your AI receives, as published by nvidia/nemo-agent-toolkit in skills/nat-telemetry/SKILL.md and read by Ahel’s review.

Use this skill for workflow observability, tracing, logging, and profiling.

Workflow

Discover registered logging and tracing exporters:

uv run nat info components -t logging
uv run nat info components -t tracing

Prefer built-in provider integrations when available.
Use file or console exporters for deterministic local debugging.
For custom exporters, adapt references/otel_file_exporter.py and nearby toolkit exporter code.

References

references/telemetry.md
references/otel_file_exporter.py

Signals

GitHub stars: 3k
Forks: 780
Last commit: Oct 2026

Advanced

Item type: skill
Key: nat-telemetry
Source: github.com/nvidia/nemo-agent-toolkit

github.com/nvidia/nemo-agent-toolkit

NeMo Agent Toolkit Telemetry

What this skill tells your AI

Workflow

References

Signals

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