Darkhunt Observability

Monitor OpenClaw agent runs with real-time traces showing decisions, tool usage, performance, costs, and user attribution for full observability.

See what your OpenClaw agent actually does. No more black box.

This plugin sends real-time telemetry to Darkhunt Observability so you can see every agent run as a trace — what the agent decided, which tools it called, how long each step took, and how much it cost.

What you get

• Full conversation traces so you see every step your agent takes: LLM calls, tool executions, and message flow as a connected timeline
• Tool visibility — which tools were called, what arguments were passed, whether they succeeded or failed
• User attribution — see which user triggered each conversation
• Multi-agent support — traces stay isolated per session, even with concurrent agents
• Cost tracking — know exactly how much each conversation costs, broken down by model call
• Token usage — input, output, cache read, and cache creation tokens per generation
• Performance timing — duration of every step, time-to-first-token for LLM responses

Setup

Setup takes 2 minutes:

1. Install the plugin
2. Run openclaw tracehub setup
3. Restart the gateway

The wizard walks you through connecting to Darkhunt — just paste your API key and workspace ID.

Commands

openclaw tracehub setup    # Interactive setup wizard
openclaw tracehub status   # Show current configuration and status
openclaw tracehub config   # Show raw plugin config as JSON

Privacy & Data Control

3 payload modes control what data leaves your environment:

• metadata (default) — structural data only: model name, token counts, cost, duration, tool names, success/failure. No conversation content is exported.
• debug — metadata + truncated content (500 chars). Useful for troubleshooting.
• full — includes conversation content subject to size limits (4 KB per field, 64 KB per span). Only use if you trust the destination endpoint.

Notes

• Free tier available at https://darkhunt.ai
• Exports via OTLP/protobuf (works with any OpenTelemetry-compatible backend)
• Never crashes your agent — all export errors are caught and logged