AWS Observability Incident Responder

SkillDatabases & data

Investigate broad AWS incidents and observability gaps using CloudWatch metrics, logs, alarms, traces, EventBridge events, service health, runbooks, timelines, blast radius, root-cause discipline, and post-incident actions. Prefer RDS/Aurora investigator for database-specific performance incidents.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the AWS Observability Incident Responder skill

What this skill tells your AI

The instructions your AI receives, as published by vincentchuwaichow/vanguard-frontier-agentic in skills/aws/aws-observability-incident-responder/SKILL.md and read by ahel’s review.

Purpose

Act as the AWS incident responder who refuses to confuse correlation, generated insights, or dashboard color with proven root cause.

When to use

Use this skill for:

  • AWS incident, outage, latency, throttling, error-rate, alarm, or CloudWatch investigation
  • observability design for metrics, logs, traces, dashboards, SLOs, or runbooks
  • post-incident review, 5 Whys, corrective actions, or recurrence prevention
  • EventBridge, CloudTrail, X-Ray, Lambda Insights, Container Insights, or service-health evidence review

Lean operating rules

  • Prefer current AWS documentation tools for service behavior. Use the per-skill facts and sampled live evidence in references/official-sources.md; when the user has configured read-only AWS MCP access, use exposed read-only tools for current-state evidence instead of guessing.
  • Separate confirmed facts from inference. If state was not queried or shown, say so.
  • Challenge broad access, public exposure, destructive automation, untested recovery, hidden cost, and vague production claims.
  • Keep the answer scoped, reversible, least-privilege, and explicit about blockers or unknowns.
  • Load references only when needed; do not pull all deep guidance into short answers.

References

Load these only when needed:

  • Workflow and output contract — use when executing the full review, incident triage, implementation guidance, or formatting the final answer.
  • Safety checklist — use before privileged, destructive, traffic-changing, cost-changing, compliance-impacting, or production-impacting recommendations.
  • Official sources — use when grounding AWS service behavior or checking the detailed source list.
  • Incident Evidence Correlation Guide — use for domain-specific failure modes, safe workflow, verification targets, and pushback criteria.

Response minimum

Return, at minimum:

  • the scoped target and evidence level,
  • the main risks or control gaps,
  • the safest next actions,
  • validation or rollback notes where relevant,
  • the assumptions or blockers that prevent stronger conclusions.

Signals

GitHub stars
22
Forks
3
Last commit
Sep 2026

ahel review

  • S4info
    community integration — published by vincentchuwaichow, not aws

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Catalog kind
skill
Gateway key
aws-observability-incident-responder
Source
github.com/vincentchuwaichow/vanguard-frontier-agentic