alibabacloud-agent-observability
Installation
SKILL.md
Enterprise Agent Application Observability
1. Scenario Description
Read-only observability analysis of enterprise Agent applications integrated with Alibaba Cloud's observability stack: derive behavioral insights from Trajectory data and produce a self-contained HTML observation report. This skill does not collect trajectories — it only analyzes them.
Six business questions (per-scenario fact paths, required sections, and fixed gaps in references/scenario-playbooks.md):
| Scenario | Question | Typical Audience |
|---|---|---|
| PB-S1 Task Review | What was done, how many steps, any detours? | CS lead / Product / Ops |
| PB-S2 Failure Diagnosis | Which step failed, plain-English cause, what to investigate next? | Ops / CS / Dev |
| PB-S3 Latency Analysis | Which step is slow, how much slower than its own baseline? | Product / Ops |
| PB-S4 Consumption Analysis | Where did tokens go, any retry-driven amplification? (token-only, no cost) | Management / Finance |
| PB-S5 Multi-Agent Collaboration | Who handed off to whom, did failure land on main or sub-chain? | Product / Architect |
| PB-S6 Tool Quality | Which tool is least stable, failure rate and tail latency? | Ops |
Analysis method: PB-1 two perspectives — decision "cause" (why this call at this moment) and behavior "chain" (is this step on the critical path or an expensive detour), see references/behavior-insight-playbook.md.