
Observal Ops
Inspects Observal traces, sessions, rankings, feedback, telemetry health, logs, and...
Install
npx skills add AgenticResourceRegistry/AgenticResourceRegistry --skill observal-ops -g -a claude-code -y- Repository
- AgenticResourceRegistry/AgenticResourceRegistry4.5k
- Category
- AI and agents
- Updated
- 3d ago
- License
- Apache-2.0
- Context cost
- Lightabout 652 tokens
- Runs scripts
- No, instructions only
What it does
Inspects Observal traces, sessions, rankings, feedback, telemetry health, logs, and Agent insight reports. Use when the user wants operational evidence, current activity, telemetry diagnosis, ratings, report generation, regression analysis, or recommendations grounded in Agent usage.
Observing Observal
Execution contract
- Execute commands with a 60 second timeout. Use a longer timeout only for report generation or an intentional stream.
- Use machine output by default: add
--output jsonwhenever supported. Parse list envelopes, finite objects, and JSON Lines separately. - Run
--helpbefore acting when a path or flag is uncertain. - Start with the narrowest read that answers the question. Do not generate a new report when a completed report already suffices.
- Ground every conclusion in returned fields, report period, and sample size. Distinguish missing data from healthy data.
- Verify rating mutations and report generation results.
- Never repeat secrets or sensitive trace and log content unless the user explicitly requests the specific data and is authorized.
- After an uncertain rating or report-generation failure, read current state before retrying.
Choose the workflow
| User intent | Read |
|---|---|
| Sessions, traces, rankings, ratings, telemetry, or logs | Operational workflows |
| Agent health, friction, costs, versions, regressions, or suggestions | Insight reports |
| MCP, skill and hook component presence, observed calls, skill loads or hook runs, and attribution coverage | Insight reports |
Read the selected reference completely before executing.

