/install darkhunt-observability
Darkhunt 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:
- Install the plugin
- Run
openclaw tracehub setup - 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
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install darkhunt-observability - 安装完成后,直接呼叫该 Skill 的名称或使用
/darkhunt-observability触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Darkhunt Observability 是什么?
Monitor OpenClaw agent runs with real-time traces showing decisions, tool usage, performance, costs, and user attribution for full observability. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 372 次。
如何安装 Darkhunt Observability?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install darkhunt-observability」即可一键安装,无需额外配置。
Darkhunt Observability 是免费的吗?
是的,Darkhunt Observability 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Darkhunt Observability 支持哪些平台?
Darkhunt Observability 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Darkhunt Observability?
由 volkodavs(@volkodavs)开发并维护,当前版本 v0.3.8-build-14。